CN115314087A - Phase shift modulation and performance analysis method for intelligent reflector active information transmission - Google Patents

Phase shift modulation and performance analysis method for intelligent reflector active information transmission Download PDF

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CN115314087A
CN115314087A CN202210806236.9A CN202210806236A CN115314087A CN 115314087 A CN115314087 A CN 115314087A CN 202210806236 A CN202210806236 A CN 202210806236A CN 115314087 A CN115314087 A CN 115314087A
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phase shift
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CN115314087B (en
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许威
姚嘉铖
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Southeast University
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    • 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
    • H04B7/04013Intelligent reflective surfaces
    • 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
    • H04B7/0426Power distribution
    • H04B7/043Power distribution using best eigenmode, e.g. beam forming or beam steering
    • 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
    • H04B7/08Diversity systems; Multi-antenna system, i.e. transmission or reception using multiple antennas using two or more spaced independent antennas at the receiving station
    • H04B7/0868Hybrid systems, i.e. switching and combining
    • H04B7/088Hybrid systems, i.e. switching and combining using beam selection
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L27/00Modulated-carrier systems
    • H04L27/18Phase-modulated carrier systems, i.e. using phase-shift keying
    • H04L27/20Modulator circuits; Transmitter circuits
    • YGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
    • Y02TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
    • Y02DCLIMATE CHANGE MITIGATION TECHNOLOGIES IN INFORMATION AND COMMUNICATION TECHNOLOGIES [ICT], I.E. INFORMATION AND COMMUNICATION TECHNOLOGIES AIMING AT THE REDUCTION OF THEIR OWN ENERGY USE
    • Y02D30/00Reducing energy consumption in communication networks
    • Y02D30/70Reducing energy consumption in communication networks in wireless communication networks

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Abstract

The invention discloses a phase deviation modulation and performance analysis method for active information transmission of an intelligent reflector, which comprises the following steps: firstly, establishing a phase offset modulation system model for active information transmission of an intelligent reflecting surface; then calculating the optimal passive beam forming scheme under a given channel; then, on the basis of the optimal phase, superposing specific phase offset to transmit additional information; then, demodulating signals sent by the base station and signals sent by the RIS by using a maximum likelihood criterion at a receiving end; the performance analysis method comprises the following steps: and approximating an equivalent channel by using a central limit theorem, then calculating a moment mother function of demodulation errors under the maximum likelihood criterion, and finally calculating average paired error probability and bit error rate by using the approximation of a Q function. The invention can realize the error-free transmission of more bit information and realize higher spectral efficiency by utilizing the phase shift modulation and performance analysis method based on the intelligent reflecting surface.

Description

一种智能反射面主动信息传输的相位偏移调制与性能分析 方法Phase shift modulation and performance analysis of an intelligent reflector for active information transmission method

技术领域technical field

本发明涉及基于智能发射面通信的技术领域,特别是涉及一种智能反射面主动信息传输的相位偏移调制与性能分析方法。The invention relates to the technical field of communication based on an intelligent transmitting surface, in particular to a phase offset modulation and performance analysis method for active information transmission on an intelligent reflecting surface.

背景技术Background technique

智能反射表面(RIS)技术是一项具有广阔应用前景的,面向未来第六代移动通信(6G)的新兴技术。通过利用大量集成的低成本无源反射单元,动态调整入射信号的相位,重塑信道环境,辅助现有通信系统实现低能耗、高速率的数据传输。因为其没有收发信号和进一步进行信号处理的能量,现有的大量研究主要将RIS作为被动器件,用于增强接收端的信噪比,而忽略了利用RIS进行主动信息传输的能力。Intelligent reflective surface (RIS) technology is an emerging technology with broad application prospects and facing the future sixth generation mobile communication (6G). By using a large number of integrated low-cost passive reflection units, the phase of the incident signal is dynamically adjusted, the channel environment is reshaped, and the existing communication system is assisted to achieve low-energy, high-speed data transmission. Because it has no energy for sending and receiving signals and further signal processing, a large number of existing researches mainly use RIS as a passive device to enhance the signal-to-noise ratio of the receiving end, while ignoring the ability of using RIS for active information transmission.

利用RIS进行主动信息传输,可以实现更高速率的数据传输,支撑未来网络的需求。现有一些方案提出通过RIS反射单元的开关,或者是选择相互正交的反射单元相位等方法来实现额外信息传输,但却严重影响了接收信号能量,同时传输的信息数有限,无法充分激发RIS部署的潜力。因此,有必要考虑更优的RIS信息调制方式,以此来获得更高的速率和信道容量。The use of RIS for active information transmission can achieve higher data transmission rates and support the needs of future networks. Some existing schemes propose to achieve additional information transmission through the switch of the RIS reflection unit, or select the phase of the reflection unit orthogonal to each other, but it seriously affects the energy of the received signal, and the number of information transmitted at the same time is limited, and the RIS cannot be fully stimulated. Potential for deployment. Therefore, it is necessary to consider a better RIS information modulation method to obtain a higher rate and channel capacity.

发明内容Contents of the invention

有鉴于此,本发明的目的在于提供一种智能反射面主动信息传输的相位偏移调制与性能分析方法,实现通过RIS实现更多信息的可靠传输,提升系统在实际应用情况下的通信速率的技术问题。In view of this, the purpose of the present invention is to provide a phase offset modulation and performance analysis method for active information transmission on an intelligent reflective surface, to achieve reliable transmission of more information through RIS, and to improve the communication rate of the system in practical applications. technical problem.

