CN109347529A - A kind of channel estimation and mixed-beam manufacturing process for fighting the undesirable property of phase-shifter - Google Patents

A kind of channel estimation and mixed-beam manufacturing process for fighting the undesirable property of phase-shifter Download PDF

Info

Publication number
CN109347529A
CN109347529A CN201811249796.9A CN201811249796A CN109347529A CN 109347529 A CN109347529 A CN 109347529A CN 201811249796 A CN201811249796 A CN 201811249796A CN 109347529 A CN109347529 A CN 109347529A
Authority
CN
China
Prior art keywords
channel
phase
coding matrix
user
shifter
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
Application number
CN201811249796.9A
Other languages
Chinese (zh)
Other versions
CN109347529B (en
Inventor
王文帝
尹华锐
陈晓辉
王卫东
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
University of Science and Technology of China USTC
Original Assignee
University of Science and Technology of China USTC
Priority date (The priority date 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 date listed.)
Filing date
Publication date
Application filed by University of Science and Technology of China USTC filed Critical University of Science and Technology of China USTC
Priority to CN201811249796.9A priority Critical patent/CN109347529B/en
Publication of CN109347529A publication Critical patent/CN109347529A/en
Application granted granted Critical
Publication of CN109347529B publication Critical patent/CN109347529B/en
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Classifications

    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04BTRANSMISSION
    • H04B7/00Radio transmission systems, i.e. using radiation field
    • H04B7/02Diversity systems; Multi-antenna system, i.e. transmission or reception using multiple antennas
    • H04B7/04Diversity systems; Multi-antenna system, i.e. transmission or reception using multiple antennas using two or more spaced independent antennas
    • H04B7/0413MIMO systems
    • H04B7/0456Selection of precoding matrices or codebooks, e.g. using matrices antenna weighting
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04BTRANSMISSION
    • H04B7/00Radio transmission systems, i.e. using radiation field
    • H04B7/02Diversity systems; Multi-antenna system, i.e. transmission or reception using multiple antennas
    • H04B7/04Diversity systems; Multi-antenna system, i.e. transmission or reception using multiple antennas using two or more spaced independent antennas
    • H04B7/06Diversity systems; Multi-antenna system, i.e. transmission or reception using multiple antennas using two or more spaced independent antennas at the transmitting station
    • H04B7/0613Diversity 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
    • H04B7/0615Diversity 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
    • H04B7/0617Diversity 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
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04BTRANSMISSION
    • H04B7/00Radio transmission systems, i.e. using radiation field
    • H04B7/02Diversity systems; Multi-antenna system, i.e. transmission or reception using multiple antennas
    • H04B7/04Diversity systems; Multi-antenna system, i.e. transmission or reception using multiple antennas using two or more spaced independent antennas
    • H04B7/08Diversity systems; Multi-antenna system, i.e. transmission or reception using multiple antennas using two or more spaced independent antennas at the receiving station
    • H04B7/0837Diversity 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
    • H04B7/0842Weighted combining
    • H04B7/086Weighted combining using weights depending on external parameters, e.g. direction of arrival [DOA], predetermined weights or beamforming
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L25/00Baseband systems
    • H04L25/02Details ; arrangements for supplying electrical power along data transmission lines
    • H04L25/0202Channel estimation

Landscapes

  • Engineering & Computer Science (AREA)
  • Computer Networks & Wireless Communication (AREA)
  • Signal Processing (AREA)
  • Power Engineering (AREA)
  • Mobile Radio Communication Systems (AREA)
  • Radio Transmission System (AREA)

Abstract

The invention discloses the channel estimations and mixed-beam manufacturing process of a kind of confrontation undesirable property of phase-shifter applied to millimetre-wave attenuator, it is characterized in including: 1, carries out down channel estimation using discrete Fourier transform DFT interpolation Jacobsen algorithmic method, substantially reduces trained expense and computation complexity;2, down mixing Precoding Design is carried out based on down channel estimated information, fights the undesirable property of phase-shifter;3, by compromising in performance and training expense, the accuracy of channel estimation method is further increased.For that can be solved under very low training expense and computation complexity using the present invention since there are precoding performance loss problems caused by phase displacement error and gain error for phase-shifter, so that user be greatly improved up to data rate in the forming of millimeter wave mixed-beam.

