CN105959042A - One-bit feedback collaborative beam forming method based on variable step size - Google Patents
One-bit feedback collaborative beam forming method based on variable step size Download PDFInfo
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04B—TRANSMISSION
- H04B7/00—Radio transmission systems, i.e. using radiation field
- H04B7/02—Diversity systems; Multi-antenna system, i.e. transmission or reception using multiple antennas
- H04B7/022—Site diversity; Macro-diversity
- H04B7/024—Co-operative use of antennas of several sites, e.g. in co-ordinated multipoint or co-operative multiple-input multiple-output [MIMO] systems
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04B—TRANSMISSION
- H04B7/00—Radio transmission systems, i.e. using radiation field
- H04B7/02—Diversity systems; Multi-antenna system, i.e. transmission or reception using multiple antennas
- H04B7/04—Diversity systems; Multi-antenna system, i.e. transmission or reception using multiple antennas using two or more spaced independent antennas
- H04B7/06—Diversity systems; Multi-antenna system, i.e. transmission or reception using multiple antennas using two or more spaced independent antennas at the transmitting station
- H04B7/0613—Diversity systems; Multi-antenna system, i.e. transmission or reception using multiple antennas using two or more spaced independent antennas at the transmitting station using simultaneous transmission
- H04B7/0615—Diversity systems; Multi-antenna system, i.e. transmission or reception using multiple antennas using two or more spaced independent antennas at the transmitting station using simultaneous transmission of weighted versions of same signal
- H04B7/0617—Diversity systems; Multi-antenna system, i.e. transmission or reception using multiple antennas using two or more spaced independent antennas at the transmitting station using simultaneous transmission of weighted versions of same signal for beam forming
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04B—TRANSMISSION
- H04B7/00—Radio transmission systems, i.e. using radiation field
- H04B7/02—Diversity systems; Multi-antenna system, i.e. transmission or reception using multiple antennas
- H04B7/04—Diversity systems; Multi-antenna system, i.e. transmission or reception using multiple antennas using two or more spaced independent antennas
- H04B7/08—Diversity systems; Multi-antenna system, i.e. transmission or reception using multiple antennas using two or more spaced independent antennas at the receiving station
- H04B7/0837—Diversity systems; Multi-antenna system, i.e. transmission or reception using multiple antennas using two or more spaced independent antennas at the receiving station using pre-detection combining
- H04B7/0842—Weighted combining
- H04B7/086—Weighted combining using weights depending on external parameters, e.g. direction of arrival [DOA], predetermined weights or beamforming
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Abstract
The present invention provides a one-bit feedback collaborative beam forming method based on variable step size, which makes full use of the variable step size to adjust the disturbance amplitude and the correction factor to accelerate the system's convergence speed. When the phase difference of a collaborative node is large, the disturbance amplitude keeps unchanged. When the phase difference is smaller than the disturbance amplitude, the disturbance amplitude is leveled down in time. When a random disturbance succeeds, the correction factor becomes more intense for higher convergence speed; when the random disturbance fails, the correction factor is updated to the inverse value of the random disturbance of the previous time slot with the hope of correcting the disturbance direction. According to the invention, through random controls over disturbance amplitude and the step size of the correction factor, the convergence speed of the system is accelerated with higher disturbance accuracy.
Description
Technical field
The present invention relates to wireless communication technology, particularly to a bit feedback cooperative beam forming technique based on variable step size.
Technical background
Beam shaping is the combination of antenna technology and Digital Signal Processing, and purpose is for phasing signal transmission or receives.At letter
Number reception or transmitting terminal, by each road signal weighting of multiple element antennas is synthesized, the ideal signal required for formation.From sky
Line directional diagram (pattern) angle is seen, is equivalent to the wave beam defining on assigned direction.To bay feedback carry out amplitude with
The adjustment of phase place, forms the directional diagram of required form.
Beam shaping is applicable to multiaerial system, the most in mimo systems.Although MIMO technology has been considered as new one
One of key technology for radio communication, but in most practical wireless communication systems, only many with antenna in base station end configuration.
