CN110502782A - The big scale of construction chaff cloud electromagnetic scattering measuring method transported based on outline vector - Google Patents
The big scale of construction chaff cloud electromagnetic scattering measuring method transported based on outline vector Download PDFInfo
- Publication number
- CN110502782A CN110502782A CN201910607587.5A CN201910607587A CN110502782A CN 110502782 A CN110502782 A CN 110502782A CN 201910607587 A CN201910607587 A CN 201910607587A CN 110502782 A CN110502782 A CN 110502782A
- Authority
- CN
- China
- Prior art keywords
- chaff
- point
- vector
- cloud
- scattering
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Granted
Links
Classifications
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01R—MEASURING ELECTRIC VARIABLES; MEASURING MAGNETIC VARIABLES
- G01R33/00—Arrangements or instruments for measuring magnetic variables
- G01R33/12—Measuring magnetic properties of articles or specimens of solids or fluids
- G01R33/1253—Measuring galvano-magnetic properties
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F17/00—Digital computing or data processing equipment or methods, specially adapted for specific functions
- G06F17/10—Complex mathematical operations
- G06F17/11—Complex mathematical operations for solving equations, e.g. nonlinear equations, general mathematical optimization problems
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F18/00—Pattern recognition
- G06F18/20—Analysing
- G06F18/23—Clustering techniques
- G06F18/232—Non-hierarchical techniques
- G06F18/2321—Non-hierarchical techniques using statistics or function optimisation, e.g. modelling of probability density functions
- G06F18/23213—Non-hierarchical techniques using statistics or function optimisation, e.g. modelling of probability density functions with fixed number of clusters, e.g. K-means clustering
-
- Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
- Y02—TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
- Y02T—CLIMATE CHANGE MITIGATION TECHNOLOGIES RELATED TO TRANSPORTATION
- Y02T90/00—Enabling technologies or technologies with a potential or indirect contribution to GHG emissions mitigation
Landscapes
- Engineering & Computer Science (AREA)
- Physics & Mathematics (AREA)
- Data Mining & Analysis (AREA)
- General Physics & Mathematics (AREA)
- Theoretical Computer Science (AREA)
- Mathematical Physics (AREA)
- Computational Mathematics (AREA)
- Mathematical Analysis (AREA)
- Mathematical Optimization (AREA)
- General Engineering & Computer Science (AREA)
- Pure & Applied Mathematics (AREA)
- Databases & Information Systems (AREA)
- Artificial Intelligence (AREA)
- Software Systems (AREA)
- Operations Research (AREA)
- Condensed Matter Physics & Semiconductors (AREA)
- Probability & Statistics with Applications (AREA)
- Life Sciences & Earth Sciences (AREA)
- Algebra (AREA)
- Bioinformatics & Cheminformatics (AREA)
- Bioinformatics & Computational Biology (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Evolutionary Biology (AREA)
- Evolutionary Computation (AREA)
- Radar Systems Or Details Thereof (AREA)
Abstract
The invention belongs to electronics and scientific application technical field, disclose a kind of big scale of construction chaff cloud electromagnetic scattering measuring method based on outline vector transport theory;Distribution of the chaff cloud in wake flow is calculated in conjunction with Aerodynamics;Quick multidomain treat-ment is carried out to it using K-means algorithm based on chaff cloud spatial distribution model, and the electromagnetic propagation attenuation coefficient in each subregion is calculated using line moment method;Based on propagation attenuation coefficient in partition data and acquired region, establish vector transport equation in the entire area of space that chaff cloud occupies and solved using monte carlo method, using the transmitting of virtual photon, transport, collide, track, receive process acquire the Statistical Solutions of vector transport equation;Based on the solving result of vector transport equation, the acquisition of scattering HH, HV, VV, VH polarization mode is realized by Stokes vector conversion process.The present invention overcomes the not high problems of big scale of construction chaff cloud radar cross section computational efficiency in the prior art, meanwhile, efficiently solve chaff cloud radar cross section computational problem in aircraft wake.
Description
Technical field
The invention belongs to electronics and scientific application technical field more particularly to a kind of big scale of construction transported based on outline vector
Chaff cloud electromagnetic scattering measuring method.
Background technique
Currently, the immediate prior art: in present electromagnetic warfare, the usage history of chaff cloud is long, production is simple, effect
Obviously, low in cost, oneself is through being widely used in battlefield.It has suffered as electronic countermeasure between ourselves and the enemy as main Reconnaissance Equipment
Radar plays vital effect in the defence of countries in the world.Thus modern war is especially in future war, chaff
Perturbation technique by discharging big scale of construction chaff in space, cause enemy radar acquisition echo and the true echo of target it
Between differ greatly, so that enemy radar cannot accurately and quickly identify target, this conflicting mode does not need to understand enemy in advance
The characteristic that Fanglei reaches, versatility is stronger, and to the interference of radar, there are mainly two types of modes, first is that by chaff interferent generation echo,
The true echo of target is covered, second is that setting chaff interferent spatial position and structure, make his echo and true target echo phase
Seemingly, come inveigle enemy radar to target detect Check judgement.
Currently, mainly using Hardware In The Loop Simulation Method, numerical algorithm, independence to dissipate the calculating of chaff cloud radar cross section
The statistical stacking method of shooting method, scattering section based on single chaff.Hardware In The Loop Simulation Method uses the conduct of part real data
A part of emulation can obtain the analog result of more closing to reality situation, be a kind of reliable emulation technology, from mentioning
Start out, be just widely used in system development and simulated experiment, numerical algorithm (moment method etc.) is to solve for Maxwell equation
The integral or differential form of group realize the calculating of Chaff Clouds radar cross section;Independent scattering method is based on single chaff
Total space scattering properties realizes that Chaff Clouds radar cross section calculates by rotation transformation and incoherent statistical stacking, certainly,
Also having many researchs is to realize that Chaff Clouds radar scattering is cut by many experiments based on measured result expansion further analysis
It estimates and characteristic research in face.
In conclusion Chaff Clouds radar scattering calculates (estimating) technology, there are several significant deficiencies: firstly, based on number
Although the chaff cloud radar cross section of value-based algorithm calculates accurately, it needs to solve extensive matrix equation, when unknown number number
Amount reaches 1014When the order of magnitude, even supercomputer is also required to the comparable time to solve this equation, if computing resource is (as in
Deposit, calculate the time) it is limited, then it will be unable to carry out big scale of construction chaff cloud electromagnetism Scattering Calculation, meanwhile, use numerical method meter
Calculate chaff cloud be only capable of lower one group of counting statistics meaning it is possible as a result, to obtain Statistical Solutions, then need repeatedly multisample to calculate,
This will expend a large amount of manpower and material resources.Secondly, the Chaff Clouds radar cross section based on measured result, which calculates, to be had centainly
Realistic meaning, but can not exhaustive other possible situations in addition to experiment, measured result is difficult to be promoted, especially aircraft wake
The diffusion of middle chaff cloud and scattering data are rare, cause not implementing using supposition algorithm of the available data to unknown result, then
It is secondary, although speed is estimated quickly based on the Chaff Clouds radar cross section calculating independently scattered, due to existing between chaff
Electromagnetic coupling, and independent scattering method ignores the multiple coupling between chaff, the confidence level for being allowed to calculated result is lower, finally,
Chaff Clouds radar cross section in terms of Geometric Modeling, due to the sensibility and tip property to study a question, in aircraft wake
It calculates rarely seen in open source literature.
In conclusion problem of the existing technology is:
(1) limitation and needs of the chaff cloud radar cross section calculating based on numerical algorithm due to computing resource solve
Unknown number enormous amount leads to not the radar cross section for calculating extensive chaff cloud.
(2) the Chaff Clouds radar cross section based on measured result calculates measured result and is difficult to be promoted;Due to foil
There are electromagnetic coupling between item, independent scattering method ignores the multiple coupling between chaff, keeps the confidence level of calculated result lower.
(3) the Chaff Clouds radar cross section in aircraft wake calculates rarely seen in open source literature.
Solve above-mentioned technical problem difficulty: in order to solve the above-mentioned technical problem, mainly there is following technological difficulties: how
Realize that quick multipolarization calculating is a main problem in the case where coupling between consideration chaff.
It solves the meaning of above-mentioned technical problem: realizing the quick calculating of Chaff Clouds radar cross section in aircraft wake,
The use and jamming effectiveness promotion of chaff cloud can be effectively facilitated, while providing one kind fastly for the small scatterer electromagnetism calculating of extensive electricity
The efficient calculation method of speed.
Summary of the invention
In view of the problems of the existing technology, the present invention provides a kind of big scale of construction chaff clouds transported based on outline vector
Electromagnetic scattering measuring method.
The invention is realized in this way a kind of big scale of construction chaff cloud electromagnetic scattering measurement side transported based on outline vector
Method, the big scale of construction chaff cloud electromagnetic scattering measuring method transported based on outline vector the following steps are included:
The first step calculates distribution of the chaff cloud in wake flow in conjunction with Aerodynamics;
Second step carries out multidomain treat-ment using K-means algorithm based on chaff cloud spatial distribution model, and uses line square amount
Attenuation coefficient information in region needed for method calculates vector radiative transfer theory;
Third step, the region self-energy attenuation coefficient based on partition data and acquisition, using monte carlo method to vector
Transport equation is solved, and is emitted using photon, is transported, collided, the method for receive process tracking realizes that vector transports integral side
The parallel rapid solving of Cheng Fangcheng;
4th step, based on the solving result of vector transport equation, by Stokes vector or its transformation realize HH, HV,
The solution of VV, VH polarization mode.