Description

A kind of channel estimation and mixed-beam manufacturing process for fighting the undesirable property of phase-shifter
Technical field
The invention belongs to the following 5G millimeter wave large-scale antenna array fields of communication technology, and in particular to confrontation phase-shifter is not The method of channel estimation and the mixed-beam forming of desirability.
Background technique
The following 5G communication needs bigger bandwidth, higher data rate and spectrum efficiency.Millimeter wave frequency band possesses huge Unlicensed spectrum resource, it is considered to be 5G communication in very promising selection;Large-scale antenna array technology can lead to simultaneously It crosses and obtains higher antenna gain to resist path loss;In addition, in order to save hardware cost and power loss, mixed-beam forms skill Art obtains extensive concern.Mixed-beam forming technique is divided into analog domain beam forming and numeric field beam forming.Analog domain wave beam Forming most cases are realized by phase-shifter network.But since technological level limits, there may be accidentally for the setting of phase-shifter Difference, such as phase displacement error or gain error, so that beam forming effect is deteriorated, user's achievable rate is reduced.
For multi-user's situation, forefathers propose many mixed-beam manufacturing process, including: " Electrical and Electronic engineering Shi Xiehui wirelessly communicates journal " (in December, 2016 publish the phase page 7258-7271 of volume 15 11) propose pass through compressed sensing technology Estimating channel information, and singular value (SVD) is carried out for channel matrix and decomposes the method for obtaining pre-coding matrix;And it is " electrical Domain periodical is selected with Electronic Engineering Association communication " proposition of (in June, 2017 publish 1576-1590 page of phase of volume 35 7) article passes through Wave beam training, the method to obtain analog domain pre-coding matrix.But these methods are larger in the presence of training expense, calculate complicated Higher disadvantage is spent, so be mostly that complicated channel estimation or wave beam training process are completed in uplink using channel reciprocity, Inferior obliqued overaction is designed with this again.But in fact, the presence of many factors is waited since inphase quadrature is unbalance, rf chain is upper Downlink is unsatisfactory for reciprocity, so if can pass through a kind of low complex degree, the down channel estimation side of low trained expense Method, carries out the design of down mixing beam forming, while solving the problems, such as due to the imperfect bring reduced performance of phase-shifter, is solution The certainly meaningful research direction with prospect of the application of this respect problem.
Summary of the invention
The purpose of the present invention is to propose to a kind of channel estimations of confrontation undesirable property of phase-shifter applied to millimetre-wave attenuator With mixed-beam manufacturing process, the achievable rate of user is improved by comparing low training expense and computation complexity, and Fight the undesirable property of phase-shifter.
The present invention is applied to channel estimation and the mixed-beam forming side of the confrontation undesirable property of phase-shifter of millimetre-wave attenuator Method, application scenarios are as follows: a base station and K user carry out downlink communication simultaneously;The antenna of base station has NBSRoot, rf chain number are K, user side equipment antenna have NUERoot, rf chain number are one;There is base station end the original signal s of K × 1 to send to user, Mix pre-coding matrix are as follows: F=FRFFBB, wherein FRFFor NBS× K ties up analog domain pre-coding matrix, FBBIt is pre- for K × K dimension word domain Encoder matrix;Analog domain pre-coding matrix is made of phase-shifter network, and element meets amplitude limitation, pre-coding matrix each element table It is shown asThere are phase displacement error δ and gain error α for phase-shifter;Characterized by the following steps:
The first step leaves angular estimation by discrete Fourier transform (DFT) interpolation Jacobsen algorithm progress downlink:
Base station end sends pilot matrixAnalog domain pre-coding matrix are as follows:Its In, UK×KIt is K × K dimension DFT matrix;K-th of subscriber channel matrix uses Rice channel modelWhereinTo look at diameter channel straight,To scatter diameter channel;Each user is only connect with an omnidirectional antenna It receives, then the signal that k-th of user receives are as follows:
In user terminal, down channel direct-view diameter is carried out with DFT interpolation method and leaves angular estimation: in ykIn to find out modulus value maximumAnd it finds two and closes on valueWithEstimated using the angle of leaving that Jacobsen algorithm carries out straight length Meter, estimated value are as follows:
Second step, feeding back downlink leave angle, carry out analog domain Precoding Design:
The angle of leaving for the straight length that each user estimates is fed back to base station end, base station end designs k-th corresponding The analog domain precoding vector of user are as follows:Wherein Q () is the quantization for angle in bracket;The design simulation domain beam forming vector in such a way that receiving end is trained using wave beam;
Third step, estimation downlink equivalent channel:
Pilot tone is sent from base station to user againAnd using designed analog domain precoding square in second step Battle array, in user terminal for equivalent channelEstimated, obtains estimation equivalent channel
4th step, feeding back downlink equivalent channel carry out numeric field pre-coding matrix design:
The estimation equivalent channel that estimation is obtainedBase station end is fed back, numeric field pre-coding matrix is designed:
Thus mixing pre-coding matrix F=F is obtainedRFFBB
In aforementioned present invention technical method, the discrete Fourier transform DFT interpolation Jacobsen algorithm of use is more in channel Better performances when diameter number is less, direct-view diameter energy is strong more than scattering diameter;
When multipath number increases, the channel estimation methods that can be compromised using a kind of performance and training expense are mentioned DFT sequence length in high DFT interpolation algorithm, at this point it is possible to using P cycle of training, total analog domain precoding of use Matrix are as follows:In p-th of cycle of training, using FRF,P(p-1) K+1 to pth K column conduct Analog domain pre-coding matrix, last DFT sequence length are PK.This way can when multipath number is more being obviously improved property Energy.
Compared with the prior art, since the method for the present invention is directly to obtain down channel direct-view diameter with DFT interpolation algorithm Angle is left, and with this design simulation domain pre-coding matrix, it is very high complete that progress complexity had not both been needed using the method for the present invention Channel information estimation also avoids the height training expense of wave beam training, and advantageous effects are embodied in:
1, it can fight due to the imperfect bring performance loss of phase-shifter: need to carry out channel estimation, and to channel It carries out singular value decomposition to obtain in the art methods of pre-coding matrix, due to lacking estimating for information imperfect for phase-shifter Meter and calibration, can generate very big performance loss;And in the methods of the invention, due to take for comprising including rf chain etc. Effect channel is estimated, by compensating in numeric field precoding for phase-shifter imperfection, so that retention property is not Drop;
2, can reduce trained expense: in wave beam training method, analog domain precoding codebook number needs and antenna base This maintains an equal level, and expense is trained to be equal to codebook number;And in the method for the present invention, in the case where channel looks at the stronger situation of diameter straight, it is only necessary to use Amount trains time slot, greatly reduces trained expense;Since training expense is low, computation complexity is low, using the method for the present invention Down channel estimation may be implemented, thus avoid channel reciprocity and be unsatisfactory for and bring performance loss, also avoid calibrating Additional hardware resources needed for channel reciprocity.
Detailed description of the invention
Fig. 1 is to be estimated under different channels multipath number and Lay this coefficient using the method for the present invention and use compressed sensing technology Channel information is counted, singular value (SVD) is carried out for channel matrix and decomposes the method for obtaining pre-coding matrix;And it is instructed by wave beam Practice, come obtain analog domain pre-coding matrix method Contrast on effect.
Specific embodiment
Embodiment 1:
The present embodiment is applied to the channel estimation and mixed-beam forming of the confrontation undesirable property of phase-shifter of millimetre-wave attenuator Method comprises the following processes: base station end to user send training sequence, user side application discrete Fourier transform interpolation method into Row downlink leaves angle angle estimation.Angle angle design analog domain precoding is left according to what is fed back in base station later.Using setting The analog domain pre-coding matrix counted, base station end send pilot tone to user again, and user terminal estimates equivalent channel.Finally, base station End group designs the precoding of force zero numeric field in the equivalent channels information of user feedback.
The present invention is applied to channel estimation and the mixed-beam forming side of the confrontation undesirable property of phase-shifter of millimetre-wave attenuator One specific embodiment of method carries out as follows:
One base station and K user carry out downlink communication simultaneously;The antenna of base station has NBSRoot, rf chain number are K, user side Device antenna has NUERoot, rf chain number are one;There is base station end the original signal s of K × 1 to send to user, and mixing prelists Code matrix are as follows: F=FRFFBB, wherein FRFFor NBS× K ties up analog domain pre-coding matrix, FBBFor K × K dimension word domain precoding square Battle array;Analog domain pre-coding matrix is made of phase-shifter network, and element meets amplitude limitation, and pre-coding matrix each element is expressed asThere are phase displacement error δ and gain error α for phase-shifter;Including following operating procedure:
The first step leaves angular estimation by discrete Fourier transform (DFT) interpolation Jacobsen algorithm progress downlink:
Base station end sends pilot matrixAnalog domain pre-coding matrix are as follows:Its In, UK×KIt is K × K dimension DFT matrix;K-th of subscriber channel matrix uses Rice channel modelWhereinTo look at diameter channel straight,To scatter diameter channel;Each user is only connect with an omnidirectional antenna It receives, then the signal that k-th of user receives are as follows:
In user terminal, down channel direct-view diameter is carried out with DFT interpolation method and leaves angular estimation: in ykIn to find out modulus value maximumAnd it finds two and closes on valueWithEstimated using the angle of leaving that Jacobsen algorithm carries out straight length Meter, estimated value are as follows:
Second step, feeding back downlink leave angle, carry out analog domain Precoding Design:
The angle of leaving for the straight length that each user estimates is fed back to base station end, base station end designs k-th corresponding The analog domain precoding vector of user are as follows:Wherein Q () is the quantization for angle in bracket;The design simulation domain beam forming vector in such a way that receiving end is trained using wave beam;
Third step, estimation downlink equivalent channel:
Pilot tone is sent from base station to user againAnd using designed analog domain precoding square in second step Battle array, in user terminal for equivalent channelEstimated, obtains estimation equivalent channel
4th step, feeding back downlink equivalent channel carry out numeric field pre-coding matrix design:
The estimation equivalent channel that estimation is obtainedBase station end is fed back, numeric field pre-coding matrix is designed:
Thus mixing pre-coding matrix F=F is obtainedRFFBB
The total achievable rate of system that the mixed-beam manufacturing process of aforementioned present invention can achieve can be by 1 table of analogous diagram Reveal and.Wherein about the setting of simulation parameter: NBS=128, NUE=4, K=16, signal-to-noise ratio are fixed on 15dB, each user Channel multi-path number be fixed as 4.The comparison of three kinds of different analog domain precodings is introduced in analogous diagram: being used in base station end Perfect channel information, carries out channel matrix singular value decomposition, and singular value vector corresponding for maximum singular value carries out phase It extracts and quantifies, carry out design simulation domain pre-coding matrix;Uplink beam training is carried out for each user, concentrates and chooses in code book Optimal vector is combined into analog domain pre-coding matrix;And analog domain method for precoding proposed by the present invention, including use 2 It is a, 8 cycles of training.Numeric field is all made of the force zero precoding based on equivalent channel, only, is decomposed based on channel singular value It is not required to be estimated it is known that equivalent channel directly can be acquired in base station end due to channel information in method, and other two methods It is both needed to carry out equivalent channel estimation.Using the optimal method for precoding in the case of perfect phase-shifter and channel information as performance measure Standard.Fig. 1 abscissa is this coefficient (unit dB) of channel Lay, and ordinate is total achievable rate, is illustrated using the present invention Performance simulation figure of the method under different channels multipath number and Lay this coefficient, and the comparison with other methods, wherein stationary phase The root-mean-square value of shift error is 0.1rad, and the root-mean-square value of gain error is 1dB.From figure 1 it appears that being based on channel singular Value decomposition, it is not worst to the method performance that equivalent channel is estimated;What method proposed by the present invention and every user wave beam were trained Method is compared, and performance maintains an equal level when using 2 cycles of training, more excellent using performance after 8 cycles of training;Side proposed by the present invention Method is that can reach the performance to maintain an equal level with every user wave beam training method using only 1/4 training expense.