Mobile portable terminal, self-organized network nodes etc. by own dimensions, power and other realize factor and limited, it is difficult to configure more
Antenna element.Therefore, MIMO technology is extensively applied and is limited significantly.Thus distributed multi-antenna system, i.e. " association
Communicate " become an effectively replacement technology.
Cooperative beam shapes also referred to as distributed beams and shapes (Distributed Beamforming) or network beam shaping
(Network Beamforming).The basic thought that cooperative beam shapes is when the overall CSI of link is known, by adjusting
Cooperative node sends the multiple weights of signal and forms a virtual beams being directed at destination node, thus obtains collaboration diversity.Cooperation
Weight computing is emphasis and the difficult point of cooperative beam forming technique.
At present, the Weights-selected Algorithm during cooperative beam shapes mainly has two kinds: a kind of is that the method by Distributed Calculation realizes power
The calculating of value, i.e. information between cooperative node is mutual;Another kind is the calculating utilizing feedback mechanism to realize weights, i.e. by all
The node of participation beam shaping comes dynamically adjust the weights of this locality and make it restrain with destination node alternately.First method due to
Quantity of information mutual between cooperative node is excessive, expense is too high and it is too high to require channel information and it is bigger to cause realizing difficulty.The
Two kinds of methods are less demanding to cooperative node and channel information, and feasibility is higher, wherein cooperative beam based on a bit feedback
Shaping is to study to obtain a kind of the most methods.
Following documents describes existing based on a bit feedback cooperative beam manufacturing process:
[1]Mudumbai R,Hespanha J,Madhow U,et al.Scalable feedback control for distributed
beamforming in sensor networks[C]//Information Theory,2005.ISIT 2005.Proceedings.
International Symposium on.IEEE,2005:137-141.
[2]Song S,Thompson J S,Chung P J,et al.Improving the one-bit feedback algorithm for
distributed beamforming[C]//Wireless Communications and Networking Conference(WCNC),
2010IEEE.IEEE,2010:1-6.
[3]Song S,Thompson J S.One-bit feedback algorithm with decreasing step size for
distributed beamforming[C]//Cognitive Wireless Systems(UKIWCWS),2010Second
UK-India-IDRC International Workshop on.IEEE,2010:1-5.
[4] patent " method of a kind of 1bit based on direction disturbance feedback cooperative beam figuration ". Chinese patent, publication number:
CN104243007A, the day for announcing: 2014-12-24.
Document [1] proposes for the first time by adding a random disturbance in the weights phase place of cooperative node, thus realizes phase alignment, makes
The RSS (received signal strength) of destination node reaches maximum.Disturbance is according to feedback information, adds in former phase basis
One correction value.Destination node feeds back to cooperative node 1bit information every time, but when only feeding back 1, weights are just disturbed by cooperative node
Dynamic operation, thus cause convergence rate the slowest.A kind of upper method is improved by document [2] with document [4], and convergence rate obtains
The biggest lifting, but the amplitude of random disturbance is required bigger, when phase contrast is less, the disturbance of amplitude can reduce receipts on the contrary
Hold back speed and even stop convergence process.Disturbance step-length is studied by document [3], by real time monitoring feedback information adjust with
The size of machine disturbance amplitude, especially phase difference variable hour, reduce disturbance amplitude and be conducive to correct disturbance, there is problems of receiving
Hold back speed the slowest.
Summary of the invention
The bit based on variable step size that the technical problem to be solved is to provide a kind of convergence speed accelerating system is anti-
Feedback beam-forming method.
