CN108337028A - The safe rate based on broad sense inverse iteration maximizes synthetic method in the modulation of direction - Google Patents

The safe rate based on broad sense inverse iteration maximizes synthetic method in the modulation of direction Download PDF

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Publication number
CN108337028A
CN108337028A CN201711341137.3A CN201711341137A CN108337028A CN 108337028 A CN108337028 A CN 108337028A CN 201711341137 A CN201711341137 A CN 201711341137A CN 108337028 A CN108337028 A CN 108337028A
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China
Prior art keywords
useful signal
man made
projection matrix
made noise
broad sense
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CN201711341137.3A
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Inventor
束锋
万思明
秦耀璐
徐玲
王进
余海
周小波
桂林卿
陆锦辉
陆造宇
张晋
张一晋
李骏
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Nanjing University of Science and Technology
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Nanjing University of Science and Technology
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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

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

Abstract

The safe rate based on broad sense inverse iteration maximizes synthetic method in being modulated the present invention provides direction, before designing useful signal beam forming vector sum man made noise's projection matrix, the two is initialized first with the concept of leakage, then broad sense reciprocal iteration algorithm (General power iterative are utilized, GPI man made noise's projection matrix) is updated, while useful signal beamforming vectors are updated by Rayleigh Ritz methods.In order to maximize safe rate, alternating iteration structure (Alternatively iterative structure are used when designing useful signal beam and shaping vector sum man made noise's projection matrix, AIS), and the corresponding safe rate that timely updates is needed.The present invention compared with traditional direction modulation technique safe rate in middle high s/n ratio when obtained great promotion, and it can be good at demodulating useful signal in desired orientation, it is difficult to recover useful signal in unexpected direction, so as to the security performance of preferably lifting system.