Claims (2)

1. a kind of channel estimation and mixed-beam manufacturing process of the confrontation undesirable property of phase-shifter applied to millimetre-wave attenuator, Application scenarios an are as follows: base station and K user carry out downlink communication simultaneously;The antenna of base station has NBSRoot, rf chain number are K, are used Family side apparatus antenna has NUERoot, rf chain number are one;There is base station end the original signal s of K × 1 to send to user, mix Pre-coding matrix are as follows: F=FRFFBB, wherein FRFFor NBS× K ties up analog domain pre-coding matrix, FBBFor the domain precoding of K × K dimension word Matrix;Analog domain pre-coding matrix is made of phase-shifter network, and element meets amplitude limitation, and pre-coding matrix each element is expressed asThere are phase displacement error δ and gain error α for phase-shifter;Characterized by the following steps:
The first step leaves angular estimation by discrete Fourier transform DFT interpolation Jacobsen algorithm progress downlink:
Base station end sends pilot matrixAnalog domain pre-coding matrix are as follows:Wherein, UK×K It is K × K dimension DFT matrix;K-th of subscriber channel matrix uses Rice channel modelIts InTo look at diameter channel straight,To scatter diameter channel;Each user is only connect with an omnidirectional antenna It receives, then the signal that k-th of user receives are as follows:
In user terminal, down channel direct-view diameter is carried out with DFT interpolation method and leaves angular estimation: in ykIn to find out modulus value maximumAnd it finds two and closes on valueWithEstimated using the angle of leaving that Jacobsen algorithm carries out straight length Meter, estimated value are as follows:
Second step, feeding back downlink leave angle, carry out analog domain Precoding Design:
The angle of leaving for the straight length that each user estimates is fed back to base station end, base station end, which designs, corresponds to k-th of user Analog domain precoding vector are as follows:Wherein Q () is Quantization for angle in bracket;The design simulation domain beam forming vector in such a way that receiving end is trained using wave beam;
Third step, estimation downlink equivalent channel:
Pilot tone is sent from base station to user againAnd designed analog domain pre-coding matrix in second step is used, In user terminal for equivalent channelEstimated, obtains estimation equivalent channel
4th step, feeding back downlink equivalent channel carry out numeric field pre-coding matrix design:
The estimation equivalent channel that estimation is obtainedBase station end is fed back, numeric field pre-coding matrix is designed:
Thus mixing pre-coding matrix F=F is obtainedRFFBB
2. the channel estimation and mixed-beam applied to the confrontation undesirable property of phase-shifter of millimetre-wave attenuator as described in claim 1 Manufacturing process is characterized in that: the discrete Fourier transform DFT interpolation Jacobsen algorithm, when multipath number increases, using mentioning The method of DFT sequence length in high DFT interpolation algorithm improves estimated accuracy, use P cycle of training at this time, use always Analog domain pre-coding matrix are as follows:In p-th of cycle of training, using FRF,P(p-1) K+1 It is used as analog domain pre-coding matrix to pth K column, last DFT sequence length is PK.
CN201811249796.9A 2018-10-25 2018-10-25 Channel estimation and hybrid beam forming method for resisting non-ideality of phase shifter Active CN109347529B (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN201811249796.9A CN109347529B (en) 2018-10-25 2018-10-25 Channel estimation and hybrid beam forming method for resisting non-ideality of phase shifter

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN201811249796.9A CN109347529B (en) 2018-10-25 2018-10-25 Channel estimation and hybrid beam forming method for resisting non-ideality of phase shifter

Publications (2)

Publication Number Publication Date
CN109347529A true CN109347529A (en) 2019-02-15
CN109347529B CN109347529B (en) 2021-08-13

Family

ID=65311768

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201811249796.9A Active CN109347529B (en) 2018-10-25 2018-10-25 Channel estimation and hybrid beam forming method for resisting non-ideality of phase shifter

Country Status (1)

Country Link
CN (1) CN109347529B (en)

Cited By (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN110401476A (en) * 2019-08-05 2019-11-01 东南大学 A kind of codebook-based millimetre-wave attenuator multi-user parallel beam training method
CN111866938A (en) * 2019-04-30 2020-10-30 华为技术有限公司 Method and device for reporting measurement
CN111988070A (en) * 2020-08-27 2020-11-24 中国科学技术大学 Shared amplitude weighting analog beam forming method applied to millimeter wave communication
CN113193890A (en) * 2021-04-21 2021-07-30 北京航空航天大学 Channel estimation method based on opportunistic beamforming

Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20160295554A1 (en) * 2015-03-31 2016-10-06 Samsung Electronics Co., Ltd. Method and apparatus for selecting beam in wireless communication system supporting beamforming scheme
CN106209705A (en) * 2016-09-07 2016-12-07 江苏中兴微通信息科技有限公司 The main footpath method of estimation of a kind of millimeter wave condition of sparse channel and device
CN106302274A (en) * 2016-08-26 2017-01-04 清华大学 A kind of extensive mimo system multiuser channel is estimated and tracking
CN107508774A (en) * 2017-08-21 2017-12-22 安徽师范大学 Combined channel represents and the millimeter wave mimo channel method of estimation of beam designing
CN108449121A (en) * 2018-02-13 2018-08-24 杭州电子科技大学 Low complex degree mixing method for precoding in the extensive mimo system of millimeter wave