The present invention solves that above-mentioned technical problem be employed technical scheme comprise that, an a kind of bit feedback cooperation based on variable step size
Beam-forming method, comprises the following steps:
Step 1 time slot n cooperative node i uses self adaptation phase place weights φi[n] participates in beam shaping, and sends ripple to destination node
Bundle;Self adaptation phase place weights are φi[n]=θi[n]+δi[n]+τi[n];θi[n] be cooperative node i time slot n phase place weights,
δi[n] is cooperative node i at the disturbance amplitude of time slot n, τi[n] is the cooperative node i correction factor at time slot n;Afterwards, enter
Enter step 2;
Step 2 time slot n cooperative node i updates the number of times of failure disturbance continuously according to the control information receiving destination node feedback
CfIf the control information of feedback represents disturbance success, the number of times C of failure disturbance continuously is setf=0, adjust next time slot
The phase place weights θ of n+1i[n+1]=φi[n] and correction factor τi[n+1]=(1/RD)·τi[n], RDRepresent zoom factor,
0≤RD≤1;Afterwards, step 3 is entered;
If the control information of feedback represents disturbance failure, Cf=Cf+1;The number of times C of failure disturbance continuouslyfAfter renewal, will be even
Continue the number of times of unsuccessfully disturbance and upper limit C of failure disturbance continuouslytCompare, work as Cf< Ct, then current disturbance amplitude is kept not
Become, work as Cf≥CtTime, update disturbance amplitude δ0=RD·δ0After, then update the number of times C of failure disturbance continuouslyfIt is 0;Adjust
The phase place weights θ of next time slot n+1i[n+1]=θi[n] and correction factor τi[n+1]=-δi[n];Afterwards, step is entered
3;
Whether step 3 receives the confirmation that destination node sends, and in this way, cooperative node keeps current state and sends follow-up number
It is believed that breath, otherwise update time slot n=n+1, return step 1.
The present invention makes full use of variable step size and is adjusted disturbance amplitude and correction factor size, accelerates system convergence speed.When
When phase contrast is bigger between cooperative node, keep disturbance amplitude;When phase contrast is less than disturbance amplitude, reduce disturbance amplitude in time;
When random disturbance success, correction factor strengthens correction dynamics, accelerates convergence rate;When random disturbance lost efficacy, correction factor
It is updated to the inverse value of a time slot random disturbance, is used for correcting perturbation direction.
The invention has the beneficial effects as follows, by mobility control disturbance amplitude and the step-length of correction factor, accelerate the convergence speed of system
Degree, the accuracy making disturbance is higher.When especially phase contrast is less, reduces disturbance amplitude and adjust correction factor to adding rapid convergence tool
There is remarkable result.
Accompanying drawing explanation
Fig. 1 is the system model figure of the present invention;
Fig. 2 is that the embodiment of the present invention and comparative example are at δ0=pi/2 5 convergence rate comparison diagram;
Fig. 3 is that the embodiment of the present invention and comparative example are at δ0=pi/2 00 convergence rate comparison diagram;
Fig. 4 is the embodiment of the present invention and the minimum time slot comparison diagram of comparative example convergence;
Fig. 5 is that the embodiment of the present invention and comparative example are relative to document [1] gain contrast figure.
Detailed description of the invention
The method that a present invention bit feedback cooperative beam based on variable step size shapes comprises the steps of
Step 1: model is set up: setting total N+1 node, wherein cooperative node number is N, and destination node number is 1.
Step 2: systematic parameter initializes: sets n and represents time slot, initial slot n=ninit, and θi[n]=θi-init, δi[n]=± δ0,
τi[n]=τi-init, RSS [n]=RSSi-init>=0, wherein ninit, θi-init, τi-init, RSSi-initIt is initial value.θi[n]
It is the cooperative node i phase place weights at time slot n;δi[n] is the cooperative node i disturbance amplitude at time slot n, and equiprobability value
±δ0;τi[n] is the cooperative node i correction factor at time slot n;RSS [n] is the destination node received signal strength at time slot n
(Received Signal Strength)。
Step 3: scale parameter sets: CfRepresent the number of times of failure disturbance continuously, CtRepresent the upper limit of failure disturbance continuously, RD
Represent zoom factor, for adjusting the size of disturbance amplitude and correction factor, wherein Cf≥0,Ct≥1,0≤RD≤1。
Step 4: time slot n, cooperative node i uses the phase place weights after self adaptation to participate in beam shaping, and self adaptation phase place weights are
φi[n]=θi[n]+δi[n]+τi[n]。
Step 5: time slot n, destination node receives the beam signal of cooperative node transmission and calculates received signal strength, being designated as
RSS [n], and it is accepted signal strength values RSS with the maximum locally recordedbest[n] compares.If RSS [n] > RSSbest[n],
Showing this time slot success disturbance, destination node controls information 1 to all cooperative nodes feedback 1bit;If RSS [n]≤RSSbest[n],
Destination node controls information 0 to all cooperative nodes feedback 1bit.
