CN108915776A - Goaf coal spontaneous combustion temperature field real-time visual monitoring device, system and method - Google Patents
Goaf coal spontaneous combustion temperature field real-time visual monitoring device, system and method Download PDFInfo
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- 239000003245 coal Substances 0.000 title claims abstract description 52
- 230000002269 spontaneous effect Effects 0.000 title claims abstract description 38
- 238000002485 combustion reaction Methods 0.000 title claims abstract description 37
- 238000000034 method Methods 0.000 title claims abstract description 28
- 230000000007 visual effect Effects 0.000 title claims abstract description 24
- 238000012806 monitoring device Methods 0.000 title claims abstract description 13
- 238000012544 monitoring process Methods 0.000 claims abstract description 32
- 238000001931 thermography Methods 0.000 claims abstract description 7
- 238000004458 analytical method Methods 0.000 claims abstract description 6
- 239000002245 particle Substances 0.000 claims description 40
- 238000004140 cleaning Methods 0.000 claims description 18
- XLYOFNOQVPJJNP-UHFFFAOYSA-N water Substances O XLYOFNOQVPJJNP-UHFFFAOYSA-N 0.000 claims description 14
- 230000006870 function Effects 0.000 claims description 13
- 239000000523 sample Substances 0.000 claims description 11
- 230000003044 adaptive effect Effects 0.000 claims description 7
- 230000005540 biological transmission Effects 0.000 claims description 6
- 230000003287 optical effect Effects 0.000 claims description 6
- 238000012545 processing Methods 0.000 claims description 6
- 230000005855 radiation Effects 0.000 claims description 4
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- 238000007906 compression Methods 0.000 claims description 2
- 238000012937 correction Methods 0.000 claims description 2
- 230000006978 adaptation Effects 0.000 claims 1
- 238000009529 body temperature measurement Methods 0.000 abstract description 3
- 239000013307 optical fiber Substances 0.000 abstract description 3
- 229920000768 polyamine Polymers 0.000 abstract description 3
- 230000008569 process Effects 0.000 description 11
- 238000011161 development Methods 0.000 description 5
- 238000005516 engineering process Methods 0.000 description 5
- 239000007789 gas Substances 0.000 description 5
- 238000005259 measurement Methods 0.000 description 4
- 230000002265 prevention Effects 0.000 description 4
- 238000009826 distribution Methods 0.000 description 3
- 230000000694 effects Effects 0.000 description 3
- 238000009825 accumulation Methods 0.000 description 2
- QVGXLLKOCUKJST-UHFFFAOYSA-N atomic oxygen Chemical compound [O] QVGXLLKOCUKJST-UHFFFAOYSA-N 0.000 description 2
- 230000008901 benefit Effects 0.000 description 2
- 238000010586 diagram Methods 0.000 description 2
- 239000000463 material Substances 0.000 description 2
- 239000001301 oxygen Substances 0.000 description 2
- 229910052760 oxygen Inorganic materials 0.000 description 2
- 238000012546 transfer Methods 0.000 description 2
- 230000003321 amplification Effects 0.000 description 1
- 238000013459 approach Methods 0.000 description 1
- 230000009286 beneficial effect Effects 0.000 description 1
- 239000000969 carrier Substances 0.000 description 1
- 230000008859 change Effects 0.000 description 1
- 239000002817 coal dust Substances 0.000 description 1
- 230000001143 conditioned effect Effects 0.000 description 1
- 238000009792 diffusion process Methods 0.000 description 1
- 239000000428 dust Substances 0.000 description 1
- 238000011156 evaluation Methods 0.000 description 1
- 239000012530 fluid Substances 0.000 description 1
- 238000010191 image analysis Methods 0.000 description 1
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- 238000005065 mining Methods 0.000 description 1
- 238000012986 modification Methods 0.000 description 1
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- E—FIXED CONSTRUCTIONS
- E21—EARTH OR ROCK DRILLING; MINING
- E21F—SAFETY DEVICES, TRANSPORT, FILLING-UP, RESCUE, VENTILATION, OR DRAINING IN OR OF MINES OR TUNNELS
- E21F17/00—Methods or devices for use in mines or tunnels, not covered elsewhere
- E21F17/18—Special adaptations of signalling or alarm devices
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- G—PHYSICS
- G01—MEASURING; TESTING
- G01J—MEASUREMENT OF INTENSITY, VELOCITY, SPECTRAL CONTENT, POLARISATION, PHASE OR PULSE CHARACTERISTICS OF INFRARED, VISIBLE OR ULTRAVIOLET LIGHT; COLORIMETRY; RADIATION PYROMETRY