Further, the big scale of construction chaff cloud electromagnetic scattering measuring method transported based on outline vector is put into slice type
Three-dimensional chaff cloud diffusion model construction method includes:
(1) foundation of fluid mechanics equation, the movement diffusion equation based on the available chaff center position of N-S equation
It is as follows:
Wherein, vxAnd vyIt is along the direction x and y speed, D is invasin, and s (r, t) is chaff cloud number density;
For the above-mentioned equation of solution, upstreame scheme difference form is used:
It can upper Density Distribution in the hope of chaff in each moment, each section using finite time-domain differential technique;
(2) the speed field direction relied on its position is directed toward in the space of chaff, if the speed of certain root chaff position
Degree field can be expressed asThen define two three vectors:
And enable, θ be chaff orientation vector withThe angle of vector,It is chaff orientation vector in vectorThat opens is flat
Projection vector and vector on faceThe angle of positive direction, and have θ,Probability density function are as follows:
According to chaff central point generation strategy and chaff is generated by probability density at random to be orientated, and can establish aircraft wake
Under the influence of chaff cloud spatial distribution model.
Further, the big scale of construction chaff cloud electromagnetic scattering measuring method transported based on outline vector carries out Chaff Clouds
Spatial distribution data is read, and is carried out Chaff Clouds region division based on K-means algorithm and comprised the steps of:
(1) spatial distribution and orientation information of chaff cloud, the reading format of data are read are as follows:
Wherein, (x, y, z) is the coordinate of chaff central point, and unit is rice,It is the orientation of chaff, unit is radian;
(2) in K-means algorithm K value determine cluster result in classification quantity, to chaff cloud classify foundation be
The distance between chaff, the therebetween reversed distribution number density for reflecting chaff cloud different zones;Chaff cloud subregion includes:
1. randomly choosing K central point in the point model of chaff center;
2. traversing all chaff cloud space center point data, each chaff central point is attributed to K and drafts central point institute
In corresponding classification;
3. calculating the center of gravity of each subclass in K cluster, and the central point as K new classification;
4. step is repeated 2., 3., until K class central point no longer changes or be less than specified threshold;Chaff cloud is subjected to subregion.
Further, described to be made based on the big scale of construction chaff cloud electromagnetic scattering measuring method that outline vector transports in each subregion
With random sampling algorithm, adjacent a small amount of chaff is extracted using line moment method MoM and calculates the polarization that electromagnetic wave is propagated in the area
Transmission loss, and database is established, comprising the following steps:
(1) chaff needed for determining the subsequent calculating using MoM using discrete event sampling algorithm in each subregion, specifically
It comprises the steps of:
1. choosing a certain chaff in the region using uniform random number seed in certain subregion:
N (i)=unrand (1, Mi);
Wherein, function unrand (1, Mi) can be randomly generated according to being uniformly distributed more than or equal to 1 and less than or equal to MiIt is just whole
Number N (i), label i are the call number in region, MiIndicate ith zone chaff total quantity;
2. finding the Q root chaff closed on the most with N (i) numbers chaff using K-means algorithm in certain subregion;
3. calculating the Q root foil electromagnetic scattering selected using line moment method is divided into T sections as a result, setting every chaff, every
One section of upper definition Basis Function:
Wherein, xmFor m sections of midpoint, Δ xmFor m sections of length.Then all chaff electric currents can indicate are as follows:
Wherein, αnIt is undetermined coefficient,Be defined on n-th section, be zero in other sections, when chaff be perfact conductor or
When PEC, following improved Electric Field Integral Equation can be established on chaff surface:
Wherein,WithRespectively site and source point,For incidence wave electric field strength, examined using Galerkin method
It tests, obtains:
Wherein, L is integral equation linear operator, establishes matrix equation:
[lmn][αn]=[gm];
Wherein:
Above-mentioned matrix equation is solved, the current distribution on Q root chaff surface is obtained:
Far-field scattering is acquired, and determines the far field radar cross section of Q root chaff:
4. according to following formula computed losses coefficient κ on the basis of obtaining the radar cross section of Q root chaff:
κ=- n σ;
Wherein, n is the number density of unit volume chaff, for different subregions, is calculated i.e. using identical method
It can;
For not same polarization, loss factor when calculating only needs that in-field is taken to compare with the not co polarized component of scattered field:
Wherein,Indicate the vertically and horizontally component of scattered field,Indicate in-field
Vertically and horizontally component.
Further, the big scale of construction chaff cloud electromagnetic scattering measuring method transported based on outline vector is based on Delaunay
Algorithm carries out triangulation to above-mentioned each subregion and external envelope is established, and each triangle top of external envelope for establishing different zones
Point, normal vector, central point index list, establish database, comprising the following steps:
(1) two dimension Delaunay algorithm only exists unique triangulation methodology for any given point set, and follows
Minimum angle maximum and empty circumscribed circle " criterion, basic step are as follows:
1. selecting a chaff central distribution point P1As the first vertex of triangle, distance P is selected1Nearest chaff distributed point
As the second vertex of triangle, it is denoted as P2;
2. selecting the third vertex P of triangle3, make itself and P1、P2Without other tops in the circumscribed circle of the triangle of composition
Point, also, vertex P in the triangle3The interior angle opened is maximum;
3. generating three sides, side list is added, and generate first triangle, sets up triangle table;
4. select one from list, the corresponding flag bit in side will be changed and be set as 0;It is searched for from remaining spatial point list
One satisfaction: first, this is in the opposite side of side institute third point in the triangles, and second, the triangle of the point and side composition
Circumscribed circle in there is no other points, meet the point of the above-mentioned condition subtended angle in new triangle it is maximum that as P3;
5. if be added into side table tail when there is no newborn in 4. in list, and set the flag bit on newly-generated side as
0;If had existed, the flag bit that these sides are arranged is 1, and triangle table is added in the triangle of generation, will be from 4. middle choosing
That side flag bit selected is set as 1;The process is gone to 1., until the flag bit on all sides is 1;
(2) three-dimensional Delaunay algorithm realizes step substantially:
Triangulation network growth algorithm first finds out the two o'clock that distance is nearest in chaff cloud spatial distribution, and forms line, then presses
The criterion of Delaunay triangulation network finds out another endpoint of the Delaunay triangle comprising this side, successively handles all new
The side of generation, until all the points are disposed, the basic step of triangulation network growth algorithm is as follows:
It is taken a bit 1. appointing in chaff spatial distribution point, and finds and put nearest point apart from this, connection two o'clock constitutes initial
Baseline finds third point using triangulation criterion, forms initial Delaunay triangle;
2. extended triangular grid.Using 3 sides of initial delta as initial baseline, finds and be somebody's turn to do using external empty ball criterion
3 initial baselines form 3 points of Delaunay triangulation network;
3. step is repeated 2., until concentrating all points are processed to finish;
(3) after carrying out above-mentioned subdivision, in order to find external envelope point, using following algorithm steps:
1. finding the maximum value and minimum value of three dimensions according to given chaff cloud spatial data:
xmax, xmin, ymax, ymin, zmax, zmin;
And subdivision is carried out using cuboid in space, the side length on three directions of each square is (Δ x, Δ y, Δ
Z), then, the central point of each cubical area are as follows:
And
Wherein, ceil () function representation rounds up number;
2. since external envelope point is only possible to that contraction algorithm can be used there are in the grid on the outside of cuboid, outside
Each layer of box is inwardly searched for, is stopped in the presence of encountering box a little;
(4) external envelope triangulation exterior normal direction is determined, using continuously normal orientation calculation criterion outside side is faced, if two-phase
Adjacent vertex of a triangle is respectively A, B, C and B, C, D.And m is set, n, p are the 1st Atria vertex serial numbers, and w, g, h is the 2nd
Three vertex of triangle, sequence according to right-hand screw rule and from small to large calculate the 1st triangulation method vector are as follows:
If the label on three vertex of the 2nd triangle arrives from childhood is followed successively by one of BDC, CBD, DCB greatly, so continue
Go down, number all triangular apex, then each triangle is in circulation, as long as can determine outer method according to the right-hand rule
Line direction, the algebraic average that three apex coordinates can be used for external envelope center point coordinate calculate.
