CN106788642A - A kind of mixing Precoding Design method for the extensive mimo system in actual broadband - Google Patents
A kind of mixing Precoding Design method for the extensive mimo system in actual broadband Download PDFInfo
- Publication number
- CN106788642A CN106788642A CN201611239321.2A CN201611239321A CN106788642A CN 106788642 A CN106788642 A CN 106788642A CN 201611239321 A CN201611239321 A CN 201611239321A CN 106788642 A CN106788642 A CN 106788642A
- Authority
- CN
- China
- Prior art keywords
- matrix
- precoding
- rsqb
- lsqb
- carrier
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Granted
Links
- 238000013461 design Methods 0.000 title claims abstract description 25
- 238000000034 method Methods 0.000 title claims abstract description 24
- 239000011159 matrix material Substances 0.000 claims abstract description 90
- 238000012937 correction Methods 0.000 claims abstract description 18
- 238000004088 simulation Methods 0.000 claims abstract description 16
- 239000000969 carrier Substances 0.000 claims description 19
- 230000010363 phase shift Effects 0.000 claims description 13
- 238000000354 decomposition reaction Methods 0.000 claims description 6
- 238000001228 spectrum Methods 0.000 claims description 4
- 238000005457 optimization Methods 0.000 claims description 3
- 238000012986 modification Methods 0.000 claims description 2
- 230000004048 modification Effects 0.000 claims description 2
- 230000003595 spectral effect Effects 0.000 abstract description 8
- 239000012467 final product Substances 0.000 abstract 1
- 210000003128 head Anatomy 0.000 abstract 1
- 210000001747 pupil Anatomy 0.000 abstract 1
- 238000011160 research Methods 0.000 description 6
- 230000006872 improvement Effects 0.000 description 4
- 230000000694 effects Effects 0.000 description 3
- 230000008859 change Effects 0.000 description 2
- 238000004891 communication Methods 0.000 description 1
- 238000005516 engineering process Methods 0.000 description 1
- 230000008569 process Effects 0.000 description 1
- 238000012545 processing Methods 0.000 description 1
Classifications
-
- 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
- H04B7/0413—MIMO systems
-
- 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
- H04B7/0413—MIMO systems
- H04B7/0456—Selection of precoding matrices or codebooks, e.g. using matrices antenna weighting
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L27/00—Modulated-carrier systems
- H04L27/0014—Carrier regulation
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L27/00—Modulated-carrier systems
- H04L27/18—Phase-modulated carrier systems, i.e. using phase-shift keying
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L27/00—Modulated-carrier systems
- H04L27/0014—Carrier regulation
- H04L2027/0024—Carrier regulation at the receiver end
- H04L2027/0026—Correction of carrier offset
Landscapes
- Engineering & Computer Science (AREA)
- Computer Networks & Wireless Communication (AREA)
- Signal Processing (AREA)
- Radio Transmission System (AREA)
Abstract
The present invention proposes a kind of mixing Precoding Design method for the extensive mimo system in actual broadband, comprises the following steps:In radio-frequency head, first assume that the simulation precoding on all carrier waves is identical, to maximize system spectral efficiency as criterion, preferably simulation pre-coding matrix is calculated using complete channel condition information;Then the phase shifter characteristic in real system, it is determined that the simulation pre-coding matrix on each carrier wave in practice, and in numeric field designed phase correction matrix, correct the phase offset that the simulation precoding on different carrier waves in practice occurs, to approach preferably simulation precoding, phase only pupil filter matrix is multiplied Ji Wei designed simulation pre-coding matrix with the simulation pre-coding matrix that phase offset occurs on each carrier wave;Finally, it is multiplied with simulation precoding is previously obtained using the channel condition information design digital precode matrix of equivalent low dimensional at base band, obtains final product mixing Precoding Design scheme.
Description
the technical field is as follows:
the invention belongs to the technical field of wireless communication, and particularly relates to a hybrid precoding design method for an actual broadband large-scale MIMO system.