- G01J5/00—Radiation pyrometry, e.g. infrared or optical thermometry
- G01J5/10—Radiation pyrometry, e.g. infrared or optical thermometry using electric radiation detectors
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
- H04N23/00—Cameras or camera modules comprising electronic image sensors; Control thereof
- H04N23/50—Constructional details
- H04N23/54—Mounting of pick-up tubes, electronic image sensors, deviation or focusing coils
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
- H04N5/00—Details of television systems
- H04N5/30—Transforming light or analogous information into electric information
- H04N5/33—Transforming infrared radiation
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Abstract
The present invention relates to a kind of goaf coal spontaneous combustion temperature field real-time visual monitoring devices, system and method, data acquisition is carried out by monitoring device, the infrared thermography analysis host of underground is connected to by signal transmssion line, and then ground monitoring center is transmitted to by the looped network of underground, realize the temperature field monitoring of goaf danger zone.The goaf coal spontaneous combustion temperature field real-time visual monitoring device, system and method has abandoned the shortcomings that existing optical fiber temperature-measurement and bound polyamine, it is no longer to be monitored to limited point, but to all comprehensive monitorings lost coal and carry out temperature field in goaf, open-and-shut monitoring is realized to the temperature field of danger zone in goaf, any one, which is put, there is temperature anomaly, it can be intuitive, timely find, the system belongs to contactless temperature-measuring, it does not need to arrange thermometric in goaf, it only needs for infrared thermal imager to be installed on goaf bracket, disposable investment, it is had broad application prospects in coal mine field.
Description
Technical field:
The present invention relates to coal mine gob monitoring technical field more particularly to a kind of energy based on online infrared thermal imager
It is enough that the monitoring device of comprehensive visualizing monitor, system and method are carried out to goaf coal spontaneous combustion temperature field.
Background technique:
The occurrence and development of goaf coal spontaneous combustion are extremely complex, a dynamic change, the physical chemistry automatically speeded up
Process.This process includes chemical dynamics process, fluid permeability and the process of diffusion, mass transfer process, thermal procession
And the process of heat transfer, the phenomenon that this complicated, comprehensive function can be illustrated there has been no complete theory so far and its rule.Coal is certainly
Combustion process is not only related with the oxidisability of coal itself and exothermicity, also with leak out oxygen supply and accumulation of heat environment it is closely related.Coal spontaneous combustion
It is this process to contradiction active development of coal body heat release and function of environment heat emission, with the development of Coal Self-ignition Process, coal is intracorporal various
Parameter is all changing, and position, temperature, leakage intensity and the oxygen concentration in turn resulting in high-temperature area are sent out at any time vivo to be changed
Become.Coal spontaneous is under fire, and the complexity to form environment, the concealment of high temperature fire source are monitored to spontaneous combustion of coal seam, forecast brings and is greatly stranded
Difficulty causes the development of such current technology to relatively lag behind, while also constraining the development of coal spontaneous combustion fire protection technologies.In reality
Under the conditions of, be difficult to determine how many days spontaneous combustion can occur for coal, which kind of degree spontaneous combustion high-temperature region develops to, flame range range have it is much,
How high temperature zone position and its temperature are known in the early stage of spontaneous combustion of coal seam and flame range governance process, the effect after implementing fire extinguishing engineering
How, how to investigate, flame range extinguish after why can re-ignition, flame range can re-ignition etc. under the conditions of what kind of.These problems are
The prevention of spontaneous combustion of coal seam and control bring many puzzlements.