为了实现上述目的,本发明采用如下技术方案:In order to achieve the above object, the present invention adopts the following technical solutions:

一种智能反射面主动信息传输的相位偏移调制与性能分析方法,所述方法包括:A phase offset modulation and performance analysis method for active information transmission on an intelligent reflective surface, the method comprising:

步骤S1、针对一下行通信系统,建立基于智能反射面主动信息传输的相位偏移调制系统模型,所述的下行通信系统包括:基站侧和接收侧,以及用于辅助通信的智能反射面,其中,所述智能反射面对基站侧发送的信号叠加相位偏移,用以提升系统的频谱效率;Step S1, for a downlink communication system, establish a phase shift modulation system model based on the active information transmission of the smart reflective surface, the downlink communication system includes: a base station side and a receiving side, and a smart reflective surface for auxiliary communication, wherein , the smart reflector superimposes a phase offset on the signal sent by the base station side, so as to improve the spectral efficiency of the system;

步骤S2、针对步骤S1中构建的相位偏移调制系统模型,在考虑最大化接收侧的信噪比的条件下,构建最优的被动波束赋形方案;Step S2. For the phase shift modulation system model constructed in step S1, construct an optimal passive beamforming scheme under the condition of maximizing the signal-to-noise ratio at the receiving side;

步骤S3、在智能反射面处利用相位偏移调制额外信息,其包括:保持基站侧的预编码向量不变,更改RIS处配置的相移,在原有相位上叠加相位偏移,实现额外信息传输;Step S3, using the phase offset to modulate additional information at the smart reflector, which includes: keeping the precoding vector at the base station side unchanged, changing the phase shift configured at the RIS, and superimposing the phase offset on the original phase to realize the transmission of additional information ;

步骤S4、接收侧根据获取到的信号,再利用最大似然准则解调基站侧发送的符号和智能反射面传递的额外信息,得到等价符号向量,其中,该等价符号向量的表达式中包括等价信道;Step S4, according to the acquired signal, the receiving side uses the maximum likelihood criterion to demodulate the symbol sent by the base station side and the additional information transmitted by the smart reflector to obtain an equivalent symbol vector, wherein the expression of the equivalent symbol vector including equivalent channels;

步骤S5、利用中心极限定理,用高斯随机变量近似所述的等价信道;Step S5, using the central limit theorem to approximate the equivalent channel with a Gaussian random variable;

步骤S6、计算解调误差的矩量母函数;Step S6, calculating the moment generating function of the demodulation error;

步骤S7、利用矩量母函数和Q函数的近似式,计算平均成对错误概率,并计算得到误比特率的近似表达式。Step S7, using the approximate expression of the moment generating function and the Q function to calculate the average pairwise error probability, and calculate the approximate expression of the bit error rate.

进一步的,所述步骤S1中,所述的相位偏移调制系统模型通过如下方式得到:Further, in the step S1, the phase shift modulation system model is obtained as follows:

针对所述的下行通信系统,进行如下的定义和设定,具体包括:For the downlink communication system, the following definitions and settings are made, specifically including:

hr=[hr,1,…,hr,N]T表示智能反射面与用户之间的信道;h r =[h r,1 ,…,h r,N ] T represents the channel between the smart reflector and the user;

G表示智能反射面与基站之间的信道,由于存在的阻碍,用户和基站之间的直达链路被忽略;G represents the channel between the smart reflector and the base station. Due to the existing obstacles, the direct link between the user and the base station is ignored;

智能反射面与基站之间的信道表示为:The channel between the smart reflector and the base station is expressed as:

G=abH G=ab H

在该公式中,向量a和b分别为已知的阵列导向向量,向量元素模值均为1,(·)H表示向量共轭转置;In this formula, vectors a and b are known array steering vectors respectively, and the modulus of the vector elements is 1, and ( ) H represents the conjugate transposition of the vector;

智能反射面与用户之间的信道由于存在的丰富散射,建模为瑞利信道,hr的元素相互独立,第n个元素hr,n服从均值为0方差为1的循环对称复高斯分布;The channel between the smart reflector and the user is modeled as a Rayleigh channel due to the existence of abundant scattering, the elements of h r are independent of each other, and the nth element h r,n obeys a circular symmetric complex Gaussian distribution with a mean of 0 and a variance of 1 ;

基站处发送的符号为s,采用M阶的正交振幅调制,满足平均发射功率为P,系统的噪声为z,服从均值为0方差为σ2的循环对称复高斯分布。The symbol sent by the base station is s, using M-order quadrature amplitude modulation, satisfying that the average transmit power is P, the noise of the system is z, and obeys a circular symmetric complex Gaussian distribution with a mean value of 0 and a variance of σ2 .

进一步的,所述步骤S2包括:Further, the step S2 includes:

将智能反射面的第n个反射单元处的相位θn和基站处的预编码向量w配置为最优相位

Figure BDA0003737783130000024
和最优预编码w*,如下所示:Configure the phase θ n at the nth reflective unit of the smart reflector and the precoding vector w at the base station as the optimal phase
Figure BDA0003737783130000024
and the optimal precoding w * as follows:

Figure BDA0003737783130000021
Figure BDA0003737783130000021

在上述的两个公式中,相移矩阵Θ*是以

Figure BDA0003737783130000022
为对角线元素的对角阵,[·]n表示向量的第n个元素,||·||2表示向量2范数。In the above two formulas, the phase shift matrix Θ * is given by
Figure BDA0003737783130000022
is a diagonal matrix of diagonal elements, [·] n represents the nth element of the vector, and ||·|| 2 represents the 2-norm of the vector.

进一步的,在所述步骤S3中,智能反射面的第n个反射单元处,叠加了相位偏移之后的相位表达为:Further, in the step S3, at the nth reflective unit of the smart reflective surface, the phase after superimposing the phase offset is expressed as:

Figure BDA0003737783130000023
Figure BDA0003737783130000023

在该公式中,k为RIS调制信息,根据所需调制的信息从{0,1…,K}之中选择,K为调制阶数,Δθ为固定的相位偏移的最小步长;In this formula, k is the RIS modulation information, which is selected from {0,1...,K} according to the required modulation information, K is the modulation order, and Δθ is the minimum step size of the fixed phase offset;

其中,将RIS分为L个子块,每个子块内有相同的反射单元数目,且其中的反射单元采取同样的相位偏移。Wherein, the RIS is divided into L sub-blocks, each sub-block has the same number of reflection units, and the reflection units therein adopt the same phase offset.