Further, described that model vector is established based on the big scale of construction chaff cloud electromagnetic scattering measuring method that outline vector transports
Transport equation, and the equation is solved using monte carlo method comprising the steps of:
(1) consider that the source plane of antenna radiation pattern generates, which is the premise and basis of subsequent vector transport theory, packet
Containing following steps:
1. reading in the far-field pattern information of antenna according to the antenna that outside is given;
2. at given electromagnetic wave incident angleIn the case of, establish the equation of source plane:
Wherein, the central point of source plane is selected as:
External envelope point is projected on plane Π, and reuses Delaunay algorithm and provides plane external envelope;
3. using Fibonacci grid, and its sampled point in the external envelope generating source plane generated, pressed in the plane of source
Coordinate system is defined according to following mode:
And it is its is unitization:
The position vector for remembering each vertex of external envelope is (xi,outline,yi,outline,zi,outline), by it in above-mentioned definition
Vector on project, findWithThe circle that may include all external envelope points is found in dimension plane, remembers that its radius is Rmin,
Then it can produce grid using Fibonacci grid policies are as follows:
It needs to determine simultaneously, if the point (v generatedn,wn) not in maximum external envelope, then it is rejected;
4. according to directivity function and the discrete event methods of sampling, just source emits point sampling, and being located in specified external envelope makes
It is P (i) with the thermogenetic discrete point of Fibonacci net, the normalized radiation pattern value that each pair of point is answered is Q (i), then can be according to
Following mode generating source sampling;
Calculate cumulative probability:
A random number is generated according to being uniformly distributed:
Randnumber=rand ();
Wherein, function can produce the random number in [0,1] section;If M (m)≤randnumber≤M (m+1), is taken out
The source point serial number m taken, corresponding coordinate is P (m);
(2) source transmitting photon intersects judgement with the outer triangulation face of chaff cloud.Above-mentioned steps have extracted source point:
P (m)=(xsm,ysm,zsm);
And the direction of propagation of known incident wave are as follows:
Then write out the linear equation of Particles Moving are as follows:
X=xsm+t·nx, y=ysm+t·ny, z=zsm+t·nz;
Wherein, t is parameter;
Certain external envelope triangle sentences friendship method with straight line, if three vertex for needing to sentence the triangle of friendship can be denoted as TR1,
TR2, TR3, then the point of triangle interior indicates are as follows:
The straight line expression formula derived is substituted into obtain:
λ1(TR1-TR2)+λ2(TR1-TR3)+t nx ny nz=TR1-P m);
It writes a Chinese character in simplified form are as follows:
λ1a+λ2B+tc=d;
Write as matrix form are as follows:
Solution are as follows:
If λ1,λ2∈ [0,1], then ray and chaff cloud external envelope have intersection point, when there is multiple intersection points, need using most
Small t rule judges the first intersection point;
(3) photon is transmitted in chaff cloud according to probability, is solved vector transport equation using monte carlo method and is realized, if
N root chaff is randomly dispersed in a length of ds, and volume is in the cylindricality body unit of dv, and the electromagnetic wave that a radiation intensity is I passes through the list
Member, by the variable quantity of the available electromagnetic wave radiant intensity of law of conservation of energy are as follows:
Wherein,It is incident intensityAnd scattering strengthBetween transfer coefficient or matrix, above formula
First item refer to due to chaff absorb κas, scattering κs, background absorption κabCaused energy dissipation, what Section 2 indicated is empty
Between other radiation source radiations energy, Section 3 indicate be that multiple scattering body coupling scattering existsScattering strength summation on direction,
Wherein:
If in space, the duty ratio of chaff is fs, then the absorption coefficient of background indicates are as follows:
κab=2k " (1-fs), k " is wave numberImaginary part;
Chaff absorptivity is the ratio of chaff loss field energy and incident field energy, service wear fieldIt indicates are as follows:
Here four Stokes vectors sanctified by usage are introduced:
Vector transport equation is solved based on monte carlo method to comprise the steps of:
1. free path is sampled.The step of passing through front, available photon enter the specific location of chaff cloud for the first time, and
It is sampled according to following free path formula, obtains the walked distance of next impinging photon:
Wherein, ξ is the uniform random number between [0,1], KeIt is extinction coefficient;
2. chaff orientation sampling.The orientation of chaff is by Space AngleIt determines, if the probability density function that they are obeyed is
P (θ) andScattering direction is extracted using rejection technique;
Firstly, in θ ∈ [0, π],Between according to be uniformly distributed extract the chaff angle of orientationI.e. just like
Lower formula:
ξ is the uniform random number between [0,1];
Bring the chaff angle of orientation into probability density function
Secondly, InA uniform random number P is generated again using above-mentioned ξ on section0,
Angle of departure selection is carried out according to following judgment criterion:
If what above-mentioned criterion provided is refusalSelection, which then needs to return to the first step, to be continued, full until generating
Until several pairs required enough;
3. scattering direction sampling;It is scattered direction sampling based on the conservation of energy and rejection technique, is located at entering for a certain determination
Firing angleUnder, the energy of scattering is written as:
And:
The then probability density that particle is emitted along direction are as follows:
Wherein, it indicatesDirection scattering coefficient, is defined:
It is consistent with selection incident direction method, it is carried out using rejection technique, basic step are as follows:
Firstly, in θ ∈ [0, π],Between according to being uniformly distributed the extraction angle of departureI.e. just like following formula
Son:
ξ is the uniform random number between [0,1];
Bring the launch angle of calculating into probability density functionHave:
Secondly, InA uniform random number P is generated again using above-mentioned ξ on section0, press
Angle of departure selection is carried out according to following judgment criterion:
If what above-mentioned criterion provided is " refusalSelection ", which then needs to return to the first step, to be continued, until generating
Until several pairs met the requirements;
4. scattering transmission energy harvesting, calculates the decay factor collided every time, under the conditions of given incidence wave, all dissipate
Field energy is penetrated to be written as:
Energy W in this way before single collisionsi-1With the energy W after collisioniBetween relationship are as follows:
Repeat it is above-mentioned 1.~4. until photon projects chaff cloud, accumulate enough photons and just carry out at subsequent data
Reason, judges whether the primitive decision method inside and outside cloud is photon, from the point to launched in arbitrary direction ray, judge ray with it is several
The intersection point number of what body, odd number be it is interior, even number is then put in outside;
(4) photon outgoing and collection of energy, continuously according to process generate photon, photon and scatterer collide and track
The track of photon will scatter energy to it after photon leaves scatterer and count;
The photon for being 1 equipped with N number of energy is launched, and has M photon to escape from cloud cluster through continuous collision, and scattering direction is respectivelySelf-contained energy is respectively Ii, to the total spaceTo grid dividing is carried out, the step-length at the angle θ is Δ θ,Angle
Step-length beSimultaneously have θ=m Δ θ,Judgement outgoing photonWhether the method for (m, n) unit is entered
It is:
Then, InTotal photon energy that direction receives are as follows:
Complex operation is carried out to data are solved, obtains required polarization data comprising the steps of: according to following side
Formula calculates radar cross section, InThe radar cross section in direction indicates are as follows:
Another object of the present invention is to provide the big scale of construction chaff cloud electricity transported described in a kind of application based on outline vector
The radar of magnetic scattering measuring method.
In conclusion advantages of the present invention and good effect are as follows: the present invention is using hydrodynamics diffusion equation to chaff cloud
The Density Distribution of group is calculated, and the movement of single chaff is substituted with the movement of medium, is substantially reduced artificial resource consumption, is mentioned
High model foundation efficiency.
1 progress contrast table of table
Serial number | Comparison project | Researcher | The present invention | Remarks |
1 | Chaff quantity | 106 | 109 | Lv Mengmeng etc. |
2 | Chaff cloud form | It is spherical | Arbitrary shape | Li Jinliang etc. |
3 | The diffusion of chaff wake flow | It has not been reported | It may be implemented | — |
The present invention is based on Delaunay algorithm to Chaff Clouds carry out multidomain treat-ment, the treatment effeciency of the model of promotion, and
Ray is sentenced to the adaptability and efficiency that scattering algorithm within algorithm, is improved within friendship method.
The present invention solves vector transport equation using monte carlo method, and the simple strong operability of principle is convenient for
Full dual station can be achieved in follow-up data processing in specified emulation number, polarization radar scattering section obtains.
Detailed description of the invention
Fig. 1 is the big scale of construction chaff cloud electromagnetic scattering measuring method provided in an embodiment of the present invention transported based on outline vector
Flow chart.
Fig. 2 is the big scale of construction chaff cloud electromagnetic scattering measuring method provided in an embodiment of the present invention transported based on outline vector
Implementation flow chart.
Fig. 3 is active characteristics database construction module sub-process figure provided in an embodiment of the present invention.
Fig. 4 is indoor environment extracting change information module sub-process figure provided in an embodiment of the present invention.
Fig. 5 is movement monitoring module sub-process figure provided in an embodiment of the present invention.
Fig. 6 is active characteristics extraction module sub-process figure provided in an embodiment of the present invention.
Fig. 7 is activity recognition module sub-process figure provided in an embodiment of the present invention.
Fig. 8 is provided in an embodiment of the present invention and now there are two types of indoor occupant activity recognition method simulation result comparison diagrams.
Fig. 9 is provided in an embodiment of the present invention when experimental situation is constant, to whether the personnel based on principal component analysis are living
Dynamic identification carries out simulation comparison figure.
Figure 10 is loudspeaker provided in an embodiment of the present invention and chaff cloud relational graph.
Figure 11 is electromagnetic horn filed-close plane Energy distribution schematic diagram provided in an embodiment of the present invention.
Figure 12 is chaff cloud total space RCS distribution map provided in an embodiment of the present invention.
Figure 13 is section H polarization schematic diagram provided in an embodiment of the present invention.
Figure 14 is section V polarization schematic diagram provided in an embodiment of the present invention.
Figure 15 is electromagnetic horn filed-close plane Energy distribution schematic diagram provided in an embodiment of the present invention.
Figure 16 is chaff cloud total space RCS distribution map provided in an embodiment of the present invention.
Figure 17 is section H polarization schematic diagram provided in an embodiment of the present invention.
Figure 18 is section V polarization schematic diagram provided in an embodiment of the present invention.
Figure 19 is electromagnetic horn filed-close plane Energy distribution schematic diagram provided in an embodiment of the present invention.
Figure 20 is chaff cloud total space RCS distribution map provided in an embodiment of the present invention.
Figure 21 is section H polarization schematic diagram provided in an embodiment of the present invention.
Figure 22 is section V polarization schematic diagram provided in an embodiment of the present invention.
Figure 23 is electromagnetic horn filed-close plane Energy distribution schematic diagram provided in an embodiment of the present invention.
Figure 24 is chaff cloud total space RCS distribution map provided in an embodiment of the present invention.
Figure 25 is section H polarization schematic diagram provided in an embodiment of the present invention.
Figure 26 is section V polarization schematic diagram provided in an embodiment of the present invention.
Specific embodiment
In order to make the objectives, technical solutions, and advantages of the present invention clearer, with reference to embodiments, to the present invention
It is further elaborated.It should be appreciated that the specific embodiments described herein are merely illustrative of the present invention, it is not used to
Limit the present invention.
In view of the problems of the existing technology, the present invention provides a kind of big scale of construction chaff clouds transported based on outline vector
Electromagnetic scattering measuring method, is with reference to the accompanying drawing explained in detail the present invention.