Description

The safe rate based on broad sense inverse iteration maximizes synthetic method in the modulation of direction
Technical field
The present invention relates to wireless communication technology fields, the more particularly to safe rate based on broad sense inverse iteration in the modulation of direction Maximize synthetic method.
Background technology
In recent years, as the fast development of mobile communications network, the privacy of information also become particularly important, traditional is upper Layer encryption technology is solved the problems, such as only by mathematical method, if the solution in relation to mathematical problem communicates if being found Process is just highly prone to the attack of disabled user.Then, researcher starts to turn one's attention to the secure transmission technique of bottom, i.e., Safety of physical layer transmission technology.To ensure that the safe transmission most important is to promote the communication quality for it is expected channel, reduction is stolen The quality for listening channel, to ensure the safe transmission of information.
Direction modulation technique can make desired orientation demodulate useful signal, while obscure the signal in unexpected direction, make It can not recover useful signal.Initially, Wyner proposes Wire-tap models, and it is combined card with information theory knowledge It is illustrated what transmitting can be achieved under perfect channel condition.Then, the concept of man made noise is introduced into wireless communication, Transmitter sends man made noise while sending private information, makes artificial noise bits in the kernel in validated user direction, i.e., Validated user is not impacted, while maximizing its energy in disabled user direction so that unexpected direction planisphere is turned round Song, to ensure the safe transmission of private information.In addition, symbol level pre-coding scheme and cooperating relay are also all considered to be used for carrying The security performance of the system of liter.
However, in many 3 points of (transmitter it is expected receiver, interception receiver) sides for not considering to estimate angular error Into modulation scheme, how to realize that safe rate maximization is a NP-hard problem.Therefore, the present invention proposes direction tune The safe rate based on broad sense inverse iteration maximizes synthetic method in system, passes through alternating iteration reasonable structure design useful signal wave Beam shaping vector sum man made noise's projection matrix, makes safe rate get a promotion, while realizing the transmitting of information.
Invention content
In order to overcome the deficiencies in the prior art, the present invention to provide the safety based on broad sense inverse iteration in the modulation of direction Rate maximizes synthetic method, first with leakage concept to useful signal beamforming vectors and man made noise's projection matrix into Row initialization updates man made noise's projection matrix followed by broad sense reciprocal iteration algorithm, while passing through Rayleigh-Ritz methods Update useful signal beamforming vectors.In addition, when designing useful signal beam forming vector sum man made noise's projection matrix Alternating iteration structure is used, and needs to calculate corresponding safe rate in real time, is terminated until meeting end condition iteration, from And it realizes safe rate and maximizes.
To achieve the above object, the technical solution adopted in the present invention includes:Using the concept of leakage to useful signal wave Beam shaping vector sum man made noise's projection matrix initializes;Pass through broad sense reciprocal iteration algorithm and Rayleigh-Ritz methods Update man made noise's projection matrix and useful signal beamforming vectors;Design useful signal beam forming vector sum man made noise Alternating iteration structure is used when projection matrix, while updating corresponding safe rate.
Further, detailed process includes:S1. the concept initialization useful signal beamforming vectors of leakage and people are utilized Work noise projection matrix similarly, is initializing man made noise as useful signal when initializing man made noise's projection matrix Private information as useful signal when useful signal beamforming vectors;S2. it is manually made an uproar using the optimization of broad sense reciprocal iteration algorithm Sound projection matrix need to fix corresponding useful signal beamforming vectors, and need to draw its man made noise's projection matrix Straight operation;Corresponding man made noise need to be fixed when S3. utilizing Rayleigh-Ritz methods optimization useful signal beamforming vectors Projection matrix, and take the feature vector corresponding to maximum eigenvalue;S4. man made noise's projection matrix and useful signal wave beam are calculated The absolute value of the difference of the front and back corresponding safe rate of forming vector update, until meeting end condition.
Further, the concept using leakage initializes useful signal beamforming vectors and man made noise projects Matrix, which compares the useful signal beamforming vectors randomly generated and man made noise's projection matrix, can promote rate of convergence, make the phase Hope direction that can recover useful signal, eavesdropping direction can not restore useful signal.
Further, described to fix corresponding useful letter using broad sense reciprocal iteration algorithm optimization man made noise's projection matrix Number beamforming vectors, and need to carry out flattening operations to its man made noise's projection matrix;Utilize Rayleigh-Ritz methods Corresponding man made noise's projection matrix need to be fixed when optimizing useful signal beamforming vectors, and is taken corresponding to maximum eigenvalue Feature vector.
Compared with prior art, the method proposed through the invention can realize that safe rate maximizes, while the guarantee period Hope receiver location that can accurately recover useful signal, and interception receiver position received signal planisphere is distorted. Using the concept of leakage initialize useful signal beamforming vectors compare with man made noise's projection matrix randomly generate it is useful Signal beam forming vector sum man made noise projection matrix can promote rate of convergence;By broad sense reciprocal iteration algorithm and Rayleigh-Ritz methods update man made noise's projection matrix and useful signal beamforming vectors, and calculate corresponding safety Rate can obtain higher safe rate, lifting system safe transmission performance.
The additional aspect of the present invention and advantage will be set forth in part in the description, these will become from the following description Obviously, or practice through the invention is recognized.
Description of the drawings
Fig. 1 is that the safe rate based on broad sense inverse iteration maximizes synthetic method in the modulation of direction.
Specific implementation mode
Below in conjunction with the accompanying drawings and specific example, the present invention is furture elucidated, it should be understood that these examples are merely to illustrate this hair Bright rather than limit the scope of the invention, after having read the present invention, those skilled in the art are various etc. to the present invention's The modification of valence form falls within the application range as defined in the appended claims.