进一步的,在所述步骤S4中,在接收侧,其用户的接收信号表示为:Further, in the step S4, at the receiving side, the received signal of the user is expressed as:

Figure BDA0003737783130000031
Figure BDA0003737783130000031

在该公式中,x为等价发送符号向量,定义为

Figure BDA0003737783130000032
kl表示在第l个子块处所调制的信息,h为等价信道,定义为
Figure BDA0003737783130000033
Figure BDA0003737783130000034
为RIS的第l个子块;In this formula, x is the equivalent sending symbol vector, defined as
Figure BDA0003737783130000032
k l represents the information modulated at the lth sub-block, h is the equivalent channel, defined as
Figure BDA0003737783130000033
Figure BDA0003737783130000034
is the lth sub-block of RIS;

利用最大似然准则进行解调得到的等价符号向量

Figure BDA0003737783130000035
为:The equivalent sign vector obtained by demodulation using the maximum likelihood criterion
Figure BDA0003737783130000035
for:

Figure BDA0003737783130000036
Figure BDA0003737783130000036

进一步的,所述步骤S5包括:Further, the step S5 includes:

因为

Figure BDA0003737783130000037
能够近似服从正态分布
Figure BDA0003737783130000038
则中均值μh和方差
Figure BDA0003737783130000039
分别计算为:because
Figure BDA0003737783130000037
Can approximately obey the normal distribution
Figure BDA0003737783130000038
Then mean μ h and variance
Figure BDA0003737783130000039
are calculated as:

Figure BDA00037377831300000310
Figure BDA00037377831300000310

进一步的,所述步骤S6具体包括:Further, the step S6 specifically includes:

将解调误差λ定义为

Figure BDA00037377831300000311
再定义符号误差为
Figure BDA00037377831300000312
分别定义其实部δr和虚部δi为:The demodulation error λ is defined as
Figure BDA00037377831300000311
Redefine the sign error as
Figure BDA00037377831300000312
Define the real part δ r and the imaginary part δ i respectively as:

Figure BDA00037377831300000313
Figure BDA00037377831300000313

Figure BDA00037377831300000314
Figure BDA00037377831300000314

在上述的两个公式中,dl,r和dl,i分别为

Figure BDA00037377831300000315
的实部和虚部;In the above two formulas, d l, r and d l, i are respectively
Figure BDA00037377831300000315
The real and imaginary parts of ;

将实部δr和虚部δi用正态分布近似,分别服从:The real part δ r and the imaginary part δ i are approximated by a normal distribution, respectively subject to:

Figure BDA00037377831300000316
Figure BDA00037377831300000316

Figure BDA0003737783130000041
Figure BDA0003737783130000041

定义符号误差拓展向量

Figure BDA0003737783130000042
将λ表征为高斯变量Δ的二次型,即λ=ΔTΔ;Define signed error extension vector
Figure BDA0003737783130000042
Characterize λ as the quadratic form of Gaussian variable Δ, that is, λ=Δ T Δ;

计算高斯变量Δ的均值向量m和协方差矩阵C为:Calculate the mean vector m and covariance matrix C of the Gaussian variable Δ as:

Figure BDA0003737783130000043
Figure BDA0003737783130000043

Figure BDA0003737783130000044
Figure BDA0003737783130000044

其中,

Figure BDA0003737783130000045
表示为:in,
Figure BDA0003737783130000045
Expressed as:

Figure BDA0003737783130000046
Figure BDA0003737783130000046

当det(C)≠0时,det(·)为矩阵的行列式,分别计算的矩量母函数

Figure BDA0003737783130000047
为:When det(C)≠0, det( ) is the determinant of the matrix, and the moment generating function calculated separately
Figure BDA0003737783130000047
for:

Figure BDA0003737783130000048
Figure BDA0003737783130000048

其中,I为单位阵,t为矩量母函数的自变量。Among them, I is the identity matrix, and t is the independent variable of the moment generating function.

当det(C)=0时,δri两者中的一个为0,或者两个随机变量线性相关;设定δri之中任选一个不为0的为δx≠0,另外一个与δx的比值记为c,其均值和方差记为μx

Figure BDA0003737783130000049
计算
Figure BDA00037377831300000410
为:When det(C)=0, one of δ r and δ i is 0, or two random variables are linearly correlated; if one of δ r and δ i is not 0, it is δ x ≠ 0, another ratio to δ x is recorded as c, and its mean and variance are recorded as μ x and
Figure BDA0003737783130000049
calculate
Figure BDA00037377831300000410
for:

Figure BDA00037377831300000411
Figure BDA00037377831300000411

进一步的,在所述步骤S7中,所述平均成对错误概率通过如下方式计算的到:Further, in the step S7, the average pairwise error probability is calculated as follows:

Q函数的近似式为:The approximate formula of the Q function is:

Figure BDA00037377831300000412
Figure BDA00037377831300000412

则平均成对误差概率

Figure BDA00037377831300000413
计算为:The average pairwise error probability
Figure BDA00037377831300000413
Calculated as:

Figure BDA00037377831300000414
Figure BDA00037377831300000414

进一步的,在所述步骤S7中,计算近似的误比特率为:Further, in the step S7, the calculated approximate bit error rate is:

Figure BDA0003737783130000051
Figure BDA0003737783130000051

在该公式中,

Figure BDA0003737783130000052
为将等价符号x估计为
Figure BDA0003737783130000053
出现错误的比特数。In this formula,
Figure BDA0003737783130000052
To estimate the equivalent symbol x as
Figure BDA0003737783130000053
The number of bits in error occurred.

本发明的有益效果是:The beneficial effects of the present invention are:

本发明通过利用在最优被动波束赋形相位上叠加特定的相位偏移,在保证被动波束赋形增益的情况下实现了额外信息的传输,并且实现了高阶调制,可以传输更多的信息。针对提出的调制方案,本发明提出了一种基于中心极限定理的近似方法,能够简洁得到误比特率的近似表达式,能够准确近似实际的误比特率,并且对于实际的参数选择等具有指导意义。By superimposing a specific phase offset on the optimal passive beamforming phase, the present invention realizes the transmission of additional information while ensuring the gain of passive beamforming, and realizes high-order modulation, which can transmit more information . For the proposed modulation scheme, the present invention proposes an approximation method based on the central limit theorem, which can concisely obtain the approximate expression of the bit error rate, can accurately approximate the actual bit error rate, and has guiding significance for actual parameter selection, etc. .

本发明提出了高效的信息调制方案和有效的误比特率分析方法,获得更高的频谱效率。The invention proposes an efficient information modulation scheme and an effective bit error rate analysis method to obtain higher spectrum efficiency.