As shown in Figure 1, the big scale of construction chaff cloud electromagnetic scattering provided in an embodiment of the present invention transported based on outline vector is surveyed
Determine method the following steps are included:
S101: distribution of the chaff cloud in wake flow is calculated in conjunction with Aerodynamics;
S102: multidomain treat-ment is carried out to it using K-means algorithm based on chaff cloud spatial distribution model, and uses line square
Attenuation coefficient information in region needed for amount method calculates vector radiative transfer theory;
S103: the region self-energy attenuation coefficient based on partition data and acquisition, it is defeated to vector using monte carlo method
Fortune equation is solved, and is emitted using photon, is transported, collided, the method for receive process tracking realizes that vector transports integral equation
The rapid solving of equation;
S104: the solving result based on vector transport equation, by Stokes vector or its transformation realize HH, HV, VV,
The solution of VH polarization mode.
Technical scheme of the present invention will be further described with reference to the accompanying drawing.
The present invention is to solve the problems, such as big scale of construction complete polarization Chaff Clouds electromagnetic scattering (radar cross section);Use fluid force
It learns diffusion equation derived from equation to reappear the distribution of Chaff Clouds geometry, be calculated followed by Delaunay algorithm, K-means
Method classifies to cloud cluster according to specified classification standard, later based on vector radiative transfer theory and monte carlo method to chaff cloud
Single, double station electromagnetic scattering (radar cross section) is calculated, and is eventually passed through complex operation and is obtained each polarization scattering characteristics (radar
Scattering section).
Application principle of the invention is explained in detail with reference to the accompanying drawing.Basic principle block diagram such as Fig. 2 institute of algorithm
Show.
(1) it pre-processes, such as Fig. 3, the foundation of Chaff Clouds diffusion model in aircraft wake.Since big scale of construction Chaff Clouds can
To be considered as random medium, it is contemplated that Aircraft Training Vortices speed can establish one only along the tangential direction in dispensing direction
Slice type three-dimensional chaff cloud diffusion model.
(1.1) foundation of fluid mechanics equation, the movement diffused sheet based on the available chaff center position of N-S equation
Journey is as follows:
Wherein, vxAnd vyIt is along the direction x and y speed, D is invasin, and s (r, t) is chaff cloud number density.
For the above-mentioned equation of solution, upstreame scheme difference form can be used:
It can upper Density Distribution in the hope of chaff in each moment, each section using finite time-domain differential technique.
(1.2) the speed field direction relied on its position is directed toward in the space of chaff, if certain root chaff position
Velocity field can be expressed asThen define two three vectors:
And enable, θ be chaff orientation vector withThe angle of vector,It is chaff orientation vector in vectorThat opens is flat
Projection vector and vector on faceThe angle of positive direction, and have θ,Probability density function are as follows:
According to chaff central point generation strategy and chaff is generated by probability density at random to be orientated, and can establish aircraft wake
Under the influence of chaff cloud spatial distribution model.
(2) such as Fig. 4, the reading of Chaff Clouds spatial distribution data is carried out, and Chaff Clouds area is carried out based on K-means algorithm
Domain divides and comprises the steps of:
(2.1) spatial distribution and orientation information of chaff cloud are read, the reading format of data is (as shown in table 2):
Wherein, (x, y, z) is the coordinate of chaff central point, and unit is rice,It is the orientation of chaff, unit is radian.
2 chaff cloud data memory format table of table
(2.2) in K-means algorithm K value determine cluster result in classification quantity, generally according to engineering actual selection.It is right
The foundation that chaff cloud is classified is the distance between chaff, therebetween the reversed distribution number density for reflecting chaff cloud different zones, foil
Cloud subregion includes following several steps:
1. randomly choosing K central point in chaff center point model (data);
2. traversing all chaff cloud space center point data, each chaff central point is attributed to K and drafts central point institute
In corresponding classification;
3. calculating the center of gravity of each subclass in K cluster, and the central point as K new classification;
4. step is repeated 2., 3., until K class central point no longer changes (or being less than specified threshold);It in this way can be according to wanting
It asks and chaff cloud is subjected to subregion.Data memory format is as shown in table 3 after subregion.
3 chaff cloud data partition flag storage format table of table
Serial number | x | y | z | Area code |
1 | ||||
2 | ||||
…… | …… | …… | …… |
(3) such as Fig. 5, random sampling algorithm is used in each subregion, adjacent a small amount of chaff is extracted and utilizes line moment method (MoM)
The polar transmission loss (attenuation coefficient) that electromagnetic wave is propagated in the area is calculated, and establishes database comprising the steps of:
(3.1) chaff needed for determining the subsequent calculating using MoM using discrete event sampling algorithm in each subregion,
Comprising the following steps:
1. choosing a certain chaff in the region using uniform random number seed in certain subregion, it may be assumed that
N (i)=unrand (1, Mi);
Wherein, function unrand (1, Mi) can be randomly generated according to being uniformly distributed more than or equal to 1 and less than or equal to MiIt is just whole
Number N (i), label i are the call number in region, MiIndicate ith zone chaff total quantity;
2. finding the Q root chaff closed on the most with N (i) numbers chaff using K-means algorithm in certain subregion;
3. calculating the Q root foil electromagnetic scattering selected using line moment method is divided into T sections as a result, setting every chaff, every
One section of upper definition Basis Function:
Wherein, xmFor m sections of midpoint, Δ xmFor m sections of length.Then all chaff electric currents can indicate are as follows:
Wherein, αnIt is undetermined coefficient,Be defined on n-th section, be zero in other sections, when chaff be perfact conductor (or
When PEC), following improved Electric Field Integral Equation can be established on chaff surface:
Wherein,WithRespectively site and source point,For incidence wave electric field strength, examined using Galerkin method
It tests, available:
Wherein, L is integral equation linear operator, can establish matrix equation on this basis:
[lmn][αn]=[gm];
Wherein:
Above-mentioned matrix equation is solved, the current distribution on available Q root chaff surface uses on this basis:
Far-field scattering is acquired, and determines the far field radar cross section of Q root chaff:
4. according to following formula computed losses coefficient κ on the basis of obtaining the radar cross section of Q root chaff:
κ=- n σ;
Wherein, n is the number density of unit volume chaff, for different subregions, is calculated i.e. using identical method
It can.
For not same polarization, loss factor when calculating only needs that in-field is taken to compare with the not co polarized component of scattered field,
That is:
Wherein,Indicate the vertically and horizontally component of scattered field,Indicate in-field
Vertically and horizontally component.
(4) such as Fig. 6, triangulation is carried out to above-mentioned each subregion based on Delaunay algorithm and external envelope is established, and built
The each triangular apex of external envelope, normal vector, the central point index list of vertical different zones, establish database, it is specific comprising with
Lower step:
(4.1) two dimension (net increases) Delaunay algorithm only exists unique triangulation side for any given point set
Method, and follow " minimum angle is maximum " and " empty circumscribed circle " criterion, basic step are as follows:
1. selecting a chaff central distribution point P1As the first vertex of triangle, distance P is selected1Nearest chaff distributed point
As the second vertex of triangle, it is denoted as P2;
2. selecting the third vertex P of triangle3, make itself and P1、P2Without other tops in the circumscribed circle of the triangle of composition
Point, also, vertex P in the triangle3The interior angle opened is maximum;
3. generating three sides, side list is added, and generate first triangle, sets up triangle table;
4. select one from list, the corresponding flag bit in side will be changed and be set as 0;It is searched for from remaining spatial point list
One satisfaction: first, this is in the opposite side of side institute third point in the triangles, and second, the triangle of the point and side composition
Circumscribed circle in there is no other points, meet the point of the above-mentioned condition subtended angle in new triangle it is maximum that as P3;
5. if be added into side table tail when there is no newborn in 4. in list, and set the flag bit on newly-generated side as
0;If had existed, the flag bit that these sides are arranged is 1, and triangle table is added in the triangle of generation, will be from 4. middle choosing
That side flag bit selected is set as 1;The process is gone to 1., until the flag bit on all sides is 1.
(4.2) three-dimensional (net increases) Delaunay algorithm realizes step substantially:
Triangulation network growth algorithm first finds out the two o'clock that distance is nearest in chaff cloud spatial distribution, and forms line (i.e.
The side Delaunay), the another of the Delaunay triangle comprising this side is then found out by the criterion of Delaunay triangulation network
Endpoint successively handles all newly-generated sides, and until all the points are disposed, the basic step of triangulation network growth algorithm is as follows:
It is taken a bit 1. appointing in chaff spatial distribution point, and finds and put nearest point apart from this, connection two o'clock constitutes initial
Baseline finds third point using triangulation criterion, forms initial Delaunay triangle.
2. extended triangular grid.Using 3 sides of initial delta as initial baseline, finds and be somebody's turn to do using external empty ball criterion
3 initial baselines form 3 points of Delaunay triangulation network.
3. step is repeated 2., until concentrating all points are processed to finish.
(4.3) after carrying out above-mentioned subdivision, in order to find external envelope point (external envelope triangle), following algorithm can be used
Step:
1. finding the maximum value and minimum value of three dimensions according to given chaff cloud spatial data:
xmax, xmin, ymax, ymin, zmax, zmin;
And subdivision is carried out using cuboid in space, the side length on three directions of each square is (Δ x, Δ y, Δ
Z), then, the central point of each cubical area are as follows:
And
Wherein, ceil () function representation rounds up number.