Coal spontaneous combustion monitoring be exactly after seam mining, according in coal spontaneous combustion process temperature rise, gas discharge etc. characteristic informations,
Sentence and know spontaneous combustion state, judge armed position, realizes coal spontaneous combustion real-time monitoring, forecast, and provide alarm before disaster expansion.It is
The basis of mine fire prevention and processing is the key that the prevention and treatment of mine coal seam fire, occupies extremely important status.It is down-hole coal bed
Fire forecast it is more early, more accurate, then the required human and material resources that stamp out a fire are fewer, and rescue is also easy.As long as can it is accurate,
The early warning in time carrying out coal bed fire can accomplish the measure for taking prevention coal bed fire with a definite target in view, improve measure
Specific aim and validity, to improve the economic benefit of Coal Mine Fire engineering.
The temperature mainly generated to spontaneous combustion process and gas are monitored to goaf at present, wherein temperature monitoring mainly includes
The technologies such as conventional temperature sensor thermometric, infrared measurement of temperature and wireless sensor network thermometric.Gas-monitoring is mainly ground beam tube
Monitoring, in the practical application of coal mine, the application status of Tube Bundle Monitoring System be not it is especially good, even without performance it is due
Effect, to find out its cause, being primarily due to monitor main heart setting on ground, sampled point is farthest up to 30KM apart from monitoring center, it is desirable that
Pipeline has the following aspects problem without gas leakage:Monitoring data have certain time lag, monitor system to spontaneous fire
Gas marker selection less pertinence, underground pipeline gas leakage, beam tube sampling point be easy ponding dust accumulation even smashed.
Whether optical fiber temperature-measurement or bound polyamine are to be monitored to the partial dot in goaf, and goaf is empty
Between it is very big, any one position is likely to that spontaneous combustion occurs, although coal mine fire fighting technology is more mature, being a lack of one really has
The monitoring technology of effect, it is difficult to be quickly found out actual high temp fire source point, therefore cannot quickly put out a fire, often expend a large amount of
Manpower and material resources.
Summary of the invention:
The purpose of the present invention is in view of the drawbacks of the prior art, provide a kind of goaf coal spontaneous combustion temperature field real-time visual
Monitoring device, system and method, realize coal mine gob Coal Self-ignition Process temperature field comprehensive measurement, judge coal spontaneous combustion degree and
High temperature dot position provides reliable basis for preventing and extinguishing fire of coal mine work.
The present invention is achieved through the following technical solutions:A kind of goaf coal spontaneous combustion temperature field real-time visual monitoring dress
It sets, including ball-type infrared sensor probe, institute can be fixed on the motor-driven carrier that goaf track moves, the motor-driven carrier
It states ball-type infrared sensor probe to connect with infrared thermography analysis device by signal transmssion line, motor-driven carrier one end is fixed with
Can pop one's head in ball-type infrared sensor the cleaning device of cleaning, and the cleaning device include water tank, water pump and cleaning sprayer, described
Cleaning sprayer is connected to by water pump with water tank.
The present invention also provides a kind of goaf coal spontaneous combustion temperature field real-time visuals to monitor system, is filled using above-mentioned monitoring
It sets, including sequentially connected optical system, photodetector, signal amplifier, signal processor and display output instrument, the light
System converges the Target Infrared Radiation energy in visual field, and the photodetector is by focus infrared energy and is changed into corresponding
Electric signal, the signal amplifier amplify signal, and the signal processor is according to the algorithm and backs treated in instrument
It is changed into the temperature value of measured target after correction, the display output instrument shows measured target image and temperature value.
Wherein, the signal processor includes mainboard, memory and ground monitoring, and the mainboard is connect with memory, main
Plate is connect with signal amplifier, and mainboard is connect by underground ethernet ring network with ground monitoring, and the data of signal amplifier transmission are write
Enter memory, mainboard reads data stored in memory and carries out the processing of goaf high temp fire source point recognizer and video pressure
It is written back into memory after reducing the staff code, the data after reading coding can be connect by being sent to network underground ethernet ring network, ground monitoring
Receive the video flowing of transmission.