Background art:
hybrid precoding is a research hotspot of massive MIMO, and when the number of antennas is large (hundreds to thousands), it is impossible to equip each antenna with a specific radio frequency link (RF) due to power consumption and cost, so that it becomes very meaningful to research deployment of massive MIMO with a small amount of RF. The hybrid precoding uses a low-cost phase shifter to control the phase of a signal on a transmitting antenna at a radio frequency end, so that the analog precoding is realized, the hardware cost is reduced, and the number of radio frequencies required by a system is reduced; digital precoding is achieved at baseband with equivalent low-dimensional Channel State Information (CSI) control signal amplitude and phase. Hybrid precoding can therefore enable massive MIMO with a much smaller RF number than the number of antennas. Currently, research on hybrid precoding is mainly focused on a single carrier system, research work on hybrid precoding of a wideband system is relatively small, and the current design of wideband hybrid precoding is researched under the condition that analog precoding on each subcarrier is assumed to be the same, which is only suitable for the case that the ratio of bandwidth to center carrier frequency is relatively small. However, considering future millimeter wave (30-300 GHz) applications, the above assumption is often unrealistic in practice. This is because the phase shifters in wideband beamforming networks are usually implemented using delay lines, which results in the same delay producing different phases on different carriers, i.e. although we have only set one analog precoding matrix, it produces phase shifts on different carriers. In practice the analog precoding on different carriers is therefore different, which results in a non-negligible performance loss.
In the research of the current broadband system hybrid precoding design, the non-ideal characteristic of hardware implementation in the actual system is rarely considered; in the past, where the bandwidth was narrow, the phase of the phase shifter did not change much with frequency, and its effect was negligible. The current millimeter wave technology is ultra-wideband, for example, in the 60GHz band, the bandwidth is typically 2G. On the other hand, in such a high frequency band, in order to ensure the performance of the system, the requirement on the processing precision of hardware is very fine, which results in a very high price of millimeter wave devices, and thus an intermediate frequency link is required. The common intermediate frequency is 2.75GHz, which results in a bandwidth-to-carrier ratio of approximately 0.5-1.5, and therefore the effect of phase offset on analog precoding becomes non-negligible.
In summary, it is necessary to research a hybrid precoding design method suitable for a practical wideband massive MIMO system.
The invention content is as follows:
the invention aims to provide a hybrid precoding design method for an actual broadband large-scale MIMO system, aiming at the problems, and the method can improve the hybrid precoding performance of the actual broadband system.
In order to achieve the purpose, the invention adopts the following technical scheme to realize the purpose:
a hybrid precoding design method for an actual broadband massive MIMO system comprises the following steps:
1) at a radio frequency end, firstly, assuming that analog precoding on all carriers is the same, and designing an ideal analog precoding matrix by using complete channel state information by taking the maximum system spectrum efficiency as a criterion;
2) determining a simulated precoding matrix with phase shift on each carrier according to the characteristics of a phase shifter in practice, designing a phase correction matrix in a digital domain, correcting the phase shift of the simulated precoding on different carriers in practice to approximate to the ideal simulated precoding matrix obtained in the step 1), and multiplying the phase correction matrix and the simulated precoding matrix with the phase shift on each carrier to obtain the designed simulated precoding matrix;
3) designing a digital precoding matrix by using equivalent low-dimensional channel state information at a baseband;
4) multiplying the analog precoding obtained in the step 2) and the digital precoding obtained in the step 3) to obtain a mixed precoding design scheme.
The further improvement of the invention is that the specific implementation method of the step 1) is as follows:
considering a downlink broadband large-scale MIMO system, a base station passes NRFRoot radio frequency, NtRoot antenna, sending NsA data stream, user configuration NrA root antenna, the radio frequency number of which is the same as the number of antennas, and K subcarriers are shared; fBB[k]Representing the digital baseband precoding matrix on the k-th carrier, FRFIs an analog precoding matrix representing all carriers, W k at the receiving end]Represents a receive combining matrix, where Nt>>NRF;
101) Received signal on the kth carrier:
y[k]=WH[k]H[k]FRFFBB[k]s[k]+WH[k]n[k](1)
wherein, H [ k]Indicating the channel on the k-th carrier,representing the noise on the kth carrier;
102) according to the received signals in the previous step, the base station end designs analog precoding and digital precoding with the goal of maximizing mutual information as follows:
wherein,is a feasible set of analog precoding, i.e. a set of N with all elements of the same amplitudet×NRFA matrix set;
103) solving the optimization problem to obtain an ideal simulation precoding matrix:
where R is the channel correlation matrix.