2. since external envelope point is only possible to that contraction algorithm can be used there are in the grid on the outside of cuboid, outside
Each layer of box is inwardly searched for, is stopped in the presence of encountering box a little.For the judgement of outermost layer cuboid box, have:
4 external envelope point of table determines
(4.4) external envelope triangulation exterior normal direction is determined.Using continuously facing normal orientation calculation criterion outside side, if two
The vertex of adjacent triangle is respectively A, B, C and B, C, D.And m is set, n, p are the 1st Atria vertex serial number, w, g, h
Three vertex of 2 triangles, sequence according to right-hand screw rule and from small to large calculate the 1st triangulation method vector are as follows:
If the label on three vertex of the 2nd triangle arrives from childhood is followed successively by one of BDC, CBD, DCB greatly, so continue
Go down, number all triangular apex, then each triangle is in circulation, as long as can determine outer method according to the right-hand rule
Line direction, the algebraic average that three apex coordinates can be used for external envelope center point coordinate calculate.
(5) such as Fig. 7, model vector transport equation is established, and solve to the equation using monte carlo method, includes
Following steps:
(5.1) consider that the source plane of antenna radiation pattern generates, which is the premise and basis of subsequent vector transport theory,
Mainly comprise the steps of:
1. read in the far-field pattern information of antenna according to the antenna that outside is given, and according to format shown in table 5 store with
It is standby to use, wherein θ,It is Antenna Far Field deflection, EthetaAnd EphiIt is far field designated position electric fieldWithComponent.
5 antenna radiation pattern information data storing format table of table
2. at given electromagnetic wave incident angleIn the case of, it can establish the equation of source plane:
Wherein, the central point of source plane can be selected as:
Above-mentioned step has obtained the external envelope and its subdivision of given Chaff Clouds, and external envelope point is enterprising in plane Π
Row projection, and reuse Delaunay algorithm and provide plane external envelope.
3. the sampled point in the external envelope generating source plane generated using Fibonacci grid and its previous step, flat in source
Coordinate system is defined on face in the following way:
And it is its is unitization:
The position vector for remembering each vertex of external envelope is (xi,outline,yi,outline,zi,outline), by it in above-mentioned definition
Vector on project, findWithThe circle that may include all external envelope points is found in dimension plane, remembers that its radius is Rmin,
Then it can produce grid using Fibonacci grid policies are as follows:
It needs to determine simultaneously, if the point (v generatedn,wn) not in maximum external envelope, then it is rejected.
4. according to directivity function and the discrete event methods of sampling, just source emits point sampling, and being located in specified external envelope makes
It is P (i) with the thermogenetic discrete point of Fibonacci net, the normalized radiation pattern value that each pair of point is answered is Q (i), then can be according to
Following mode generating source sampling.
Calculate cumulative probability:
A random number is generated according to being uniformly distributed:
Randnumber=rand ();
Wherein, function can produce the random number in [0,1] section.If M (m)≤randnumber≤M (m+1), is taken out
The source point serial number m taken, corresponding coordinate is P (m).
(5.2) source transmitting photon intersects judgement with the outer triangulation face of chaff cloud.Above-mentioned steps have extracted source point:
P (m)=(xsm,ysm,zsm);
And the direction of propagation of known incident wave are as follows:
The linear equation of Particles Moving can then be write out are as follows:
X=xsm+t·nx, y=ysm+t·ny, z=zsm+t·nz;
Wherein, t is parameter.
Certain external envelope triangle sentences friendship method with straight line, if three vertex for needing to sentence the triangle of friendship can be denoted as TR1,
TR2, TR3, then the point of triangle interior can indicate are as follows:
The straight line expression formula derived is substituted into available:
λ1(TR1-TR2)+λ2(TR1-TR3)+t nx ny nz=TR1-P m);
It might as well write a Chinese character in simplified form are as follows:
λ1a+λ2B+tc=d;
Write as matrix form are as follows:
It is solved are as follows:
If λ1,λ2∈ [0,1], then ray and chaff cloud external envelope have intersection point, when there is multiple intersection points, need using most
Small t rule judges the first intersection point.
(5.3) photon is transmitted in chaff cloud according to probability, is solved vector transport equation using monte carlo method and is realized,
If n root chaff is randomly dispersed in a length of ds, volume is in the cylindricality body unit of dv, and the electromagnetic wave that a radiation intensity is I is by being somebody's turn to do
Unit, by the variable quantity of the available electromagnetic wave radiant intensity of law of conservation of energy are as follows:
Wherein,It is incident intensityAnd scattering strengthBetween transfer coefficient or matrix, above formula
First item refer to due to chaff absorb κas, scattering κs, background absorption κabCaused energy dissipation, what Section 2 indicated is empty
Between other radiation source radiations energy, Section 3 indicate be that multiple scattering body coupling scattering existsScattering strength summation on direction,
Wherein:
If in space, the duty ratio of chaff is fs, then the absorption coefficient of background can indicate are as follows:
κab=2k " (1-fs), k " is wave numberImaginary part;
Chaff absorptivity is the ratio of chaff loss field energy and incident field energy, service wear fieldIt indicates are as follows:
Here four Stokes vectors sanctified by usage are introduced:
Vector transport equation is solved based on monte carlo method to comprise the steps of:
1. free path is sampled.The step of passing through front, available photon enter the specific location of chaff cloud for the first time, and
It is sampled according to following free path formula, obtains the walked distance of next impinging photon:
Wherein, ξ is the uniform random number between [0,1], KeIt is extinction coefficient;
2. chaff orientation sampling.The orientation of chaff is by Space AngleIt determines, if the probability density function that they are obeyed is
P (θ) andScattering direction is extracted using rejection technique;
Firstly, in θ ∈ [0, π],Between according to be uniformly distributed extract the chaff angle of orientationI.e. just like
Lower formula:
ξ is the uniform random number between [0,1];
Bring the chaff angle of orientation into probability density function
Secondly, InA uniform random number P is generated again using above-mentioned ξ on section0,
Angle of departure selection is carried out according to following judgment criterion:
If what above-mentioned criterion provided is " refusalSelection ", which then needs to return to the first step, to be continued, full until generating
Until several pairs required enough.
3. scattering direction sampling.It is scattered direction sampling based on the conservation of energy and rejection technique, is located at entering for a certain determination
Firing angleUnder, the energy of scattering can be written as:
And:
The then probability density that particle is emitted along direction are as follows:
Wherein, it indicatesDirection scattering coefficient, is defined:
Above selection incident direction method is consistent, is carried out using rejection technique, basic step are as follows:
Firstly, in θ ∈ [0, π],Between according to being uniformly distributed the extraction angle of departureI.e. just like following formula
Son:
ξ is the uniform random number between [0,1];
Bring the launch angle of calculating into probability density functionHave:
Secondly, InA uniform random number P is generated again using above-mentioned ξ on section0, press
Angle of departure selection is carried out according to following judgment criterion:
If what above-mentioned criterion provided is " refusalSelection ", which then needs to return to the first step, to be continued, until generating
Until several pairs met the requirements.
4. scattering transmission energy harvesting.The decay factor collided every time is calculated, under the conditions of given incidence wave, all
Scattering field energy can be written as:
Energy W in this way before single collisionsi-1With the energy W after collisioniBetween relationship are as follows:
Repeat it is above-mentioned 1.~4. until photon projects chaff cloud, subsequent data can be carried out by accumulating enough photons
Processing, judges whether the primitive decision method inside and outside cloud is photon, from the point to launched in arbitrary direction ray, judge ray with
The intersection point number of solid, odd number be it is interior, even number is then put in outside.
(5.4) photon outgoing and collection of energy.Continuously photon, photon and scatterer is generated according to above-mentioned process to collide
(energy loss) and the track for tracking photon, we will scatter energy to it and count after photon leaves scatterer.
The photon for being 1 equipped with N number of energy is launched, and has M photon to escape from cloud cluster through continuous collision, and scattering direction is respectivelySelf-contained energy is respectively Ii, to the total spaceTo grid dividing is carried out, the step-length at the angle θ is Δ θ,Angle
Step-length beCan simply the coordinate system shown in Figure 22 indicate, at the same have θ=m Δ θ,Judge emergent light
SonThe method for whether entering (m, n) unit is:
Then, InTotal photon energy that direction receives are as follows:
(5) further, to data progress complex operation is solved, required polarization data is obtained comprising the steps of: see
In the definition of above-mentioned stokes vector, radar cross section, In can be calculated in the following wayDirection
Radar cross section can indicate are as follows:
Application effect of the invention is explained in detail below with reference to emulation.
One, simulated conditions: emulation uses different distributions normal state wake flow chaff cloud, and parameter is as shown in table 6, and different wave beams makes
Generated with different antenna, chaff cloud as source point (as shown in Figure 8), a kind of possible antenna direction diagram form as shown in figure 9,
The positional relationship of antenna and chaff cloud is as shown in Figure 10.
6 experiment condition list of table
Two, emulation content and result
Emulation 1, using No. 1 experiment parameter in table 5, as a result as shown in Figure 11~Figure 14, show here it is single, double stand as a result,
Wherein Figure 11 is the Energy distribution of the source plane of departure, and Figure 12 is the EM scattering characteristic of chaff cloud, and Figure 13~Figure 14 is a section H
Polarization and V polarimetric radar scattering section are compared with measured result, and two kinds of polarisation errors are within 10%.
Emulation 2, using No. 2 experiment parameters in table 5, as a result as shown in Figure 15~Figure 18, show here it is single, double stand as a result,
Wherein Figure 15 is the Energy distribution of the source plane of departure, and Figure 16 is the EM scattering characteristic of chaff cloud, and Figure 17~Figure 18 is a section H
Polarization and V polarimetric radar scattering section are compared with measured result, and two kinds of polarisation errors are within 15%.
Emulation 3, using No. 3 experiment parameters in table 5, as a result as shown in Figure 19~Figure 22, show here it is single, double stand as a result,
Wherein Figure 19 is the Energy distribution of the source plane of departure, and Figure 20 is the EM scattering characteristic of chaff cloud, and Figure 21~Figure 22 is a section H
Polarization and V polarimetric radar scattering section are compared with measured result, and two kinds of polarisation errors are within 13%.