Step 6: cooperative node receives the control information of feedback, CfThe number of times of record failure disturbance continuously.If the control letter of feedback
Breath is 1, Cf=0;If the control information of feedback is 0, Cf=Cf+1.Work as Cf≥CtTime, disturbance amplitude is updated to
δ0=RD·δ0, and CfIt is set to 0.
Step 7: cooperative node receive time slot n feedback information, and according to feedback information adjust time slot n+1 phase place weights with
Correction factor.If the control information of feedback is 1, then phase place right value update is the self adaptation phase place weights of a upper time slot, i.e.
θi[n+1]=φi[n]=θi[n]+δi[n]+τi[n];Correction factor is updated to the 1/R of a time slotDTimes, i.e.
τi[n+1]=(1/RD)·τi[n].If the control information of feedback is 0, the phase place weights of cooperative node keep constant, have
θi[n+1]=θi[n];Correction factor is updated to the opposite number of a time slot disturbance amplitude, has τi[n+1]=-δi[n]。
Step 8: destination node updates the maximum of received signal strength, and mathematic(al) representation is
RSSbest[n+1]=max (RSS [n], RSSbest[n]), detect the maximum RSS of received signal strength simultaneouslybest[n+1]
Whether reach system minimum work thresholding.If meeting the minimum threshold of system received signal strength, then to all cooperative nodes
Broadcast acknowledgements information ACK, cooperative node keeps current state and sends follow-up data information.Otherwise, time slot n adds 1 automatically,
And repeat step 4-7.
Above step can represent with mathematic(al) representation, as follows:
Transmitting terminal, i-th (i=1,2 ..., N) individual cooperative node:
Receiving terminal, destination node:
RSSbest[n+1]=max (RSS [n], RSSbest[n]) (5)
In order to be better understood from the present invention, below in conjunction with accompanying drawing, on the basis of technical scheme, describe the step that scheme is implemented in detail
Suddenly, but the practical range of the present invention be not limited solely to describe scene.
Present case has 101 nodes, system model as it is shown in figure 1, wherein cooperative node 100, destination node 1,
100 cooperative nodes are randomly dispersed in the border circular areas of radius R, and destination node distance border circular areas center is D=100;
X [n] is that cooperative node shares data message;Dotted line represents the beam pattern that cooperative node is formed.
Cooperative node is randomly dispersed in the border circular areas of radius R=4, and distance D=100 of regional center and destination node;
Channel, for become channel slowly, only considers the phase effect that channel brings during whole.Meanwhile, the transmission merit of all cooperative nodes
Rate is identical and normalization.
In order to make description closer to reality, it is assumed that starting time slot is 0;The initial phase weights of cooperative node are 0, i.e.
θi[n]=θi-init=0, i=1,2 ... 100;The correction factor initial value of cooperative node is 0, i.e.
τi[n]=τi-init=0, i=1,2 ... 100;The random disturbance value of cooperative node has δi[n]=± δ0, i=1,2 ... 100;Purpose
It is 0 that node accepts signal intensity maximum, i.e. RSSbest=0.
Whether scale parameter value is appropriate, the convergence rate of relation whole system fast and slow.By emulation several times and actual behaviour
Make, C in this casetWith RDValue be respectively as follows: Ct=11, RD=0.8.
So far system building is complete, and the enforcement step of a bit feedback beam-forming method based on variable step size is provided below,
As follows:
Step 1: cooperative node generates self adaptation phase place weights.Each cooperative node produces a random disturbance value and a correction
The factor.Random disturbance value δi[n], i=1,2 ... 100, and equiprobability value ± δ0.Control information according to a upper time slot feedback
Generate correction factor τi[n], i=1,2 ... 100.Then, self adaptation phase place weights are
φi[n]=θi[n]+δi[n]+τi[n], i=1,2 ... 100, each cooperative node is as the transmission phase place of this time slot.