The further improvement of the invention is that the specific implementation method of the step 2) is as follows:
201) determining an analog precoding matrix with phase shift on each carrier according to the characteristics of the actual phase shifter: taking the analog precoding matrix obtained in step 1) as an analog precoding matrix on the center carrier frequency, the analog precoding matrix on the k-th carrier in practice can be represented as:
wherein is represented by FRFIs an analog precoding matrix at the center carrier frequency,representing the phase deviation matrix on the k-th carrier,representing the Hadamard product of matrix A and matrix B;
202) the phase offset is corrected in the digital domain: the modification can be described as:
whereinIt can be found in step 1) that when the frequency of the kth carrier is given, F is calculated from equation (6)RF[k]Therefore, solving for P2 yields a well-known least mean square solution:
whereinRepresents the pseudo-inverse of matrix a;
203) multiplying the phase correction matrix by the analog precoding matrix with phase offset on each carrier to obtain the designed analog precoding matrix, i.e. FRF[k]Fc[k]。
The further improvement of the invention is that the specific implementation method of the step 3) is as follows:
after the analog precoding and phase correction matrices on all carriers are determined in step 2), the equivalent low-dimensional channel state information at the baseband is represented as:
at baseband, SVD decomposition of equivalent low dimensional channel state information can yield digital precodingIn which V iseff[k]Is an equivalent channel Heff[k]Right singular matrix of the SVD decomposition of (a).
The further improvement of the invention is that the specific implementation method of the step 4) is as follows:
multiplying the analog precoding obtained in the step 2) and the digital precoding obtained in the step 3) to obtain a mixed precoding design scheme:
F=FRF[k]Fc[k]FBB[k](10)。
compared with the prior art, the invention has the following advantages:
the invention considers the performance of the phase shifter in the broadband beam forming network which is sensitive to the frequency change for the first time and designs the mixed pre-coding scheme which is more in line with the actual system. Compared with the traditional mixed precoding scheme, the invention provides an effective scheme for setting a phase correction matrix in a digital domain to correct the phase deviation aiming at the actual situation that the simulated precoding on different carriers is different due to the phase deviation generated by a phase shifter on the basis of designing the ideal simulated precoding, thereby improving the integral frequency spectrum efficiency of the system and greatly improving the frequency efficiency of the edge carrier.
Description of the drawings:
fig. 1 is a graph of spectral efficiency versus frequency spectrum efficiency on each carrier for different schemes;
fig. 2 is a graph of average spectral efficiency over all carriers for different schemes.
The specific implementation mode is as follows:
the invention is described in further detail below with reference to the accompanying drawings:
the invention provides a hybrid precoding design method for an actual broadband large-scale MIMO system, which mainly adopts the following steps: firstly, at a radio frequency end, assuming that analog precoding on all carriers is the same, and designing an ideal analog precoding matrix by using complete channel state information; secondly, determining a simulation pre-coding matrix with phase shift on each carrier according to the characteristics of the actual phase shifter, designing a phase correction matrix in a digital domain, correcting the phase shift of simulation pre-coding on different carriers in the actual process to approximate the ideal simulation pre-coding matrix obtained in the first step, and multiplying the phase correction matrix and the simulation pre-coding matrix with the phase shift on each carrier to obtain the designed simulation pre-coding matrix; thirdly, designing a digital precoding matrix at a baseband by using equivalent low-dimensional channel state information; and fourthly, multiplying the analog precoding obtained in the second step and the digital precoding obtained in the third step to obtain a mixed precoding design scheme.