Emulation 4, using No. 4 experiment parameters in table 5, as a result as shown in Figure 23~Figure 26, show here it is single, double stand as a result,
Wherein Figure 23 is the Energy distribution of the source plane of departure, and Figure 24 is the EM scattering characteristic of chaff cloud, and Figure 25~Figure 26 is a section H
Polarization and V polarimetric radar scattering section are compared with measured result, and two kinds of polarisation errors are within 10%.
Below with reference to experiment to the detailed description of application effect of the invention.
System performance is assessed by a series of experiment simulation, the scattering of big scale of construction chaff cloud is calculated,
At identical conditions, the comparing result of rarely seen open report, compares with measured result, and the error of above-mentioned four kinds of emulation exists
Within 15%, due to industry disclose chaff cloud scattering calculate as a result, therefore applicability of the invention and accuracy it is all higher, for
The big scale of construction chaff cloud effect of the present invention of simple types is more preferable.
Technical effect of the invention is explained in detail below with reference to comparison table.
7 typical model reliability demonstration of table
Serial number | Experiment condition | Calculated value/measured value | The present invention |
1 | 1000, square is uniformly distributed | -10dBsm | -12dBsm |
2 | 1000, taper, non-uniform Distribution | 0.5dBsm | 0.9dBsm |
3 | It is 100000, spherical, it is uniformly distributed | 12.12dB | 9.1dB |
The foregoing is merely illustrative of the preferred embodiments of the present invention, is not intended to limit the invention, all in essence of the invention
Made any modifications, equivalent replacements, and improvements etc., should all be included in the protection scope of the present invention within mind and principle.
Claims (7)
1. a kind of big scale of construction chaff cloud electromagnetic scattering measuring method transported based on outline vector, which is characterized in that described to be based on
Big scale of construction chaff cloud electromagnetic scattering measuring method that outline vector transports the following steps are included:
The first step calculates distribution of the chaff cloud in wake flow in conjunction with Aerodynamics;
Second step carries out multidomain treat-ment using K-means algorithm based on chaff cloud spatial distribution model, and uses line moment method meter
Attenuation coefficient information in region needed for calculating vector radiative transfer theory;
Third step is based on partition data and acquired region self-energy attenuation coefficient, defeated to vector using monte carlo method
Fortune equation is solved, and is emitted using virtual photon, is transported, collided, tracked, the method for receive process realizes that vector transports integral
The rapid solving of equation equation;
4th step realizes HH, HV, VV, VH by Stokes vector or its transformation based on the solving result of vector transport equation
The solution of polarization mode.
2. the big scale of construction chaff cloud electromagnetism Scattering Calculation method transported as described in claim 1 based on outline vector, feature
It is, the big scale of construction chaff cloud electromagnetic scattering measuring method transported based on outline vector is put into slice type three-dimensional chaff cloud
Diffusion model construction method includes:
(1) foundation of fluid mechanics equation, the movement diffusion equation based on the available chaff center position of N-S equation is such as
Under:
Wherein, vxAnd vyIt is along the direction x and y speed, D is invasin, and s (r, t) is chaff cloud number density;
For the above-mentioned equation of solution, upstreame scheme difference form is used:
It can upper Density Distribution in the hope of chaff in each moment, each section using finite time-domain differential technique;
(2) the speed field direction relied on its position is directed toward in the space of chaff, if the velocity field of certain root chaff position
It can be expressed asThen define two three vectors:
And enable, θ be chaff orientation vector withThe angle of vector,It is chaff orientation vector in vectorThe plane opened
Upper projection vector and vectorThe angle of positive direction, and have θ,Probability density function are as follows:
According to chaff central point generation strategy and chaff is generated by probability density at random to be orientated, and can establish aircraft wake influence
Under chaff cloud spatial distribution model.
3. the big scale of construction chaff cloud electromagnetic scattering measuring method transported as described in claim 1 based on outline vector, feature
It is, the big scale of construction chaff cloud electromagnetic scattering measuring method transported based on outline vector carries out Chaff Clouds spatial distribution number
According to reading, and Chaff Clouds region division is carried out based on K-means algorithm and is comprised the steps of:
(1) spatial distribution and orientation information of chaff cloud, the reading format of data are read are as follows:
Wherein, (x, y, z) is the coordinate of chaff central point, and unit is rice,It is the orientation of chaff, unit is radian;
(2) in K-means algorithm K value determine cluster result in classification quantity, to chaff cloud classify foundation be chaff
The distance between, the reversed distribution number density for reflecting chaff cloud different zones therebetween;Chaff cloud subregion includes:
1. randomly choosing K central point in the point model of chaff center;
2. traversing all chaff cloud space center point data, each chaff central point is attributed to K and is drafted corresponding to central point
Classification in;
3. calculating the center of gravity of each subclass in K cluster, and the central point as K new classification;
4. step is repeated 2., 3., until K class central point no longer changes or be less than specified threshold;Chaff cloud is subjected to subregion.
4. the big scale of construction chaff cloud electromagnetic scattering measuring method transported as described in claim 1 based on outline vector, feature
It is, the big scale of construction chaff cloud electromagnetic scattering measuring method transported based on outline vector uses random sampling in each subregion
Algorithm extracts adjacent a small amount of chaff using line moment method MoM and calculates the polar transmission loss that electromagnetic wave is propagated in the area, and
Database is established, comprising the following steps:
(1) the subsequent chaff required using MoM calculating is determined using discrete event sampling algorithm in each subregion, specifically include
Following steps:
1. choosing a certain chaff in the region using uniform random number seed in certain subregion:
N (i)=unrand (1, Mi);
Wherein, function unrand (1, Mi) can be randomly generated according to being uniformly distributed more than or equal to 1 and less than or equal to MiPositive integer N
(i), label i is the call number in region, MiIndicate ith zone chaff total quantity;
2. finding the Q root chaff closed on the most with N (i) numbers chaff using K-means algorithm in certain subregion;
3. calculating the Q root foil electromagnetic scattering selected using line moment method is divided into T sections as a result, setting every chaff, at each section
Upper definition Basis Function:
Wherein, xmFor m sections of midpoint, Δ xmFor m sections of length;Then all chaff electric currents can indicate are as follows:
Wherein, αnIt is undetermined coefficient,It is defined on n-th section, is zero in other sections, when chaff is perfact conductor or PEC,
Following improved Electric Field Integral Equation can be established on chaff surface:
Wherein,WithRespectively site and source point,It for incidence wave electric field strength, is tested, is obtained using Galerkin method
It arrives:
Wherein, L is integral equation linear operator, establishes matrix equation:
[lmn][αn]=[gm];
Wherein:
Above-mentioned matrix equation is solved, the current distribution on Q root chaff surface is obtained:
Far-field scattering is acquired, and determines the far field radar cross section of Q root chaff:
4. according to following formula computed losses coefficient κ on the basis of obtaining the radar cross section of Q root chaff:
κ=- n σ;
Wherein, n is the number density of unit volume chaff, for different subregions, is calculated using identical method;
For not same polarization, loss factor when calculating only needs that in-field is taken to compare with the not co polarized component of scattered field:
Wherein,Indicate the vertically and horizontally component of scattered field,Indicate hanging down for in-field
Straight and horizontal component.
5. the big scale of construction chaff cloud electromagnetic scattering measuring method transported as described in claim 1 based on outline vector, feature
It is, the big scale of construction chaff cloud electromagnetic scattering measuring method transported based on outline vector is based on Delaunay algorithm to above-mentioned
Each subregion carries out triangulation and external envelope is established, and establish different zones each triangular apex of external envelope, normal vector,
Central point index list, establishes database, comprising the following steps:
(1) two dimension Delaunay algorithm only exists unique triangulation methodology for any given point set, and follows minimum
Angle maximum and empty circumscribed circle " criterion, basic step are as follows:
1. selecting a chaff central distribution point P1As the first vertex of triangle, distance P is selected1Nearest chaff distributed point conduct
Second vertex of triangle, is denoted as P2;
2. selecting the third vertex P of triangle3, make itself and P1、P2Without other vertex in the circumscribed circle of the triangle of composition,
Also, vertex P in the triangle3The interior angle opened is maximum;
3. generating three sides, side list is added, and generate first triangle, sets up triangle table;
4. select one from list, the corresponding flag bit in side will be changed and be set as 0;One is searched for from remaining spatial point list
Meet: first, this is in the opposite side of side institute third point in the triangles, second, the triangle of the point and side composition outside
Connecing in circle does not have other points, meet the point of the above-mentioned condition subtended angle in new triangle it is maximum that as P3;
5. if being added into side table tail, and set the flag bit on newly-generated side as 0 when there is no newborn in 4. in list;Such as
Fruit has existed, then the flag bit that these sides are arranged is 1, and triangle table is added in the triangle of generation, by what is selected from 4.