The present invention also provides a kind of goaf coal spontaneous combustion temperature field real-time visual monitoring methods, using above-mentioned monitoring system
System, includes the following steps:
One, each parameter of population is initialized:It include particle number N, the dimension D of solution space, target including population scale
Function J (v) calculates the fitness size of particle present position, flying speed of partcles range [Vmin, Vmax], particle search sky
Between [Pmin, Pmax], it is random within the scope of the restriction of speed and position to assign initial value Vi and Xi, i=1 to N number of particle,
2 ..., N set Studying factors c1And c2Value, r1And r2The assignment in (0,1) range, temperature sensor measuring point number n, and it is every
The actual temperature value u of a measuring point1, u2..., un;
Two, particle current location direct problem calculates:According to current each particle position, using direct problem finite difference calculus just
Temperature field is drilled, measuring point temperature value is taken:Y1, Y2 ..., Yn;
Three, fitness calculates:Objective function J (v) is taken, as the function for measuring each particle adaptive value;
Four, the update of individual desired positions and global desired positions:According to the suitable of the N number of particle current location being calculated
It should be worth, using formula (1) more new particle itself desired positions Pi,
Population overall situation desired positions Pg is updated using formula (2), the optimal position of adaptive value is chosen and works as population
Before the optimal location that searches;
Five, flying speed of partcles and position are updated:The speed that each particle flies next time is updated using formula (3),
Vi.j(k+1)=Vi.j(k)+c1r1(Pi,j(k)-Xi.j(k))+c2r2(Pg.j(k)-Xi.j(k)) (3)
Wherein, work as Vi, when j > Vmaxi, j, a certain component Vi of Vi, j=Vmaxi, j, i.e. particle i, j, j ∈ (1, D) exceed
The limitation of particle rapidity range [Vmin, Vmax], then need to pull it back by force for particle rapidity upper limit Vmax it is inclined on j
Amount;
Six, the judgement whether algorithm terminates:Check the global optimum position in group whether in acceptable error range
Whether interior or searching times reach the maximum value of setting, if met the requirements, EP (end of program), export population global optimum position
As required optimal solution, otherwise, jump procedure two continue next iteration search.
The beneficial effects of the invention are as follows:The goaf coal spontaneous combustion temperature field real-time visual monitoring device, system and method
The shortcomings that having abandoned existing optical fiber temperature-measurement and bound polyamine is no longer to be monitored to limited point, but in goaf
All comprehensive monitorings lost coals and carry out temperature fields, open-and-shut prison is realized to the temperature field of danger zone in goaf
It surveys, temperature anomaly occurs in any one point, can intuitively, timely find, which belongs to contactless temperature-measuring, does not need
Thermometric is arranged in goaf, it is only necessary to infrared thermal imager is installed on goaf bracket, it is disposable to put into, have in coal mine field
Wide application prospect.
Detailed description of the invention:
Fig. 1 is the structural schematic diagram of goaf coal spontaneous combustion temperature field real-time visual monitoring device of the invention;
Fig. 2 is the structural schematic diagram that goaf coal spontaneous combustion temperature field real-time visual of the invention monitors system;
Fig. 3 is the principle for the signal processor that goaf coal spontaneous combustion temperature field real-time visual of the invention monitors system
Figure;
Fig. 4 is the flow chart of goaf coal spontaneous combustion temperature field real-time visual monitoring method of the invention;
In figure, 1. tracks, 2. motor-driven carriers, 3. ball-type infrared sensors probe, 4. water tanks, 5. water pumps, 6. cleaning sprayers.
Specific embodiment:
The preferred embodiments of the present invention will be described in detail with reference to the accompanying drawing, so that advantages and features of the invention energy
It is easier to be understood by those skilled in the art, so as to make a clearer definition of the protection scope of the present invention.