The specific embodiment is as follows:
considering a downlink broadband large-scale MIMO system, a base station passes NRFRoot radio frequency, Nt(Nt>>NRF) Root antenna, sending NsA data stream, user configuration NrThe number of radio frequencies of the antennas is the same as the number of antennas, and K subcarriers are shared by the antennas. FBB[k]Representing the digital baseband precoding matrix on the k-th carrier, FRFIs an analog precoding matrix representing all carriers, W k at the receiving end]Representing a receive combining matrix;
on the basis of the above, the received signal on the k-th carrier can be expressed as
y[k]=WH[k]H[k]FRFFBB[k]s[k]+WH[k]n[k](1)
Wherein, H [ k]Indicating the channel on the k-th carrier,representing the noise on the k-th carrier.
The spectral efficiency on each carrier and the total spectral efficiency of the system are shown in equation (2) and equation (3), respectively:
the technical means of the hybrid precoding design method applicable to the actual broadband large-scale MIMO system provided by the invention is as follows:
firstly, assuming that the analog precoding is the same on all carriers, the design of the analog precoding and the digital precoding by the base station with the goal of maximizing mutual information can be described as follows:
wherein,is a feasible set of analog precoding, i.e. a set of N with all elements of the same amplitudet×NRFAnd (5) matrix collection.
Solving the above optimization problem can obtain ideal analog precoding:
wherein R is a channel correlation matrix;
then, the obtained ideal simulated precoding matrix is used as a simulated precoding matrix on the center carrier frequency, and according to the characteristics of the actual phase shifter, the simulated precoding matrix on the k-th carrier wave in the actual situation can be expressed as:
wherein is represented by FRFIs an analog precoding matrix at the center carrier frequency,representing the phase deviation matrix on the k-th carrier,representing the Hadamard product of matrix a and matrix B.
In order to improve the performance of the system, the phase offset needs to be corrected in the digital domain, and the correction scheme can be described as
WhereinFor the ideal analog precoding matrix, when the frequency of the kth carrier is given, F can be calculated by equation (6)RF[k]. Therefore, by solving for P2, we can obtain a well-known least mean square solution:
whereinExpressing the pseudo inverse of the matrix A, multiplying the phase correction matrix with the analog precoding matrix with phase shift on each carrier to obtain the designed analog precoding matrix, namely FRF[k]Fc[k];
On the basis, the equivalent channel state information is utilized to design a digital precoding matrix. Through the above steps, analog precoding and phase correction matrices on all carriers are determined, and equivalent low-dimensional channel state information at the baseband can be expressed as:
at baseband, SVD decomposition of equivalent low dimensional channel state information can yield digital precodingIn which V iseff[k]Is an equivalent channel Heff[k]Right singular matrix of the SVD decomposition of (a);
and finally, multiplying the analog precoding and the digital precoding obtained in the steps to obtain a mixed precoding design scheme:
F=FRF[k]Fc[k]FBB[k](10)
the simulation effect of the invention is as follows:
number of base station antennas Nt64, radio frequency number NRFNumber of data streams N ═ 8sNumber of user antennas N4rAnd 4, the subcarrier number K is 4096, and the ratio of the broadband to the central carrier frequency is 0.5-1.5. Compared with three schemes of full-digital precoding, ideal hybrid precoding and actual hybrid precoding without phase correction, the comparison results are shown in fig. 1 and fig. 2.
Fig. 1 shows the spectral efficiency on each carrier for the different schemes when the SNR is 10 dB. It can be seen that the spectral efficiency of the edge carrier of the uncorrected phase scheme is 2.2dB lower than the ideal scheme, whereas the phase correction scheme proposed in the present invention is 1.2dB higher than the uncorrected phase scheme and is somewhat close to the ideal hybrid precoding scheme.
Fig. 2 shows the variation of the average spectral efficiency over all carriers with the signal-to-noise ratio for different schemes. It can be seen from the figure that the overall performance of the system with the uncorrected phase scheme is lower than that under the ideal condition by 0.5dB, while the phase correction algorithm proposed in the present invention can eliminate the performance loss caused by the phase offset to a certain extent, and the overall performance of the system is higher than that of the system with the uncorrected phase scheme by about 0.3 dB.