That side flag bit is set as 1;The process is gone to 1., until the flag bit on all sides is 1;
(2) three-dimensional Delaunay algorithm realizes step substantially:
Triangulation network growth algorithm first finds out the two o'clock that distance is nearest in chaff cloud spatial distribution, and forms line, then presses
The criterion of Delaunay triangulation network finds out another endpoint of the Delaunay triangle comprising this side, successively handles all new
The side of generation, until all the points are disposed, the basic step of triangulation network growth algorithm is as follows:
It being taken a bit 1. appointing in chaff spatial distribution point, and finds and put nearest point apart from this, connection two o'clock constitutes initial baseline,
Third point is found using triangulation criterion, forms initial Delaunay triangle;
2. extended triangular grid is found and this 3 using 3 sides of initial delta as initial baseline using external empty ball criterion
3 points of initial baseline formation Delaunay triangulation network;
3. step is repeated 2., until concentrating all points are processed to finish;
(3) after carrying out above-mentioned subdivision, in order to find external envelope point, using following algorithm steps:
1. finding the maximum value and minimum value of three dimensions according to given chaff cloud spatial data:
xmax, xmin, ymax, ymin, zmax, zmin;
And carry out subdivision using cuboid in space, the side length on three directions of each square be (Δ x, Δ y, Δ z), in
It is the central point of each cubical area are as follows:
And
Wherein, ceil () function representation rounds up number;
2. since external envelope point is only possible to contraction algorithm can be used, from the outside to the core there are in the grid on the outside of cuboid
Each layer of box is searched for, is stopped in the presence of encountering box a little;
(4) external envelope triangulation exterior normal direction is determined, using continuously facing normal orientation calculation criterion outside side, if two adjacent three
Angular vertex is respectively A, B, C and B, C, D;And m is set, n, p are the 1st Atria vertex serial numbers, and w, g, h is the 2nd triangle
Three vertex of shape, sequence according to right-hand screw rule and from small to large calculate the 1st triangulation method vector are as follows:
If the label on three vertex of the 2nd triangle arrives from childhood is followed successively by one of BDC, CBD, DCB greatly, under so continuing
It goes, numbers all triangular apex, then each triangle is in circulation, as long as can determine exterior normal according to the right-hand rule
Direction, the algebraic average that three apex coordinates can be used for external envelope center point coordinate calculate.
6. the big scale of construction chaff cloud electromagnetic scattering measuring method transported as described in claim 1 based on outline vector, feature
It is, it is described that model vector transport equation is established based on the big scale of construction chaff cloud electromagnetic scattering measuring method that outline vector transports,
And the equation is solved using monte carlo method comprising the steps of:
(1) consider antenna radiation pattern source plane generate, which is the premise and basis of subsequent vector transport theory, comprising with
Lower step:
1. reading in the far-field pattern information of antenna according to the antenna that outside is given;
2. at given electromagnetic wave incident angleIn the case of, establish the equation of source plane:
Wherein, the central point of source plane is selected as:
External envelope point is projected on plane Π, and reuses Delaunay algorithm and provides plane external envelope;
3. Fibonacci grid is used, and its sampled point in the external envelope generating source plane generated, in the plane of source under
The mode in face defines coordinate system:
And it is its is unitization:
The position vector for remembering each vertex of external envelope is (xi,outline,yi,outline,zi,outline), by it in arrow defined above
It projects, finds in amountWithThe circle that may include all external envelope points is found in dimension plane, remembers that its radius is Rmin, then make
It can produce grid with Fibonacci grid policies are as follows:
It needs to determine simultaneously, if the point (v generatedn,wn) not in maximum external envelope, then it is rejected;
4. according to directivity function and the discrete event methods of sampling, just source emits point sampling, is located in specified external envelope using luxuriant and rich with fragrance
The thermogenetic discrete point of Fibonacci net is P (i), and the normalized radiation pattern value that each pair of point is answered is Q (i), then can be according to following
Mode generating source sampling;
Calculate cumulative probability:
A random number is generated according to being uniformly distributed:
Randnumber=rand ();
Wherein, function can produce the random number in [0,1] section;If M (m)≤randnumber≤M (m+1), is extracted
Source point serial number m, corresponding coordinate are P (m);
(2) source transmitting photon intersects judgement with the outer triangulation face of chaff cloud;Extract source point:
P (m)=(xsm,ysm,zsm);
And the direction of propagation of known incident wave are as follows:
Then write out the linear equation of Particles Moving are as follows:
X=xsm+t·nx, y=ysm+t·ny, z=zsm+t·nz;
Wherein, t is parameter;
Certain external envelope triangle sentences friendship method with straight line, if three vertex for needing to sentence the triangle of friendship can be denoted as TR1, TR2,
TR3, then the point of triangle interior indicates are as follows:
The straight line expression formula derived is substituted into obtain:
λ1(TR1-TR2)+λ2(TR1-TR3)+tnxnynz=TR1-Pm);
It writes a Chinese character in simplified form are as follows:
λ1a+λ2B+tc=d;
Write as matrix form are as follows:
Solution are as follows:
If λ1,λ2∈ [0,1], then ray and chaff cloud external envelope have intersection point, when there is multiple intersection points, need using minimum t method
Then judge the first intersection point;
(3) photon is transmitted in chaff cloud according to probability, is solved vector transport equation using monte carlo method and is realized, if n root
Chaff is randomly dispersed in a length of ds, and volume is in the cylindricality body unit of dv, and the electromagnetic wave that a radiation intensity is I passes through the unit,
By the variable quantity of the available electromagnetic wave radiant intensity of law of conservation of energy are as follows:
Wherein,It is incident intensityAnd scattering strengthBetween transfer coefficient or matrix, the first of above formula
Item refers to absorbing κ due to chaffas, scattering κs, background absorption κabCaused energy dissipation, Section 2 indicate be space other
The energy of source radiation is radiated, what Section 3 indicated is that multiple scattering body coupling scattering existsScattering strength summation on direction, in which:
If in space, the duty ratio of chaff is fs, then the absorption coefficient of background indicates are as follows:
κab=2k " (1-fs), k " is wave numberImaginary part;
Chaff absorptivity is the ratio of chaff loss field energy and incident field energy, service wear fieldIt indicates are as follows:
Here four Stokes vectors sanctified by usage are introduced:
Vector transport equation is solved based on monte carlo method to comprise the steps of:
1. free path is sampled, the step of passing through front, available photon enters the specific location of chaff cloud for the first time, and according to
Following free path formula is sampled, and obtains the walked distance of next impinging photon:
Wherein, ξ is the uniform random number between [0,1], KeIt is extinction coefficient;
2. chaff orientation sampling, the orientation of chaff is by Space AngleIt determines, if the probability density function that they are obeyed is p (θ)
WithScattering direction is extracted using rejection technique;
Firstly, in θ ∈ [0, π],Between according to be uniformly distributed extract the chaff angle of orientationI.e. just like following formula
Son:
ξ is the uniform random number between [0,1];
Bring the chaff angle of orientation into probability density function
Secondly, InA uniform random number P is generated again using above-mentioned ξ on section0, under
The judgment criterion in face carries out angle of departure selection:
If what above-mentioned criterion provided is refusalSelection, which then needs to return to the first step, to be continued, and is met the requirements until generating
Several pairs until;
3. scattering direction sampling;It is scattered direction sampling based on the conservation of energy and rejection technique, is located at the incidence angle of a certain determinationUnder, the energy of scattering is written as:
And:
The then probability density that particle is emitted along direction are as follows:
Wherein, it indicatesDirection scattering coefficient, is defined:
It is consistent with selection incident direction method, it is carried out using rejection technique, basic step are as follows:
Firstly, in θ ∈ [0, π],Between according to being uniformly distributed the extraction angle of departureThere is following formula:
ξ is the uniform random number between [0,1];
Bring the launch angle of calculating into probability density functionHave:
Secondly, InA uniform random number P is generated again using above-mentioned ξ on section0, under
The judgment criterion in face carries out angle of departure selection:
If what above-mentioned criterion provided is " refusalSelection ", which then needs to return to the first step, to be continued, until generating satisfaction
It is required that several pairs until;
4. scattering transmission energy harvesting, calculates the decay factor collided every time, under the conditions of given incidence wave, whole scattered fields
Energy is written as:
Energy W in this way before single collisionsi-1With the energy W after collisioniBetween relationship are as follows:
Repeat it is above-mentioned 1.~4. until photon projects chaff cloud, accumulate enough photons and just carry out subsequent data processing, sentence
Whether the primitive decision method inside and outside cloud is disconnected photon, from the point to launched in arbitrary direction ray, judges ray and solid
Intersection point number, odd number be it is interior, even number is then put in outside;
(4) photon outgoing and collection of energy, continuously according to process generate photon, photon and scatterer collide and track photon
Track, energy will be scattered to it after photon leaves scatterer and counted;
The photon for being 1 equipped with N number of energy is launched, and has M photon to escape from cloud cluster through continuous collision, and scattering direction is respectivelySelf-contained energy is respectively Ii, to the total spaceTo grid dividing is carried out, the step-length at the angle θ is Δ θ,Angle
Step-length beSimultaneously have θ=m Δ θ,Judgement outgoing photonWhether the method for (m, n) unit is entered
It is:
Then, InTotal photon energy that direction receives are as follows:
Complex operation is carried out to data are solved, obtains required polarization data comprising the steps of: count in the following way
Calculate radar cross section, InThe radar cross section in direction indicates are as follows:
7. a kind of using the big scale of construction chaff cloud electromagnetic scattering transported described in claim 1~6 any one based on outline vector
The radar of measuring method.