Step 2: cooperative node shares data message x [n], and carries the transmission of respective weights, and final each cooperative node sends
Information is
Step 3: destination node reception is through the beam signal r [n] of Gaussian channel:
In formula (6), for the purpose of r [n], node receives the signal with white Gaussian noise;Represent cooperative node
I is to the gradual change channel of destination node, wherein aiRepresent channel magnitude,Represent channel phase;γiRepresent the phase of non-ideal synchronization
Position influence;ω [n] represents white Gaussian noise signal, and ω [n]~N (0, σ2).Therefore compared with single antenna, beam shaping
Signal gain is represented by:
Actually we are by the intensity of channel gain equivalent received signals, have RSS [n]=R [n] during time slot n.Represent the cooperative node i phase offset to destination node.When phase offset is full
Foot Φ1[n]=Φ2[n]=...=Φ100Time [n], received signal strength value is maximum:
Owing to system channel is gradual change channel, γiWithFixing unknown parameter can be regarded as, so we send phase place by adjusting
And find out the θ of optimumi[n], makes received signal strength the strongest.
Step 4: time slot n, destination node calculates and accepts signal intensity RSS [n], and and RSSbest[n] compares: if
RSS [n] > RSSbest[n], shows this time slot disturbance success, and destination node controls information 1 to cooperative node broadcast 1bit;If
RSS[n]≤RSSbest[n], shows this time slot disturbance failure, and destination node controls information 0 to cooperative node broadcast 1bit.
Step 5: cooperative node receives the control information of feedback, CfThe number of times of record failure disturbance continuously.If the control letter of feedback
Breath is 1, Cf=0;If the control information of feedback is 0, Cf=Cf+1.Work as CfWhen >=11, disturbance amplitude is updated to
δ0=0.8 δ0, and CfIt is set to 0.
Step 6: cooperative node receive time slot n feedback information, and according to feedback information adjust time slot n+1 phase place weights with
Correction factor.If the control information of feedback is 1, then phase place right value update is the self adaptation phase place weights of a upper time slot, i.e.
θi[n+1]=φi[n]=θi[n]+δi[n]+τi[n];Correction factor becomes the 1/R of a upper time slotDTimes, i.e.
τi[n+1]=(1/RD)·τi[n].If the control information of feedback is 0, the phase place weights of cooperative node keep constant, have
θi[n+1]=θi[n];Correction factor is updated to the opposite number of a time slot disturbance amplitude, has τi[n+1]=-δi[n].Step
7: destination node updates the maximum of received signal strength, and mathematic(al) representation is
RSSbest[n+1]=max (RSS [n], RSSbest[n]), detect the maximum RSS of received signal strength simultaneouslybest[n+1]
Whether reach system minimum work thresholding.If meeting the minimum threshold of system received signal strength, then to all cooperative nodes
Broadcast acknowledgements information ACK, cooperative node keeps current state and sends follow-up data information.Otherwise, time slot n adds 1 automatically,
And repeat step 1-6.
Fig. 2 from Fig. 3 gives 5 kinds of different 1bit and feeds back cooperative beam manufacturing process convergence processs under different disturbance amplitudes:
Work as δ0During=pi/2 5, present invention convergence rate after 500 time slots is significantly better than other four kinds of methods, and reaches at first
System door limit value;Work as δ0During=π/100, the present invention just shows convergence rate faster from initial slot.So, whether
The quick regulation that disturbance amplitude is bigger, or the accurate regulation that disturbance amplitude is less, the present invention is significantly faster than in convergence rate
Other four kinds of methods.
Fig. 4 features the minimum timeslot number when given different convergence threshold value.It is clear that the present invention arrives different convergence door
The timeslot number of limit value is minimum, and especially when tending to system door limit value, the minimum timeslot number of the present invention is at least little by 2000 than additive method
Individual.