Claims (5)
1. A hybrid precoding design method for an actual wideband massive MIMO system is characterized by comprising the following steps:
1) at a radio frequency end, firstly, assuming that analog precoding on all carriers is the same, and designing an ideal analog precoding matrix by using complete channel state information by taking the maximum system spectrum efficiency as a criterion;
2) determining a simulated precoding matrix with phase shift on each carrier according to the characteristics of a phase shifter in practice, designing a phase correction matrix in a digital domain, correcting the phase shift of the simulated precoding on different carriers in practice to approximate to the ideal simulated precoding matrix obtained in the step 1), and multiplying the phase correction matrix and the simulated precoding matrix with the phase shift on each carrier to obtain the designed simulated precoding matrix;
3) designing a digital precoding matrix by using equivalent low-dimensional channel state information at a baseband;
4) multiplying the analog precoding obtained in the step 2) and the digital precoding obtained in the step 3) to obtain a mixed precoding design scheme.
2. The method for designing hybrid precoding for a large-scale MIMO system with practical wideband as claimed in claim 1, wherein the specific implementation method of step 1) is as follows:
considering a downlink broadband large-scale MIMO system, a base station passes NRFRoot radio frequency, NtRoot antenna, sending NsA data stream, user configuration NrA root antenna, the radio frequency number of which is the same as the number of antennas, and K subcarriers are shared; fBB[k]Representing the digital baseband precoding matrix on the k-th carrier, FRFIs an analog precoding matrix representing all carriers, W k at the receiving end]Indicating the reception of the combining matrix, wherein,
101) received signal on the kth carrier:
y[k]=WH[k]H[k]FRFFBB[k]s[k]+WH[k]n[k](1)
wherein, H [ k]Indicating the channel on the k-th carrier,representing the noise on the kth carrier;
102) according to the received signals in the previous step, the base station end designs analog precoding and digital precoding with the goal of maximizing mutual information as follows:
wherein,is a feasible set of analog precoding, i.e. a set of N with all elements of the same amplitudet×NRFA matrix set;
103) solving the optimization problem to obtain an ideal simulation precoding matrix:
where R is the channel correlation matrix.
3. The method of claim 2, wherein the specific implementation method of step 2) is as follows:
201) determining an analog precoding matrix with phase shift on each carrier according to the characteristics of the actual phase shifter: taking the analog precoding matrix obtained in step 1) as an analog precoding matrix on the center carrier frequency, the analog precoding matrix on the k-th carrier in practice can be represented as:
wherein is represented by FRFIs an analog precoding matrix at the center carrier frequency,representing the phase deviation matrix on the k-th carrier,representing the Hadamard product of matrix A and matrix B;
202) the phase offset is corrected in the digital domain: the modification can be described as:
whereinIt can be found in step 1) that when the frequency of the kth carrier is given, F is calculated from equation (6)RF[k]Therefore, solving for P2 yields a well-known least mean square solution:
whereinRepresents the pseudo-inverse of matrix a;
203) multiplying the phase correction matrix by the analog precoding matrix with phase offset on each carrier to obtain the designed analog precoding matrix, i.e. FRF[k]Fc[k]。
4. The method of claim 3, wherein the specific implementation method of step 3) is as follows:
after the analog precoding and phase correction matrices on all carriers are determined in step 2), the equivalent low-dimensional channel state information at the baseband is represented as:
at baseband, SVD decomposition of equivalent low dimensional channel state information can yield digital precodingIn which V iseff[k]Is an equivalent channel Heff[k]Right singular matrix of the SVD decomposition of (a).