附图说明Description of drawings

图1为实施例1中下行通信系统实际的应用场景示意图;FIG. 1 is a schematic diagram of an actual application scenario of the downlink communication system in Embodiment 1;

图2为实施例1中提供的一种智能反射面主动信息传输的相位偏移调制与性能分析方法的流程示意图;FIG. 2 is a schematic flowchart of a phase offset modulation and performance analysis method for active information transmission on an intelligent reflective surface provided in Embodiment 1;

图3是采用实施例1提供的调制方法的误比特率性能以及实施例1提出的误比特率近似示意图。FIG. 3 is a schematic diagram of the bit error rate performance of the modulation method provided by the embodiment 1 and the approximation of the bit error rate proposed by the embodiment 1.

具体实施方式Detailed ways

为使本发明实施例的目的、技术方案和优点更加清楚,下面将结合本发明实施例中的附图,对本发明实施例中的技术方案进行清楚、完整地描述,显然,所描述的实施例是本发明一部分实施例,而不是全部的实施例。基于本发明中的实施例,本领域普通技术人员在没有做出创造性劳动前提下所获得的所有其他实施例,都属于本发明保护的范围。In order to make the purpose, technical solutions and advantages of the embodiments of the present invention clearer, the technical solutions in the embodiments of the present invention will be clearly and completely described below in conjunction with the drawings in the embodiments of the present invention. Obviously, the described embodiments It is a part of embodiments of the present invention, but not all embodiments. Based on the embodiments of the present invention, all other embodiments obtained by persons of ordinary skill in the art without making creative efforts belong to the protection scope of the present invention.

实施例1Example 1

参见图1-图3,本实施例提供一种智能反射面主动信息传输的相位偏移调制与性能分析方法,在该方法中,在最优被动波束赋形相位上叠加特定的相位偏移,在保证被动波束赋形增益的情况下实现了额外信息的传输;借助于中心极限定理和Q函数的近似,对误比特率进行近似。在具体说明该方法之前,进行如下解释:Referring to Figures 1-3, this embodiment provides a phase offset modulation and performance analysis method for active information transmission on a smart reflector. In this method, a specific phase offset is superimposed on the optimal passive beamforming phase, The transmission of additional information is realized while ensuring the passive beamforming gain; the bit error rate is approximated with the help of the central limit theorem and the approximation of the Q function. Before explaining the method in detail, the following explanation is given:

RIS:智能反射表面;RIS: Smart Reflective Surface;

BER:误比特率;BER: bit error rate;

QAM:正交振幅调制。QAM: Quadrature Amplitude Modulation.

该方法的具体流程如图1所示,具体包括如下的步骤:The specific flow of the method is shown in Figure 1, and specifically includes the following steps:

步骤S1、针对一下行通信系统,建立基于智能反射面主动信息传输的相位偏移调制系统模型,所述的下行通信系统包括:基站侧和接收侧,以及用于辅助通信的智能反射面,其中,所述智能反射面对基站侧发送的信号叠加相位偏移,用以提升系统的频谱效率;Step S1, for a downlink communication system, establish a phase shift modulation system model based on the active information transmission of the smart reflective surface, the downlink communication system includes: a base station side and a receiving side, and a smart reflective surface for auxiliary communication, wherein , the smart reflector superimposes a phase offset on the signal sent by the base station side, so as to improve the spectral efficiency of the system;

具体的说,在本实施例中,该步骤S1包括:Specifically, in this embodiment, the step S1 includes:

首先,如图1所示,考虑一个下行通信系统,该系统包括:一个部署有Nt根天线的基站,一个配备有单天线的用户,以及一个用于辅助通信的拥有N个反射单元的智能反射面。First, as shown in Figure 1, consider a downlink communication system, which includes: a base station equipped with N t antennas, a user equipped with a single antenna, and a smart phone with N reflection units for auxiliary communication Reflective surface.

然后,针对该下行通信系统进行如下的定义和设定,具体包括:Then, the following definitions and settings are made for the downlink communication system, specifically including:

hr=[hr,1,…,hr,N]T表示智能反射面与用户之间的信道;h r =[h r,1 ,…,h r,N ] T represents the channel between the smart reflector and the user;

G表示智能反射面与基站之间的信道,由于存在的阻碍,用户和基站之间的直达链路被忽略;G represents the channel between the smart reflector and the base station. Due to the existing obstacles, the direct link between the user and the base station is ignored;

将智能反射表面部署在和基站具有一条较强视距链路的范围内,智能反射面与基站之间的信道可以表示为:The smart reflective surface is deployed within a range with a strong line-of-sight link with the base station, and the channel between the smart reflective surface and the base station can be expressed as:

G=abH G=ab H

在该公式中,向量a和b分别为已知的阵列导向向量,向量元素模值均为1,(·)H表示向量共轭转置。In this formula, the vectors a and b are known array steering vectors respectively, and the modulus of the vector elements is 1, and (·) H represents the conjugate transposition of the vector.

智能反射面与用户之间的信道由于存在的丰富散射,建模为瑞利信道,hr的元素相互独立,第n个元素hr,n服从均值为0方差为1的循环对称复高斯分布。The channel between the smart reflector and the user is modeled as a Rayleigh channel due to the existence of abundant scattering, the elements of h r are independent of each other, and the nth element h r,n obeys a circular symmetric complex Gaussian distribution with a mean of 0 and a variance of 1 .

基站处发送的符号为s,采用M阶的正交振幅调制(QAM),满足平均发射功率为P。系统的噪声为z,服从均值为0方差为σ2的循环对称复高斯分布。The symbol sent by the base station is s, and the M-order quadrature amplitude modulation (QAM) is adopted to meet the requirement that the average transmit power is P. The noise of the system is z, which obeys a circular symmetric complex Gaussian distribution with mean 0 and variance σ 2 .

在RIS处通过在原有的最优相位的基础之上叠加特定的相位偏移,实现了额外信息的传输,提升了系统的频谱效率。At the RIS, by superimposing a specific phase offset on the basis of the original optimal phase, the transmission of additional information is realized and the spectral efficiency of the system is improved.

步骤S2、针对步骤S1中构建的相位偏移调制系统模型,在考虑最大化接收侧的信噪比的条件下,选取最优的RIS反射相移和基站侧最优的预编码向量,构建最优的被动波束赋形方案。Step S2, for the phase shift modulation system model constructed in step S1, under the condition of maximizing the signal-to-noise ratio at the receiving side, select the optimal RIS reflection phase shift and the optimal precoding vector at the base station side, and construct the optimal Excellent passive beamforming scheme.