Priority Applications (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN201910607587.5A CN110502782B (en) | 2019-07-04 | 2019-07-04 | Large-volume foil strip cloud electromagnetic scattering determination method based on partition vector transportation |
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN201910607587.5A CN110502782B (en) | 2019-07-04 | 2019-07-04 | Large-volume foil strip cloud electromagnetic scattering determination method based on partition vector transportation |
Publications (2)
Publication Number | Publication Date |
---|---|
CN110502782A true CN110502782A (en) | 2019-11-26 |
CN110502782B CN110502782B (en) | 2022-04-26 |
Family
ID=68585422
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN201910607587.5A Active CN110502782B (en) | 2019-07-04 | 2019-07-04 | Large-volume foil strip cloud electromagnetic scattering determination method based on partition vector transportation |
Country Status (1)
Country | Link |
---|---|
CN (1) | CN110502782B (en) |
Cited By (7)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN111123225A (en) * | 2019-12-25 | 2020-05-08 | 西安电子科技大学 | Sea background foil strip cloud scattering method based on vector transport theory |
CN111199097A (en) * | 2019-12-25 | 2020-05-26 | 西安电子科技大学 | Foil cloud scattering processing method based on transient vector radiation transmission theory |
CN111859704A (en) * | 2020-07-30 | 2020-10-30 | 上海无线电设备研究所 | Non-rigid body target electromagnetic scattering modeling method under distributed multi-view angles |
CN112364435A (en) * | 2020-11-19 | 2021-02-12 | 中国空气动力研究与发展中心超高速空气动力研究所 | Real-time tracking statistical simulation method for reentry of multiple-spreading foil strip cloud pneumatic fusion track |
CN112733364A (en) * | 2021-01-11 | 2021-04-30 | 西安电子科技大学 | Foil strip cloud scattering rapid calculation method based on impedance matrix blocking |
CN112816793A (en) * | 2021-01-04 | 2021-05-18 | 西安电子科技大学 | Method and system for measuring electromagnetic scattering coefficient of foil strip cloud and application |
CN117470509A (en) * | 2023-12-27 | 2024-01-30 | 苏州矽行半导体技术有限公司 | Measuring method for mid-point spread function in image quality detection of ultraviolet imaging system |
Citations (9)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN103870654A (en) * | 2014-03-26 | 2014-06-18 | 西安电子科技大学 | Electromagnetic scattering simulation method based on parallel moment method and physical optics mixing |
CN105930567A (en) * | 2016-04-14 | 2016-09-07 | 西安电子科技大学 | Method for obtaining electromagnetic scattering properties based on subregion adaptive integration |
CN106019248A (en) * | 2016-06-30 | 2016-10-12 | 北京润科通用技术有限公司 | Chaff-jammed echo simulation method and system |
CN107942309A (en) * | 2017-10-19 | 2018-04-20 | 上海无线电设备研究所 | Ultrahigh speed Electromagnetic Scattering of Target quick calculation method in a kind of rarefied atmosphere |
CN108020819A (en) * | 2018-01-26 | 2018-05-11 | 西安电子科技大学 | Missile-borne radar traces into the chaff cloud interference echo analogy method after moving target |
CN108169737A (en) * | 2017-12-19 | 2018-06-15 | 中国人民解放军国防科技大学 | Dilution type foil strip interference identification method based on polarization scattering transformation |
US10014587B1 (en) * | 2011-12-08 | 2018-07-03 | The United States Of America As Represented By The Secretary Of The Navy | Retroreflecting chaff for laser defense |
CN109215072A (en) * | 2018-07-24 | 2019-01-15 | 杭州电子科技大学 | Chaff cloud RCS acquisition methods based on tanh-sinh integration method |
CN109633570A (en) * | 2018-12-11 | 2019-04-16 | 上海无线电设备研究所 | A kind of random Chaff Clouds modeling method of quick arbitrary shape |
-
2019
- 2019-07-04 CN CN201910607587.5A patent/CN110502782B/en active Active
Patent Citations (9)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US10014587B1 (en) * | 2011-12-08 | 2018-07-03 | The United States Of America As Represented By The Secretary Of The Navy | Retroreflecting chaff for laser defense |
CN103870654A (en) * | 2014-03-26 | 2014-06-18 | 西安电子科技大学 | Electromagnetic scattering simulation method based on parallel moment method and physical optics mixing |
CN105930567A (en) * | 2016-04-14 | 2016-09-07 | 西安电子科技大学 | Method for obtaining electromagnetic scattering properties based on subregion adaptive integration |
CN106019248A (en) * | 2016-06-30 | 2016-10-12 | 北京润科通用技术有限公司 | Chaff-jammed echo simulation method and system |
CN107942309A (en) * | 2017-10-19 | 2018-04-20 | 上海无线电设备研究所 | Ultrahigh speed Electromagnetic Scattering of Target quick calculation method in a kind of rarefied atmosphere |
CN108169737A (en) * | 2017-12-19 | 2018-06-15 | 中国人民解放军国防科技大学 | Dilution type foil strip interference identification method based on polarization scattering transformation |
CN108020819A (en) * | 2018-01-26 | 2018-05-11 | 西安电子科技大学 | Missile-borne radar traces into the chaff cloud interference echo analogy method after moving target |
CN109215072A (en) * | 2018-07-24 | 2019-01-15 | 杭州电子科技大学 | Chaff cloud RCS acquisition methods based on tanh-sinh integration method |
CN109633570A (en) * | 2018-12-11 | 2019-04-16 | 上海无线电设备研究所 | A kind of random Chaff Clouds modeling method of quick arbitrary shape |
Non-Patent Citations (2)
Title |
---|
RUNZE YANG: "Target Scattering Characteristics under Beam Illumination Based on MoM", 《2018 12TH INTERNATIONAL SYMPOSIUM ON ANTENNAS, PROPAGATION AND EM THEORY (ISAPE)》 * |
尚军平 等: "扫描波束天线无相位近场测量技术", 《电波科学学报》 * |
Cited By (11)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN111123225A (en) * | 2019-12-25 | 2020-05-08 | 西安电子科技大学 | Sea background foil strip cloud scattering method based on vector transport theory |
CN111199097A (en) * | 2019-12-25 | 2020-05-26 | 西安电子科技大学 | Foil cloud scattering processing method based on transient vector radiation transmission theory |
CN111123225B (en) * | 2019-12-25 | 2022-01-04 | 西安电子科技大学 | Sea background foil strip cloud scattering method based on vector transport theory |
CN111199097B (en) * | 2019-12-25 | 2022-09-13 | 西安电子科技大学 | Foil cloud scattering processing method based on transient vector radiation transmission theory |
CN111859704A (en) * | 2020-07-30 | 2020-10-30 | 上海无线电设备研究所 | Non-rigid body target electromagnetic scattering modeling method under distributed multi-view angles |
CN112364435A (en) * | 2020-11-19 | 2021-02-12 | 中国空气动力研究与发展中心超高速空气动力研究所 | Real-time tracking statistical simulation method for reentry of multiple-spreading foil strip cloud pneumatic fusion track |
CN112816793A (en) * | 2021-01-04 | 2021-05-18 | 西安电子科技大学 | Method and system for measuring electromagnetic scattering coefficient of foil strip cloud and application |
CN112816793B (en) * | 2021-01-04 | 2021-11-30 | 西安电子科技大学 | Method and system for measuring electromagnetic scattering coefficient of foil strip cloud and application |
CN112733364A (en) * | 2021-01-11 | 2021-04-30 | 西安电子科技大学 | Foil strip cloud scattering rapid calculation method based on impedance matrix blocking |
CN117470509A (en) * | 2023-12-27 | 2024-01-30 | 苏州矽行半导体技术有限公司 | Measuring method for mid-point spread function in image quality detection of ultraviolet imaging system |
CN117470509B (en) * | 2023-12-27 | 2024-03-19 | 苏州矽行半导体技术有限公司 | Measuring method for mid-point spread function in image quality detection of ultraviolet imaging system |
Also Published As
Publication number | Publication date |
---|---|
CN110502782B (en) | 2022-04-26 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
CN110502782A (en) | The big scale of construction chaff cloud electromagnetic scattering measuring method transported based on outline vector | |
CN108008385B (en) | Interference environment ISAR high-resolution imaging method based on management loading | |
CN105430740B (en) | Indoor wireless positioning method based on WiFi signal Strength Simulation Yu location fingerprint algorithm | |
CN107220409B (en) | Networking radar station distribution method based on particle mechanism immune crowd search | |
Dehmollaian | Through-wall shape reconstruction and wall parameters estimation using differential evolution | |
CN104239901B (en) | Classification of Polarimetric SAR Image method based on Fuzzy particle swarm artificial and goal decomposition | |
CN106249219A (en) | SAR moving target detection method based on adaptive matched filter response | |
Kılıç et al. | Through‐Wall Radar Classification of Human Posture Using Convolutional Neural Networks | |
CN109901159A (en) | A kind of metre wave radar target identification method based on deep learning | |
CN111123225B (en) | Sea background foil strip cloud scattering method based on vector transport theory | |
Zuo et al. | Jamming efficiency analysis based on the range profile of target with chaff | |
Dehmollaian et al. | Electromagnetic scattering from foliage camouflaged complex targets | |
CN104809447A (en) | Radiation source individual feature extraction method | |
CN111199097B (en) | Foil cloud scattering processing method based on transient vector radiation transmission theory | |
Mansukhani et al. | Rcs based target classification using deep learning methods | |
CN110083904A (en) | The quantum Radar Cross Section Calculating accelerated based on GPU | |
CN114842052B (en) | Moving target identification method based on target and environment composite electromagnetic scattering field | |
Wang et al. | Chaff identification method based on Range‐Doppler imaging feature | |
Li et al. | [Retracted] Abnormal Data Detection in Sensor Networks Based on DNN Algorithm and Cluster Analysis | |
How et al. | Radar detector performance analysis using EM simulations of targets' RCS | |
Yildirim et al. | 3D shooting and bouncing ray approach using an artificial intelligence-based acceleration technique for radio propagation prediction in indoor environments | |
Wei et al. | Analysis and simulation of quantum scattering characteristics of target based on spatial correlation | |
Chen et al. | 3D representation of radar coverage in complicated environment | |
Liu et al. | Study on the composite electromagnetic scattering from 3D conductor multi-objects above the rough surface | |
Chiang et al. | Simulation of complex target RCS with application to SAR image recognition |
Legal Events
Date | Code | Title | Description |
---|---|---|---|
PB01 | Publication | ||
PB01 | Publication | ||
SE01 | Entry into force of request for substantive examination | ||
SE01 | Entry into force of request for substantive examination | ||
GR01 | Patent grant | ||
GR01 | Patent grant |