As shown in Figure 1, a kind of goaf coal spontaneous combustion temperature field real-time visual monitoring device, including can be along goaf track
1 mobile motor-driven carrier 2, motor-driven carrier 2 can also be changed to hydraulic trolley and currently popular mechanical trolley etc., the motor-driven carrier
Ball-type infrared sensor probe 3 is fixed on 2, ball-type infrared sensor probe 3 can be fixed on 2 top of motor-driven carrier or side
Portion, it is desirable that have no occluder, the ball-type infrared sensor probe 3 pass through signal transmssion line with infrared thermography analysis device
Connection, infrared thermography analysis device can be set on motor-driven carrier 2, also mountable in order to reduce the weight of motor-driven carrier 2
In underground fixed position, it is connect with ball-type infrared sensor probe 3 by signal transmssion line, preferably, described infrared
Thermal image analysis device uses underground explosion-proof intrinsically safe infrared thermography analysis device, can carry out letter with ground monitoring system
Number transmission, is transmitted to ground monitoring center by the looped network of underground, realizes the temperature field monitoring of goaf danger zone.
2 one end of motor-driven carrier is fixed with the cleaning device for 3 cleanings that can pop one's head in ball-type infrared sensor, the cleaning device
Including water tank 4, water pump 5 and cleaning sprayer 6, the cleaning sprayer 6 is connected to by water pump 5 with water tank 4, and cleaning sprayer can be to ball
Formula infrared sensor 3 periodic cleanings of probe influence to monitor in order to avoid the coal dust in goaf is attached to probe.
The object that all temperature are higher than absolute zero is all ceaselessly issuing infrared energy to surrounding space.Object
The size of infrared energy and its distribution by wavelength --- there is very close relationship with its surface temperature.Therefore,
Measurement by the infrared energy radiated to object itself just can accurately measure its surface temperature, and here it is infra-red radiations
Objective base based on thermometric.
Therefore, as shown in Fig. 2, the present invention also provides a kind of goaf coal spontaneous combustion temperature field real-time visuals to monitor system,
Using above-mentioned monitoring device, including sequentially connected optical system, photodetector, signal amplifier, signal processor and aobvious
Show output instrument, optical system converges the Target Infrared Radiation energy in its visual field, the size of visual field by temperature measurer optical element
And its position determines, focus infrared energy is on photodetector and is changed into corresponding electric signal, and signal amplifier is by signal
Amplification, signal processor are changed into the temperature value of measured target after correcting according to the algorithm and backs treated in instrument, show
Show that output instrument shows measured target image and temperature value.
Wherein, the signal processor includes mainboard, memory and ground monitoring, and the mainboard is connect with memory, main
Plate is connect with signal amplifier, and mainboard is connect by underground ethernet ring network with ground monitoring.The process of signal processing in this module
As shown in figure 3, the BT.656 coded data of infrared thermal imaging module enters mainboard Hi3518C by VIU_PORT interface, acquire again
Afterwards with YCb Cr 4:2:0 data format is written to peripheral hardware storage DDR, in data handling procedure, reads the number being stored in DDR
According to the processing of progress goaf high temp fire source point recognizer and H.264 DDR (goaf high temperature is written back into after video compression coding
The processing of fire source point recognizer can be parallel with compressed encoding), when data are sent, the data after reading coding are according to RTSP protocol groups
Packet accesses channel MAC by multiple access and is sent to underground industry ethernet ring network, the ground monitoring client view ready to receive to transmission
Frequency flows.
It is researched and analysed according to the Direct And Inverse Problems for generating temperature field to goaf high temperature fire source, obtains and need the problem of solving to be
Source item estimation problem in heat conduction problem, wait ask unknown heat source position in the case where the known coefficient of heat conduction, first-boundary condition
It sets and intensity.The solution additional conditions of the indirect problem take one group of Distribution Value in temperature field (in real work, to use survey known to being
Wembledon tennis open competition network obtains, and what circumferential edge borrowed is the one group of temperature obtained to the possible positive simulation of high temp fire source point fire source hypothesis in exploiting field
Value), source position of lighting a fire on this conditioned basic is (xh,yh), heat source strength q.By LEAST SQUARES MODELS FITTING by calculating data
Difference between measurement data minimizes to solve indirect problem.So following formula can be used in indirect problem objective function:
Wherein, N is the temperature sensor quantity for participating in calculating, and v is unknown quantity required by indirect problem, u (v;xi, t) and it is heat source
Position brings inverting temperature, Y (x intoi, t) and it is observed temperature.J [v] is as search heat source position (xh,yh) evaluation of estimate, pass through grain
Swarm optimization is sought so that objective function tends to the position coordinates (x of minimum valuei,yj), the heat source estimated location as sought.