具体的说,在本实施例中,该步骤S2包括:Specifically, in this embodiment, the step S2 includes:

将RIS第n个反射单元处的相位θn和基站处的预编码向量w配置为配置为最优相位

Figure BDA0003737783130000061
和最优预编码w*,如下所示:Configure the phase θ n at the nth reflection unit of the RIS and the precoding vector w at the base station to configure the optimal phase
Figure BDA0003737783130000061
and the optimal precoding w * as follows:

Figure BDA0003737783130000062
Figure BDA0003737783130000062

在上述的两个公式中,相移矩阵Θ*是以

Figure BDA0003737783130000063
为对角线元素的对角阵,[·]n表示向量的第n个元素,||·||2表示向量2范数;In the above two formulas, the phase shift matrix Θ * is given by
Figure BDA0003737783130000063
is a diagonal matrix of diagonal elements, [·] n represents the nth element of the vector, ||·|| 2 represents the vector 2 norm;

步骤S3、在RIS处利用相位偏移调制额外信息,其包括:保持基站侧的预编码向量不变,更改RIS处配置的相移,在原有相位上叠加相位偏移,实现额外信息传输。Step S3, using the phase offset to modulate the additional information at the RIS, which includes: keeping the precoding vector at the base station side unchanged, changing the phase shift configured at the RIS, and superimposing the phase offset on the original phase to realize the transmission of additional information.

具体的说,在本实施例中,RIS第n个反射单元处,叠加了相位偏移之后的相位表达为:Specifically, in this embodiment, at the nth reflective unit of the RIS, the phase after superimposing the phase offset is expressed as:

Figure BDA0003737783130000071
Figure BDA0003737783130000071

在该公式中,k为RIS调制信息,根据所需调制的信息从{0,1…,K}之中选择,K为调制阶数,Δθ为固定的相位偏移的最小步长。考虑将RIS分为L个子块,每个子块内有相同的反射单元数目,且其中的反射单元采取同样的相位偏移。In this formula, k is the RIS modulation information, which is selected from {0,1...,K} according to the required modulation information, K is the modulation order, and Δθ is the minimum step size of the fixed phase offset. Consider dividing the RIS into L sub-blocks, each sub-block has the same number of reflection units, and the reflection units in it adopt the same phase offset.

步骤S4、接收侧根据获取到的信号,再利用最大似然准则解调基站侧发送的符号和RIS传递的额外信息,得到等价符号向量,其中,该等价符号向量的表达式中包括等价信道;Step S4, according to the acquired signal, the receiving side uses the maximum likelihood criterion to demodulate the symbols sent by the base station and the additional information transmitted by the RIS to obtain an equivalent symbol vector, wherein the expression of the equivalent symbol vector includes price channel;

具体的说,在本实施例中,用户接收信号表示为:Specifically, in this embodiment, the signal received by the user is expressed as:

Figure BDA0003737783130000072
Figure BDA0003737783130000072

在该公式中,x为等价发送符号向量,定义为

Figure BDA0003737783130000073
kl表示在第l个子块处所调制的信息,h为等价信道,定义为
Figure BDA0003737783130000074
Figure BDA0003737783130000075
为RIS的第l个子块;In this formula, x is the equivalent sending symbol vector, defined as
Figure BDA0003737783130000073
k l represents the information modulated at the lth sub-block, h is the equivalent channel, defined as
Figure BDA0003737783130000074
Figure BDA0003737783130000075
is the lth sub-block of RIS;

利用最大似然准则进行解调得到的等价符号向量

Figure BDA0003737783130000076
为:The equivalent sign vector obtained by demodulation using the maximum likelihood criterion
Figure BDA0003737783130000076
for:

Figure BDA0003737783130000077
Figure BDA0003737783130000077

步骤S5、利用中心极限定理,用高斯随机变量近似所述的等价信道。Step S5, using the central limit theorem to approximate the equivalent channel with Gaussian random variables.

具体的说,在本实施例中,该步骤S5包括:Specifically, in this embodiment, the step S5 includes:

因为

Figure BDA0003737783130000078
可以近似服从正态分布
Figure BDA0003737783130000079
则中均值μh和方差
Figure BDA00037377831300000710
分别计算为:because
Figure BDA0003737783130000078
Can approximately obey the normal distribution
Figure BDA0003737783130000079
Then mean μ h and variance
Figure BDA00037377831300000710
are calculated as:

Figure BDA00037377831300000711
Figure BDA00037377831300000711

步骤S6、计算解调误差的矩量母函数。Step S6, calculating the moment generating function of the demodulation error.

具体的说,在本实施例中,上述的步骤S6包括:Specifically, in this embodiment, the above step S6 includes:

将解调误差λ定义为

Figure BDA00037377831300000712
再定义符号误差为
Figure BDA00037377831300000713
分别定义其实部δr和虚部δi为:The demodulation error λ is defined as
Figure BDA00037377831300000712
Redefine the sign error as
Figure BDA00037377831300000713
Define the real part δ r and the imaginary part δ i respectively as:

Figure BDA0003737783130000081
Figure BDA0003737783130000081

Figure BDA0003737783130000082
Figure BDA0003737783130000082

在上述的两个公式中,dl,r和dl,i分别为

Figure BDA0003737783130000083
的实部和虚部;将实部δr和虚部δi用正态分布近似,分别服从:In the above two formulas, d l, r and d l, i are respectively
Figure BDA0003737783130000083
The real part and the imaginary part; the real part δ r and the imaginary part δ i are approximated by normal distribution, respectively obeying:

Figure BDA0003737783130000084
Figure BDA0003737783130000084

Figure BDA0003737783130000085
Figure BDA0003737783130000085

定义符号误差拓展向量

Figure BDA0003737783130000086
将λ表征为高斯变量Δ的二次型,即λ=ΔTΔ。计算高斯变量Δ的均值向量m和协方差矩阵C为:Define signed error extension vector
Figure BDA0003737783130000086
Characterize λ as the quadratic form of the Gaussian variable Δ, ie λ=Δ T Δ. Calculate the mean vector m and covariance matrix C of the Gaussian variable Δ as:

Figure BDA0003737783130000087
Figure BDA0003737783130000087

Figure BDA0003737783130000088
Figure BDA0003737783130000088

其中,

Figure BDA0003737783130000089
表示为:in,
Figure BDA0003737783130000089
Expressed as:

Figure BDA00037377831300000810
Figure BDA00037377831300000810

当det(C)≠0时,det(·)为矩阵的行列式,可以分别计算的矩量母函数

Figure BDA00037377831300000811
为:When det(C)≠0, det( ) is the determinant of the matrix, and the moment generation function that can be calculated separately
Figure BDA00037377831300000811
for:

Figure BDA00037377831300000812
Figure BDA00037377831300000812

在该公式中,I为单位阵,t为矩量母函数的自变量。In this formula, I is the identity matrix, and t is the independent variable of the moment generating function.