Patent Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20160295554A1 (en) * 2015-03-31 2016-10-06 Samsung Electronics Co., Ltd. Method and apparatus for selecting beam in wireless communication system supporting beamforming scheme
CN106302274A (en) * 2016-08-26 2017-01-04 清华大学 A kind of extensive mimo system multiuser channel is estimated and tracking
CN106209705A (en) * 2016-09-07 2016-12-07 江苏中兴微通信息科技有限公司 The main footpath method of estimation of a kind of millimeter wave condition of sparse channel and device
CN107508774A (en) * 2017-08-21 2017-12-22 安徽师范大学 Combined channel represents and the millimeter wave mimo channel method of estimation of beam designing
CN108449121A (en) * 2018-02-13 2018-08-24 杭州电子科技大学 Low complex degree mixing method for precoding in the extensive mimo system of millimeter wave

Cited By (7)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN111866938A (en) * 2019-04-30 2020-10-30 华为技术有限公司 Method and device for reporting measurement
WO2020220847A1 (en) * 2019-04-30 2020-11-05 华为技术有限公司 Measurement reporting method and apparatus
CN111866938B (en) * 2019-04-30 2022-03-08 华为技术有限公司 Method and device for reporting measurement
CN110401476A (en) * 2019-08-05 2019-11-01 东南大学 A kind of codebook-based millimetre-wave attenuator multi-user parallel beam training method
CN111988070A (en) * 2020-08-27 2020-11-24 中国科学技术大学 Shared amplitude weighting analog beam forming method applied to millimeter wave communication
CN113193890A (en) * 2021-04-21 2021-07-30 北京航空航天大学 Channel estimation method based on opportunistic beamforming
CN113193890B (en) * 2021-04-21 2022-07-08 北京航空航天大学 Channel estimation method based on opportunistic beamforming

Also Published As

Publication number Publication date
CN109347529B (en) 2021-08-13

Similar Documents

Publication Publication Date Title
Arnold et al. Novel massive MIMO channel sounding data applied to deep learning-based indoor positioning
CN109347529A (en) A kind of channel estimation and mixed-beam manufacturing process for fighting the undesirable property of phase-shifter
US9118111B2 (en) Antenna array calibration for wireless communication systems
Obara et al. Joint fixed beamforming and eigenmode precoding for super high bit rate massive MIMO systems using higher frequency bands
CN108933745A (en) A kind of broad-band channel estimation method estimated based on super-resolution angle and time delay
US8280430B2 (en) Antenna array calibration for multi-input multi-output wireless communication systems
Obara et al. Joint processing of analog fixed beamforming and CSI-based precoding for super high bit rate massive MIMO transmission using higher frequency bands
CN108886826A (en) Mixed-beam manufacturing process for wireless multi-antenna and frequency division duplex system
CN110213185B (en) Three-dimensional channel parameter estimation method based on atomic norm minimization
CN105656819A (en) Self-adaptive channel estimation method based on compressed sensing and large-scale MIMO
CN108599825A (en) A kind of hybrid coding method based on MIMO-OFDM millimeters of wave structures
Jaeckel Quasi-deterministic channel modeling and experimental validation in cooperative and massive MIMO deployment topologies
CN108075811B (en) Method for hybrid precoding and communication device
CN110099016A (en) A kind of sparse front channel estimation methods of millimeter wave based on deep learning network
US8498669B2 (en) Antenna array calibration for wireless communication systems
CN108881074A (en) Broadband millimeter-wave channel estimation methods under a kind of low precision mixed architecture
CN110034916B (en) Antenna phase synchronization and channel reciprocity calibration method based on terminal feedback
CN109861933A (en) A kind of millimeter wave mimo channel estimation method based on MUSIC algorithm and precoding
Choi et al. Channel extrapolation for FDD massive MIMO: Procedure and experimental results
CN108712198A (en) A kind of mixing method for precoding based on subband equivalent channel matrix conditional number
CN106850010A (en) Channel feedback method and device based on mixed-beam figuration
CA2606163C (en) Antenna array calibration for wireless communication systems
CN108572347A (en) The two-dimentional angle-measuring method of face battle array based on communication signal channel condition responsive information and system
CN114143896A (en) Large-scale MIMO cross-frequency cooperation robust transmission method
CN110233688A (en) Inhibit the extensive antenna orthogonal Space Time Coding launching technique of Beam Domain based on Doppler

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