As shown in figure 4, goaf coal spontaneous combustion temperature field real-time visual monitoring method of the invention, includes the following steps:
One, each parameter of population is initialized:It include particle number N, the dimension D of solution space, target including population scale
Function J (v) calculates the fitness size of particle present position, flying speed of partcles range [Vmin, Vmax], particle search sky
Between [Pmin, Pmax], it is random within the scope of the restriction of speed and position to assign initial value Vi and Xi, i=1 to N number of particle,
2 ..., N set Studying factors c1And c2Value, r1And r2The assignment in (0,1) range, temperature sensor measuring point number n, and it is every
The actual temperature value u of a measuring point1, u2..., un;
Two, particle current location direct problem calculates:According to current each particle position, using direct problem finite difference calculus just
Temperature field is drilled, measuring point temperature value is taken:Y1, Y2 ..., Yn;
Three, fitness calculates:Objective function J [v] is taken herein, as the function for measuring each particle adaptive value.Namely
Measuring point actual temperature and the error of analog temperature is asked to express, adaptive value is error amount, smaller more excellent.Substantially, be allow particle just
It drills thermo parameters method and approaches actual temperature field distribution as far as possible;
Four, the update of individual desired positions and global desired positions:According to the suitable of the N number of particle current location being calculated
It should be worth, using formula (1) more new particle itself desired positions Pi,
Population overall situation desired positions Pg is updated using formula (2), the optimal position of adaptive value is chosen and works as population
Before the optimal location that searches;
Five, flying speed of partcles and position are updated:The speed that each particle flies next time is updated using formula (3),
Vi.j(k+1)=Vi.j(k)+c1r1(Pi,j(k)-Xi.j(k))+c2r2(Pg.j(k)-Xi.j(k)) (3)
It should be noted herein that the judgement and adjustment of velocity amplitude is obtained, work as Vi, when j > Vmaxi, j, Vi, j=Vmaxi, j, i.e.,
A certain component V i, j, the j ∈ (1, D) of particle i has exceeded the limitation of particle rapidity range [Vmin, Vmax], then needs it by force
Retract the deviator for particle rapidity upper limit Vmax on j;
Six, the judgement whether algorithm terminates:Check the global optimum position in group whether in acceptable error range
Whether interior or searching times reach the maximum value of setting, if met the requirements, EP (end of program), export population global optimum position
As required optimal solution, otherwise, jump procedure two continue next iteration search.
The embodiments described above only express several embodiments of the present invention, and the description thereof is more specific and detailed, but simultaneously
It cannot therefore be construed as limiting the scope of the patent.It should be pointed out that coming for those of ordinary skill in the art
It says, without departing from the inventive concept of the premise, various modifications and improvements can be made, these belong to protection of the invention
Range.
Claims (4)
1. a kind of goaf coal spontaneous combustion temperature field real-time visual monitoring device, it is characterised in that:Including can be along goaf track
Mobile motor-driven carrier is fixed with ball-type infrared sensor probe, the ball-type infrared sensor probe on the motor-driven carrier
It is connect with infrared thermography analysis device by signal transmssion line, motor-driven carrier one end, which is fixed with, to visit ball-type infrared sensor
The cleaning device of head cleaning, the cleaning device include water tank, water pump and cleaning sprayer, and the cleaning sprayer passes through water pump and water
Case connection.
2. a kind of goaf coal spontaneous combustion temperature field real-time visual monitors system, using monitoring device as described in claim 1,
It is characterized in that:Including sequentially connected optical system, photodetector, signal amplifier, signal processor and display output
Instrument, the optical system converge the Target Infrared Radiation energy in visual field, and the photodetector is by focus infrared energy and turns
Become corresponding electric signal, the signal amplifier amplifies signal, the signal processor according to the algorithm treated in instrument and
It is changed into the temperature value of measured target after backs correction, the display output instrument shows measured target image and temperature value
Show.