5. The method of claim 4, wherein the specific implementation method of step 4) is as follows:
multiplying the analog precoding obtained in the step 2) and the digital precoding obtained in the step 3) to obtain a mixed precoding design scheme:
F=FRF[k]Fc[k]FBB[k](10)。
Priority Applications (2)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN201611239321.2A CN106788642B (en) | 2016-12-28 | 2016-12-28 | Hybrid precoding design method for actual broadband large-scale MIMO system |
PCT/CN2017/071526 WO2018120339A1 (en) | 2016-12-28 | 2017-01-18 | Hybrid precoding design method for actual broadband large-scale mimo system |
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN201611239321.2A CN106788642B (en) | 2016-12-28 | 2016-12-28 | Hybrid precoding design method for actual broadband large-scale MIMO system |
Publications (2)
Publication Number | Publication Date |
---|---|
CN106788642A true CN106788642A (en) | 2017-05-31 |
CN106788642B CN106788642B (en) | 2020-08-18 |
Family
ID=58923240
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN201611239321.2A Active CN106788642B (en) | 2016-12-28 | 2016-12-28 | Hybrid precoding design method for actual broadband large-scale MIMO system |
Country Status (2)
Country | Link |
---|---|
CN (1) | CN106788642B (en) |
WO (1) | WO2018120339A1 (en) |
Cited By (8)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN107359921A (en) * | 2017-08-04 | 2017-11-17 | 西安科技大学 | Extensive mixing method for precoding of the mimo system based on orthonormalization |
CN107809274A (en) * | 2017-10-18 | 2018-03-16 | 东南大学 | A kind of mixing method for precoding based on Novel Phase-shifted switching network |
CN108199753A (en) * | 2017-12-07 | 2018-06-22 | 南京邮电大学 | A kind of method for precoding based on iteration minimum in millimetre-wave attenuator |
CN108736943A (en) * | 2018-05-22 | 2018-11-02 | 湘潭大学 | A kind of mixing method for precoding suitable for extensive mimo system |
CN110661555A (en) * | 2019-10-14 | 2020-01-07 | 复旦大学 | Hybrid precoding algorithm for partially connected phase shifter networks for massive MIMO |
CN113242067A (en) * | 2021-04-12 | 2021-08-10 | 华南理工大学 | Frequency spectrum efficiency optimization method of wireless energy-carrying communication system based on hybrid precoding |
CN113783592A (en) * | 2021-08-27 | 2021-12-10 | 华中科技大学 | Hybrid precoding method and system for beam offset compensation |
CN113794658A (en) * | 2021-08-06 | 2021-12-14 | 清华大学 | Real-time calibration method and device for joint time-varying channel tracking and phase shifter network |
Families Citing this family (10)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN109756254B (en) * | 2019-01-17 | 2020-06-02 | 河南省信息咨询设计研究有限公司 | Hybrid precoding processing method and related equipment |
CN113691291B (en) * | 2021-07-14 | 2022-05-24 | 清华大学 | MIMO transmitter hybrid precoder design method and device based on Hungary algorithm |
CN114095062B (en) * | 2021-12-08 | 2023-03-14 | 重庆航天火箭电子技术有限公司 | Broadband correction analog beam forming method of millimeter wave large-scale phased array system |
CN114172550A (en) * | 2021-12-14 | 2022-03-11 | 重庆邮电大学 | GMD hybrid precoding based on phase extraction in millimeter wave large-scale MIMO system |
CN115102589B (en) * | 2022-06-29 | 2023-07-25 | 内蒙古大学 | Deep learning hybrid precoding method of terahertz large-scale MIMO system |
CN114978264B (en) * | 2022-06-29 | 2023-07-25 | 内蒙古大学 | Mixed precoding method based on terahertz MIMO system |
CN115276728B (en) * | 2022-07-16 | 2023-12-05 | 西安邮电大学 | Mixed pre-coding method and system in millimeter wave system |
CN116112044A (en) * | 2022-08-09 | 2023-05-12 | 西安电子科技大学 | High-energy-efficiency hybrid precoding method based on neural network |
CN115514397B (en) * | 2022-09-19 | 2023-10-31 | 天津师范大学 | Method for improving energy efficiency of millimeter wave MIMO system based on dynamic radio frequency chain |