Fig. 5 illustrates document [2], document [3] and the present invention relative to the convergence rate gain of original method in document [1].Such as figure
Shown in, document [2] compared to the convergence rate gain of original method about 30%;Document [3] is compared to the convergence speed of original method
Degree gain is about 70%;The present invention about 90%, reaches as high as 93% compared to the convergence rate gain of original method.
Claims (5)
1. a bit feedback cooperative beam manufacturing process based on variable step size, it is characterised in that comprise the following steps:
Step 1 time slot n cooperative node i uses self adaptation phase place weights φi[n] participates in beam shaping, and sends ripple to destination node
Bundle;Self adaptation phase place weights are φi[n]=θi[n]+δi[n]+τi[n];θi[n] be cooperative node i time slot n phase place weights,
δi[n] is cooperative node i at the disturbance amplitude of time slot n, τi[n] is the cooperative node i correction factor at time slot n;Afterwards, enter
Enter step 2;
Step 2 time slot n cooperative node i updates the number of times of failure disturbance continuously according to the control information receiving destination node feedback
CfIf the control information of feedback represents disturbance success, the number of times C of failure disturbance continuously is setf=0, adjust next time slot
The phase place weights θ of n+1i[n+1]=φi[n] and correction factor τi[n+1]=(1/RD)·τi[n], RDRepresent zoom factor,
0≤RD≤1;Afterwards, step 3 is entered;
If the control information of feedback represents disturbance failure, Cf=Cf+1;The number of times C of failure disturbance continuouslyfAfter renewal, will be even
Continue the number of times of unsuccessfully disturbance and upper limit C of failure disturbance continuouslytCompare, work as Cf<Ct, then current disturbance amplitude is kept not
Become, work as Cf≥CtTime, update disturbance amplitude δ0=RD·δ0After, then update the number of times C of failure disturbance continuouslyfIt is 0;Adjust
The phase place weights θ of next time slot n+1i[n+1]=θi[n] and correction factor τi[n+1]=-δi[n];Afterwards, step is entered
3;
Whether step 3 receives the confirmation that destination node sends, and in this way, cooperative node keeps current state and sends follow-up number
It is believed that breath, otherwise update time slot n=n+1, return step 1.
A kind of bit feedback cooperative beam manufacturing process based on variable step size, it is characterised in that
Cooperative node i is at the phase place weights θ of time slot niThe initial value of [n] is 0, δi[n] is that cooperative node i is in the disturbance amplitude of time slot n
±δ0, cooperative node i is at the correction factor τ of time slot ni[n] is 0.
A kind of bit feedback cooperative beam manufacturing process based on variable step size, it is characterised in that
Upper limit C of failure disturbance continuouslyt=11, zoom factor RD=0.8.
A kind of bit feedback cooperative beam manufacturing process based on variable step size, it is characterised in that
The method of the control information of destination node feedback is:
Time slot n destination node receives the beam signal of cooperative node transmission and calculates received signal strength RSS [n], reception is believed
Maximum received signal strength value RSS of number intensity RSS [n] and local recordbest[n] compares, if RSS [n] > RSSbest[n],
Destination node represents disturbance success to all cooperative node feedback control informations 1;If RSS [n]≤RSSbest[n], destination node
Disturbance failure is represented to all cooperative node feedback control informations 0.
A kind of bit feedback cooperative beam manufacturing process based on variable step size, it is characterised in that
After time slot n destination node receives transmission wave beam, the maximum updating next time slot n+1 received signal strength is
RSSbest[n+1]=max (RSS [n], RSSbest[n]), max represents and takes maximum, and detection received signal strength is the most simultaneously
It is worth greatly RSSbestWhether [n+1] reaches system minimum work thresholding, in this way, then to all cooperative node broadcast acknowledgements information, no
Then, time slot n=n+1 is updated.
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CN110224785A (en) * | 2019-06-08 | 2019-09-10 | 西安电子科技大学 | Distributed interfering beam forming method based on Limited Feedback |
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CN113242074A (en) * | 2021-03-31 | 2021-08-10 | 电子科技大学 | Two-step method 2bit feedback iteration cooperative beam forming phase synchronization method |
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