3. goaf coal spontaneous combustion according to claim 2 temperature field real-time visual monitors system, it is characterised in that:It is described
Signal processor includes mainboard, memory and ground monitoring, and the mainboard is connect with memory, and mainboard and signal amplifier connect
It connects, mainboard is connect by underground ethernet ring network with ground monitoring, and memory is written in the data of signal amplifier transmission, and mainboard is read
Data stored in memory carry out the processing of goaf high temp fire source point recognizer and deposit with being written back into after video compression coding
Reservoir, the data after reading coding are by being sent to network underground ethernet ring network, the ground monitoring video flowing ready to receive to transmission.
4. a kind of goaf coal spontaneous combustion temperature field real-time visual monitoring method, using monitoring system as claimed in claim 2 or claim 3
System, which is characterized in that include the following steps:
One, each parameter of population is initialized:It include particle number N, the dimension D of solution space, objective function J including population scale
(v), the fitness size of particle present position, flying speed of partcles range [Vmin, Vmax], particle search space are calculated
[Pmin, Pmax], it is random within the scope of the restriction of speed and position to assign initial value Vi and Xi, i=1 to N number of particle,
2 ..., N set Studying factors c1And c2Value, r1And r2The assignment in (0,1) range, temperature sensor measuring point number n, and it is every
The actual temperature value u of a measuring point1, u2..., un;
Two, particle current location direct problem calculates:According to current each particle position, the Finite-difference Forward Modeling temperature of direct problem is utilized
Field is spent, measuring point temperature value is taken:Y1, Y2 ..., Yn;
Three, fitness calculates:Objective function J (v) is taken, as the function for measuring each particle adaptive value;
Four, the update of individual desired positions and global desired positions:According to the adaptation for the N number of particle current location being calculated
Value, using formula (1) more new particle itself desired positions Pi,
Population overall situation desired positions Pg is updated using formula (2), the optimal position of adaptive value is chosen and is currently searched as population
The optimal location that rope arrives;
Five, flying speed of partcles and position are updated:The speed that each particle flies next time is updated using formula (3),
Vi.j(k+1)=Vi.j(k)+c1r1(Pi,j(k)-Xi.j(k))+c2r2(Pg.j(k)-Xi.j(k)) (3)
Wherein, work as Vi, when j > Vmaxi, j, a certain component V i, j, the j ∈ (1, D) of Vi, j=Vmaxi, j, i.e. particle i is had exceeded
The limitation of particle rapidity range [Vmin, Vmax], then need to pull it back by force for particle rapidity upper limit Vmax it is inclined on j
Amount;
Six, the judgement whether algorithm terminates:Check the global optimum position in group whether within an acceptable error range or
Whether searching times reach the maximum value of setting, if met the requirements, EP (end of program), output population global optimum position is
Required optimal solution, otherwise, jump procedure two continue next iteration search.
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Cited By (5)
Publication number | Priority date | Publication date | Assignee | Title |
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CN110455414A (en) * | 2019-07-10 | 2019-11-15 | 安徽延达智能科技有限公司 | A kind of underground heat disaster image-forming temperature measurement system |
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CN111322104B (en) * | 2020-02-26 | 2021-08-06 | 河南理工大学 | Intelligent fire extinguishing device for underground roadway |
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CN113605983B (en) * | 2021-08-20 | 2022-05-17 | 中国矿业大学(北京) | Coal mine goaf high-temperature detection early warning and fire prevention and extinguishing intelligent cooperative management and control system |
CN114170780A (en) * | 2021-12-09 | 2022-03-11 | 山东科技大学 | Visual dynamic monitoring and early warning system for spontaneous combustion of coal in mine goaf |
CN114170780B (en) * | 2021-12-09 | 2024-01-12 | 山东科技大学 | Visual dynamic monitoring and early warning system for spontaneous combustion of coal in mine goaf |
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