当det(C)=0时,δri两者中的一个为0,或者一个为另一个的线性乘积。设定δri之中任选一个不为0的为δx≠0,另外一个与δx的比值记为c,其均值和方差记为μx

Figure BDA00037377831300000813
计算
Figure BDA00037377831300000814
为:When det(C)=0, one of δ r and δ i is 0, or one is the linear product of the other. Set any one of δ r and δ i that is not 0 as δ x ≠ 0, the ratio of the other to δ x is denoted as c, and its mean and variance are denoted as μ x and
Figure BDA00037377831300000813
calculate
Figure BDA00037377831300000814
for:

Figure BDA00037377831300000815
Figure BDA00037377831300000815
.

步骤S7、利用矩量母函数和Q函数的近似式,计算平均成对错误概率

Figure BDA0003737783130000096
并计算得到误比特率Pb的近似表达式。Step S7, using the approximate expression of the moment generator function and the Q function to calculate the average pairwise error probability
Figure BDA0003737783130000096
And calculate the approximate expression of bit error rate P b .

具体的说,在本实施例中,该步骤S7包括:Specifically, in this embodiment, the step S7 includes:

Q函数的近似式为:The approximate formula of the Q function is:

Figure BDA0003737783130000091
Figure BDA0003737783130000091

则平均成对误差概率可以计算为:Then the average pairwise error probability can be calculated as:

Figure BDA0003737783130000092
Figure BDA0003737783130000092

进一步地,计算近似的误比特率为:Further, calculate the approximate bit error rate:

Figure BDA0003737783130000093
Figure BDA0003737783130000093

在该公式中,

Figure BDA0003737783130000094
为将等价符号x估计为
Figure BDA0003737783130000095
出现错误的比特数。In this formula,
Figure BDA0003737783130000094
To estimate the equivalent symbol x as
Figure BDA0003737783130000095
The number of bits in error occurred.

如图2所示,本实施例的主要流程是先建立模型,然后得到最优的被动波束赋形方案,在最优相移的基础上叠加特定的相位偏移实现额外信息传输,然后在接收端利用最大似然准则进行解调。进一步的,利用中心极限定理对等价信道进行近似,然后计算解调误差λ的矩量母函数,最后结合Q函数的近似式,计算得到平均成对误差概率和近似的误比特率。As shown in Figure 2, the main process of this embodiment is to establish a model first, then obtain the optimal passive beamforming scheme, superimpose a specific phase offset on the basis of the optimal phase shift to achieve additional information transmission, and then receive The terminal uses the maximum likelihood criterion for demodulation. Further, the equivalent channel is approximated by using the central limit theorem, and then the moment generating function of the demodulation error λ is calculated, and finally the average pairwise error probability and the approximate bit error rate are obtained by combining the approximate formula of the Q function.

为了验证本实施例的效果,进行了仿真实验,设定发射天线数为8,RIS发射单元数为128,分为两个子块。如图3所示,本实施例提出的调制方法能够实现信息的有效传输,提出的误比特率的理论近似能够有效地对真实的误比特率进行近似。In order to verify the effect of this embodiment, a simulation experiment is carried out, the number of transmitting antennas is set to 8, and the number of RIS transmitting units is 128, which are divided into two sub-blocks. As shown in FIG. 3 , the modulation method proposed in this embodiment can realize effective transmission of information, and the theoretical approximation of the bit error rate proposed can effectively approximate the real bit error rate.

综上所述,本发明利用提出的基于智能反射面的相位偏移调制和性能分析方法,能够实现更多比特信息的无误传输,实现更高的频谱效率。To sum up, the present invention uses the phase shift modulation and performance analysis method based on the intelligent reflector to realize error-free transmission of more bits of information and achieve higher spectral efficiency.

本发明未详述之处,均为本领域技术人员的公知技术。The parts of the present invention that are not described in detail are known technologies of those skilled in the art.

以上详细描述了本发明的较佳具体实施例。应当理解,本领域的普通技术人员无需创造性劳动就可以根据本发明的构思作出诸多修改和变化。因此,凡本技术领域中技术人员依本发明的构思在现有技术的基础上通过逻辑分析、推理或者有限的实验可以得到的技术方案,皆应在由权利要求书所确定的保护范围内。The preferred specific embodiments of the present invention have been described in detail above. It should be understood that those skilled in the art can make many modifications and changes according to the concept of the present invention without creative efforts. Therefore, all technical solutions that can be obtained by those skilled in the art based on the concept of the present invention through logical analysis, reasoning or limited experiments on the basis of the prior art shall be within the scope of protection defined by the claims.

Claims (9)