CN116388814B (en) * | 2023-03-27 | 2024-03-12 | 成都大学 | Large-scale MIMO (multiple input multiple output) multi-connection structure-based simulation and hybrid precoding method |
Citations (4)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US20140334564A1 (en) * | 2013-05-09 | 2014-11-13 | Samsung Electronics Co., Ltd | Method and system for providing low-complexity hybrid precoding in wireless communication systems |
CN104486044A (en) * | 2014-12-30 | 2015-04-01 | 北京航空航天大学 | Broadband module mixing pretreatment method for large-scale MIMO system |
US20160020933A1 (en) * | 2014-07-18 | 2016-01-21 | Samsung Electronics Co., Ltd. | Method and apparatus for peak to average power reduction in wireless communication systems using spectral mask filling |
CN105959048A (en) * | 2016-06-23 | 2016-09-21 | 北京科技大学 | Massive Multiple-Input Multiple-Output (Massive MIMO) pre-coding method |
Family Cites Families (5)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
KR101839812B1 (en) * | 2011-08-11 | 2018-03-19 | 삼성전자주식회사 | Method and apparatus for mixed analog and digital beam forming |
WO2015188385A1 (en) * | 2014-06-13 | 2015-12-17 | 上海贝尔股份有限公司 | Method for hybrid analog and digital precoding for use in large-scale mimo system |
CN106160809B (en) * | 2015-04-10 | 2020-03-13 | 上海诺基亚贝尔股份有限公司 | Mixed precoding method and device for multi-user multi-antenna system |
CN105933046B (en) * | 2016-06-24 | 2019-01-22 | 北京科技大学 | A kind of extensive antenna system base band and radio frequency mixing method for precoding |
CN106253956B (en) * | 2016-08-24 | 2019-06-21 | 东南大学 | Codebook-based modulus mixing method for precoding |
-
2016
- 2016-12-28 CN CN201611239321.2A patent/CN106788642B/en active Active
-
2017
- 2017-01-18 WO PCT/CN2017/071526 patent/WO2018120339A1/en active Application Filing
Patent Citations (4)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US20140334564A1 (en) * | 2013-05-09 | 2014-11-13 | Samsung Electronics Co., Ltd | Method and system for providing low-complexity hybrid precoding in wireless communication systems |
US20160020933A1 (en) * | 2014-07-18 | 2016-01-21 | Samsung Electronics Co., Ltd. | Method and apparatus for peak to average power reduction in wireless communication systems using spectral mask filling |
CN104486044A (en) * | 2014-12-30 | 2015-04-01 | 北京航空航天大学 | Broadband module mixing pretreatment method for large-scale MIMO system |
CN105959048A (en) * | 2016-06-23 | 2016-09-21 | 北京科技大学 | Massive Multiple-Input Multiple-Output (Massive MIMO) pre-coding method |
Non-Patent Citations (6)
Title |
---|
JIANSHU ZHANG ET AL: "Low rank approximation based hybrid precoding schemes for multi-carrier single-user massive MIMO systems", 《2016 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING》 * |
LINGXIAO KONG ET AL: "Wideband hybrid precoder for massive MIMO systems", 《2015 IEEE GLOBAL CONFERENCE ON SIGNAL AND INFORMATION PROCESSING》 * |
SUNGWOO PARK AND ROBERT W. HEATH JR.: "Frequency Selective Hybrid Precoding in Millimeter Wave OFDMA Systems", 《2015 IEEE GLOBAL COMMUNICATIONS CONFERENCE》 * |
SUNGWOO PARK ET AL: "Dynamic subarray architecture for wideband hybrid precoding in millimeter wave massive MIMO systems", 《2016 IEEE GLOBAL CONFERENCE ON SIGNAL AND INFORMATION PROCESSING》 * |
刘帅 等: "一种TDD-MIMO系统混合预编码传输机制", 《四川大学学报(工程科学版)》 * |
向建伟 等: "毫米波大规模MIMO系统中低复杂度混合预编码方法", 《电信科学》 * |
Cited By (11)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN107359921A (en) * | 2017-08-04 | 2017-11-17 | 西安科技大学 | Extensive mixing method for precoding of the mimo system based on orthonormalization |
CN107359921B (en) * | 2017-08-04 | 2020-07-28 | 西安科技大学 | Mixed precoding method of large-scale MIMO system based on standard orthogonalization |