1.一种智能反射面主动信息传输的相位偏移调制与性能分析方法,其特征在于,所述方法包括:1. A phase offset modulation and performance analysis method for active information transmission on an intelligent reflector, characterized in that the method comprises: 步骤S1、针对一下行通信系统,建立基于智能反射面主动信息传输的相位偏移调制系统模型,所述的下行通信系统包括:基站侧和接收侧,以及用于辅助通信的智能反射面,其中,所述智能反射面对基站侧发送的信号叠加相位偏移,用以提升系统的频谱效率;Step S1, for a downlink communication system, establish a phase shift modulation system model based on the active information transmission of the smart reflective surface, the downlink communication system includes: a base station side and a receiving side, and a smart reflective surface for auxiliary communication, wherein , the smart reflector superimposes a phase offset on the signal sent by the base station side, so as to improve the spectral efficiency of the system; 步骤S2、针对步骤S1中构建的相位偏移调制系统模型,在考虑最大化接收侧的信噪比的条件下,构建最优的被动波束赋形方案;Step S2. For the phase shift modulation system model constructed in step S1, construct an optimal passive beamforming scheme under the condition of maximizing the signal-to-noise ratio at the receiving side; 步骤S3、在智能反射面处利用相位偏移调制额外信息,其包括:保持基站侧的预编码向量不变,更改RIS处配置的相移,在原有相位上叠加相位偏移,实现额外信息传输;Step S3, using the phase offset to modulate additional information at the smart reflector, which includes: keeping the precoding vector at the base station side unchanged, changing the phase shift configured at the RIS, and superimposing the phase offset on the original phase to realize the transmission of additional information ; 步骤S4、接收侧根据获取到的信号,再利用最大似然准则解调基站侧发送的符号和智能反射面传递的额外信息,得到等价符号向量,其中,该等价符号向量的表达式中包括等价信道;Step S4, according to the acquired signal, the receiving side uses the maximum likelihood criterion to demodulate the symbol sent by the base station side and the additional information transmitted by the smart reflector to obtain an equivalent symbol vector, wherein the expression of the equivalent symbol vector including equivalent channels; 步骤S5、利用中心极限定理,用高斯随机变量近似所述的等价信道;Step S5, using the central limit theorem to approximate the equivalent channel with a Gaussian random variable; 步骤S6、计算解调误差的矩量母函数;Step S6, calculating the moment generating function of the demodulation error; 步骤S7、利用矩量母函数和Q函数的近似式,计算平均成对错误概率,并计算得到误比特率的近似表达式。Step S7, using the approximate expression of the moment generating function and the Q function to calculate the average pairwise error probability, and calculate the approximate expression of the bit error rate. 2.根据权利要求1所述的一种智能反射面主动信息传输的相位偏移调制与性能分析方法,其特征在于,所述步骤S1中,所述的相位偏移调制系统模型通过如下方式得到:2. The phase shift modulation and performance analysis method for active information transmission on an intelligent reflective surface according to claim 1, characterized in that, in the step S1, the phase shift modulation system model is obtained as follows : 针对所述的下行通信系统,进行如下的定义和设定,具体包括:For the downlink communication system, the following definitions and settings are made, specifically including: hr=[hr,1,…,hr,N]T表示智能反射面与用户之间的信道;h r =[h r,1 ,…,h r,N ] T represents the channel between the smart reflector and the user; G表示智能反射面与基站之间的信道,由于存在的阻碍,用户和基站之间的直达链路被忽略;G represents the channel between the smart reflector and the base station. Due to the existing obstacles, the direct link between the user and the base station is ignored; 智能反射面与基站之间的信道表示为:The channel between the smart reflector and the base station is expressed as: G=abH G=ab H 在该公式中,向量a和b分别为已知的阵列导向向量,向量元素模值均为1,(·)H表示向量共轭转置;In this formula, vectors a and b are known array steering vectors respectively, and the modulus of the vector elements is 1, and ( ) H represents the conjugate transposition of the vector; 智能反射面与用户之间的信道由于存在的丰富散射,建模为瑞利信道,hr的元素相互独立,第n个元素hr,n服从均值为0方差为1的循环对称复高斯分布;The channel between the smart reflector and the user is modeled as a Rayleigh channel due to the existence of abundant scattering, the elements of h r are independent of each other, and the nth element h r,n obeys a circular symmetric complex Gaussian distribution with a mean of 0 and a variance of 1 ; 基站处发送的符号为s,采用M阶的正交振幅调制,满足平均发射功率为P,系统的噪声为z,服从均值为0方差为σ2的循环对称复高斯分布。The symbol sent by the base station is s, using M-order quadrature amplitude modulation, satisfying that the average transmit power is P, the noise of the system is z, and obeys a circular symmetric complex Gaussian distribution with a mean value of 0 and a variance of σ2 . 3.根据权利要求2所述的一种智能反射面主动信息传输的相位偏移调制与性能分析方法,其特征在于,所述步骤S2包括:3. The phase shift modulation and performance analysis method for active information transmission on an intelligent reflective surface according to claim 2, wherein said step S2 comprises: 将智能反射面的第n个反射单元处的相位θn和基站处的预编码向量w配置为最优相位
Figure FDA00037377831200000210
和最优预编码w*,如下所示:
Configure the phase θ n at the nth reflective unit of the smart reflector and the precoding vector w at the base station as the optimal phase
Figure FDA00037377831200000210
and the optimal precoding w * as follows:
Figure FDA0003737783120000021
Figure FDA0003737783120000021
在上述的两个公式中,相移矩阵Θ*是以
Figure FDA0003737783120000022
为对角线元素的对角阵,[·]n表示向量的第n个元素,||·||2表示向量2范数。
In the above two formulas, the phase shift matrix Θ * is given by
Figure FDA0003737783120000022
is a diagonal matrix of diagonal elements, [·] n represents the nth element of the vector, and ||·|| 2 represents the 2-norm of the vector.
4.根据权利要求3所述的一种智能反射面主动信息传输的相位偏移调制与性能分析方法,其特征在于,在所述步骤S3中,智能反射面的第n个反射单元处,叠加了相位偏移之后的相位表达为:4. The phase shift modulation and performance analysis method for active information transmission of an intelligent reflective surface according to claim 3, characterized in that, in the step S3, at the nth reflective unit of the intelligent reflective surface, superimposed The phase after the phase offset is expressed as:
Figure FDA0003737783120000023
Figure FDA0003737783120000023
在该公式中,k为RIS调制信息,根据所需调制的信息从{0,1…,K}之中选择,K为调制阶数,Δθ为固定的相位偏移的最小步长;In this formula, k is the RIS modulation information, which is selected from {0,1...,K} according to the required modulation information, K is the modulation order, and Δθ is the minimum step size of the fixed phase offset; 其中,将RIS分为L个子块,每个子块内有相同的反射单元数目,且其中的反射单元采取同样的相位偏移。Wherein, the RIS is divided into L sub-blocks, each sub-block has the same number of reflection units, and the reflection units therein adopt the same phase offset.
5.根据权利要求4所述的一种智能反射面主动信息传输的相位偏移调制与性能分析方法,其特征在于,在所述步骤S4中,在接收侧,其用户的接收信号表示为:5. The phase shift modulation and performance analysis method of active information transmission of a kind of intelligent reflective surface according to claim 4, characterized in that, in said step S4, at the receiving side, the user's received signal is expressed as:
Figure FDA0003737783120000024
Figure FDA0003737783120000024
在该公式中,x为等价发送符号向量,定义为
Figure FDA0003737783120000025
kl表示在第l个子块处所调制的信息,h为等价信道,定义为
Figure FDA0003737783120000026
Figure FDA0003737783120000027
为RIS的第l个子块;
In this formula, x is the equivalent sending symbol vector, defined as
Figure FDA0003737783120000025
k l represents the information modulated at the lth sub-block, h is the equivalent channel, defined as
Figure FDA0003737783120000026
Figure FDA0003737783120000027
is the lth sub-block of RIS;
利用最大似然准则进行解调得到的等价符号向量
Figure FDA0003737783120000029
为:
The equivalent sign vector obtained by demodulation using the maximum likelihood criterion
Figure FDA0003737783120000029
for:
Figure FDA0003737783120000028
Figure FDA0003737783120000028
6.根据权利要求5所述的一种智能反射面主动信息传输的相位偏移调制与性能分析方法,其特征在于,所述步骤S5包括:6. The phase shift modulation and performance analysis method for active information transmission on an intelligent reflective surface according to claim 5, wherein said step S5 comprises: 因为
Figure FDA00037377831200000310
能够近似服从正态分布
Figure FDA00037377831200000311
则中均值μh和方差
Figure FDA00037377831200000312
分别计算为:
because
Figure FDA00037377831200000310
Can approximately obey the normal distribution
Figure FDA00037377831200000311
Then mean μ h and variance
Figure FDA00037377831200000312
are calculated as:
Figure FDA0003737783120000031
Figure FDA0003737783120000031
7.根据权利要求6所述的一种智能反射面主动信息传输的相位偏移调制与性能分析方法,其特征在于,所述步骤S6具体包括:7. A phase shift modulation and performance analysis method for active information transmission on an intelligent reflective surface according to claim 6, wherein the step S6 specifically includes: 将解调误差λ定义为
Figure FDA00037377831200000313
再定义符号误差为
Figure FDA00037377831200000314
分别定义其实部δr和虚部δi为:
The demodulation error λ is defined as
Figure FDA00037377831200000313
Redefine the sign error as
Figure FDA00037377831200000314
Define the real part δ r and the imaginary part δ i respectively as:
Figure FDA0003737783120000032
Figure FDA0003737783120000032
Figure FDA0003737783120000033
Figure FDA0003737783120000033
在上述的两个公式中,dl,r和dl,i分别为
Figure FDA00037377831200000315
的实部和虚部;
In the above two formulas, d l, r and d l, i are respectively
Figure FDA00037377831200000315
The real and imaginary parts of ;
将实部δr和虚部δi用正态分布近似,分别服从:The real part δ r and the imaginary part δ i are approximated by a normal distribution, respectively subject to:
Figure FDA0003737783120000034
Figure FDA0003737783120000034
Figure FDA0003737783120000035
Figure FDA0003737783120000035
定义符号误差拓展向量
Figure FDA00037377831200000316
将λ表征为高斯变量Δ的二次型,即λ=ΔTΔ;
Define signed error extension vector
Figure FDA00037377831200000316
Characterize λ as the quadratic form of Gaussian variable Δ, that is, λ=Δ T Δ;
计算高斯变量Δ的均值向量m和协方差矩阵X为:Calculate the mean vector m and covariance matrix X of the Gaussian variable Δ as:
Figure FDA0003737783120000036
Figure FDA0003737783120000036
Figure FDA0003737783120000037
Figure FDA0003737783120000037
其中,
Figure FDA0003737783120000038
表示为:
in,
Figure FDA0003737783120000038
Expressed as:
Figure FDA0003737783120000039
Figure FDA0003737783120000039
当det(C)≠0时,det(·)为矩阵的行列式,分别计算的矩量母函数
Figure FDA0003737783120000046
为:
When det(C)≠0, det( ) is the determinant of the matrix, and the moment generating function calculated separately
Figure FDA0003737783120000046
for:
Figure FDA0003737783120000041
Figure FDA0003737783120000041
其中,I为单位阵,t为矩量母函数的自变量。Among them, I is the identity matrix, and t is the independent variable of the moment generating function. 当det(C)=0时,δri两者中的一个为0,或者两个随机变量线性相关;设定δri之中任选一个不为0的为δx≠0,另外一个与δx的比值记为c,其均值和方差记为μx
Figure FDA0003737783120000047
计算
Figure FDA0003737783120000048
为:
When det(C)=0, one of δ r and δ i is 0, or two random variables are linearly correlated; if one of δ r and δ i is not 0, it is δ x ≠ 0, another ratio to δ x is recorded as c, and its mean and variance are recorded as μ x and
Figure FDA0003737783120000047
calculate
Figure FDA0003737783120000048
for:
Figure FDA0003737783120000042
Figure FDA0003737783120000042
8.根据权利要求7所述的一种智能反射面主动信息传输的相位偏移调制与性能分析方法,其特征在于,在所述步骤S7中,所述平均成对错误概率通过如下方式计算的到:8. The phase offset modulation and performance analysis method for active information transmission on an intelligent reflective surface according to claim 7, wherein in the step S7, the average pairwise error probability is calculated as follows arrive: Q函数的近似式为:The approximate formula of the Q function is:
Figure FDA0003737783120000043
Figure FDA0003737783120000043
则平均成对误差概率
Figure FDA0003737783120000049
计算为:
The average pairwise error probability
Figure FDA0003737783120000049
Calculated as:
Figure FDA0003737783120000044
Figure FDA0003737783120000044
9.根据权利要求8所述的一种智能反射面主动信息传输的相位偏移调制与性能分析方法,其特征在于,在所述步骤S7中,计算近似的误比特率为:9. The phase shift modulation and performance analysis method of active information transmission on a smart reflective surface according to claim 8, wherein, in the step S7, the calculated approximate bit error rate is:
Figure FDA0003737783120000045
Figure FDA0003737783120000045
在该公式中,
Figure FDA00037377831200000410
为将等价符号x估计为
Figure FDA00037377831200000411
出现错误的比特数。
In this formula,
Figure FDA00037377831200000410
To estimate the equivalent symbol x as
Figure FDA00037377831200000411
The number of bits in error occurred.
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