CN107809274A (en) * | 2017-10-18 | 2018-03-16 | 东南大学 | A kind of mixing method for precoding based on Novel Phase-shifted switching network |
CN107809274B (en) * | 2017-10-18 | 2021-03-23 | 东南大学 | Hybrid precoding method based on novel phase-shifting switch network |
CN108199753A (en) * | 2017-12-07 | 2018-06-22 | 南京邮电大学 | A kind of method for precoding based on iteration minimum in millimetre-wave attenuator |
CN108736943A (en) * | 2018-05-22 | 2018-11-02 | 湘潭大学 | A kind of mixing method for precoding suitable for extensive mimo system |
CN108736943B (en) * | 2018-05-22 | 2021-04-06 | 湘潭大学 | Hybrid precoding method suitable for large-scale MIMO system |
CN110661555A (en) * | 2019-10-14 | 2020-01-07 | 复旦大学 | Hybrid precoding algorithm for partially connected phase shifter networks for massive MIMO |
CN113242067A (en) * | 2021-04-12 | 2021-08-10 | 华南理工大学 | Frequency spectrum efficiency optimization method of wireless energy-carrying communication system based on hybrid precoding |
CN113794658A (en) * | 2021-08-06 | 2021-12-14 | 清华大学 | Real-time calibration method and device for joint time-varying channel tracking and phase shifter network |
CN113783592A (en) * | 2021-08-27 | 2021-12-10 | 华中科技大学 | Hybrid precoding method and system for beam offset compensation |
Also Published As
Publication number | Publication date |
---|---|
CN106788642B (en) | 2020-08-18 |
WO2018120339A1 (en) | 2018-07-05 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
CN106788642B (en) | Hybrid precoding design method for actual broadband large-scale MIMO system | |
Dilli | Analysis of 5G wireless systems in FR1 and FR2 frequency bands | |
CN110166103B (en) | Novel hybrid beam forming structure and setting method of millimeter wave MU-MISO system | |
US9661506B2 (en) | Transceiver architecture for multiple antenna systems | |
CN105959048B (en) | A kind of method for precoding of extensive antenna | |
CN106253956B (en) | Codebook-based modulus mixing method for precoding | |
CN113728558B (en) | Method and system for hybrid beamforming for MIMO communication | |
CN107046434B (en) | Large-scale MIMO system analog-digital mixed precoding method | |
US11838079B2 (en) | MIMO systems | |
US10374670B2 (en) | Port-to-beam precoding to enable codebook based MU-MIMO operation in active antenna systems | |
CN105429686A (en) | Transmission device and method for separated type asymmetric hybrid beam formation | |
CN106571858B (en) | Hybrid beam forming transmission system | |
CN105306125A (en) | Asymmetrical shared hybrid beam forming transmitting-receiving device | |
CN110048752A (en) | One of extensive MIMO of millimeter wave mixes method for precoding | |
CN110557181A (en) | Symbol-level hybrid beam forming structure and setting method based on millimeter wave MU-MISO system | |
CN107104718A (en) | A kind of mixing method for precoding for millimeter wave RSM mimo systems | |
CN108270471A (en) | Low feedback mixing precoding and reception merging method in large-scale antenna array system | |
CN112054830A (en) | Massive MIMO (multiple input multiple output) signal energy simultaneous transmission system optimization method aiming at hardware damage | |
CN102820934B (en) | A kind of maximum-ratio combing detection method of improvement | |
Blandino et al. | Multi-user frequency-selective hybrid MIMO demonstrated using 60 GHz RF modules | |
Huang et al. | Hybrid precoding for single carrier wideband multi-subarray millimeter wave systems | |
CN108683441B (en) | Multi-user beam forming method in hybrid pre-coding | |
US10715261B2 (en) | Method and apparatus for antenna array calibration using on-board receiver | |
CN112865842A (en) | Design method of 5G-oriented hybrid precoder and combiner | |
Qianrui | Hybrid precoding for wideband multi-user MIMO millimeter wave system |
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 |