A three node direction modulating system models, i.e. source node, destination node, eavesdropping node are given, wherein base station is adopted With N array element uniform linear array antennas, it is expected that user and eavesdropping user are single antenna receiver, system is operated in direct path In.In this case, the baseband signal vectors of transmitter terminal transmission are expressed as
In formula, PsIndicate total transmission power;β1And β2Indicate respectively the power distribution of useful signal and man made noise because Son, and meetX indicates useful signal and meetsZ indicates man made noise's vector and obeys multiple height This distribution Indicate it is expected that the normalization beam forming of user is vectorial, i.e.,It can will be useful Signal gathering is to desired orientation;Indicate man made noise's projection matrix, it can be by man made noise's work(of transmitting Rate focuses on eavesdropping direction to interfere the eavesdropping of disabled user;α indicates the power normalization factor, meets
After line of sight (LoS) channel, the signal received at deflection θ is
Wherein, nrIt indicates receiver additive white Gaussian noise, obeysDistribution;Indicate normalization Guiding vector is represented by
In above formula
Wherein n indicates that n-th transmitting antenna, d indicate that the interval of adjacent two antenna of transmitter, λ indicate transmitting carrier signal Wavelength.Similarly, it is expected that the reception signal of receiver and interception receiver can be expressed as
With
Wherein ndIt indicates it is expected receiver noise, obeyDistribution;neIt indicates interception receiver noise, obeysDistribution.In general, it is assumed that
Obtain the achievable rate of desired orientation and unexpected direction respectively by formula (5) and (6), i.e.,
With
Therefore, safe rate can be defined as the difference of desired orientation and the achievable rate in unexpected direction i.e.
Wherein
In order to maximize safe rate, it would be desirable to optimize useful signal beamforming vectors and man made noise projects square Battle array, the optimization problem can be expressed as
It is apparent that above formula optimization problem is a NP-hard problem, therefore it is difficult to find that the parsing of direct or close form Solution.For this purpose, above-mentioned optimization problem can be converted into two subproblems that are mutually related by we, and between the two subproblems Establish an iteration structure.
Before optimization useful signal beamforming vectors and man made noise's projection matrix, need first to carry out the two initial Change operation, detailed process is as follows:
S1. using the concept initialization useful signal beamforming vectors and man made noise's projection matrix of leakage, initial Man made noise as useful signal when changing man made noise's projection matrix, similarly, in initialization useful signal beamforming vectors When private information as useful signal.
According to the concept of leakage, the man made noise when initializing man made noise's projection matrix along eavesdropping direction is counted as having With signal, it is counted as interfering along the man made noise of desired orientation, therefore, definable corresponding man made noise's letter, which is let out, makes an uproar than (AN- To-leakage-plus-noise ratio ANLNR) be
It lets out to maximize letter and makes an uproar than obtaining initialization matrix PAN, we need to be by flattening operations by matrix PANIt is converted into One column vectorTherefore above formula can be write as
Therefore, by maximizing above-mentioned object function and Rayleigh-Ritz theorems, we can be in the hope of optimized variable w By matrix
Maximum eigenvalue corresponding to feature vector composition.Man made noise's square that we can be initialized as a result, Battle array PAN
Similarly, it is expected that user wishes that useful information is leaked to eavesdropping user as few as possible, therefore, we define secret letter Number letter is let out to make an uproar is than (Confidential signal-to-leakage-plus-noise ratio ANLNR)
Let out that make an uproar can be in the hope of v than criterion and Rayleigh-Ritz theorems according to letter is maximizeddInitial value be matrix
Maximum eigenvalue corresponding to feature vector composition.
S2. utilize broad sense reciprocal iteration algorithm optimization man made noise's projection matrix that need to fix corresponding useful signal beam forming Vector, and need to carry out flattening operations to its man made noise's projection matrix.
When beamforming vectors are fixed in optimization problem P1, optimization problem P1 can be write as
At this point, object function Rs(fixed vd,PAN) can be write as
Wherein
In view of PANIt is flexible not change formula (20) ratio, therefore, problem P1.1 can be equivalent to
Since formula (25) is a non-convex secondary Fraction Functions,WithIt is positive semidefinite matrix, therefore w can be solved using GPI algorithms, thus can be obtained corresponding PAN
It need to fix when S3. optimizing useful signal beamforming vectors using Rayleigh-Ritz methods and manually make an uproar accordingly Sound projection matrix, and take the feature vector corresponding to maximum eigenvalue.
When man made noise's matrix is fixed in optimization problem P1, optimization problem P1 can be write as
By formula (9) it can be found that above-mentioned optimization problem can be equivalent to
In fact, this is a Rayleigh-Ritz ratio problem, optimal vdIt can be by matrix
(He+AeIN)-1(Hd+AdIN) (28)
Maximum eigenvalue corresponding to feature vector obtain.
S4. man made noise's projection matrix and the front and back corresponding safe rate of useful signal beamforming vectors update are calculated Absolute value of the difference, until meeting end condition.

Claims (2)

1. the safe rate based on broad sense inverse iteration maximizes synthetic method in the modulation of direction, it is characterised in that:In order to maximize Safe rate, it is necessary first to select a kind of suitable method to useful signal beamforming vectors and man made noise's projection matrix into Row initialization, is then utilized respectively broad sense reciprocal iteration algorithm and Rayleigh-Ritz methods more new person by alternating iteration structure Work noise projection matrix and useful signal beamforming vectors, while needing to calculate the absolute of the difference for updating front and back safe rate Value, until meeting end condition, iteration stopping.Detailed process includes:
S1. using the concept initialization useful signal beamforming vectors and man made noise's projection matrix of leakage, in initialization people Man made noise as useful signal when work noise projection matrix, similarly, the handle when initializing useful signal beamforming vectors Private information is as useful signal;
S2. utilize broad sense reciprocal iteration algorithm optimization man made noise's projection matrix need to fix corresponding useful signal beam forming to Amount, and need to carry out flattening operations to its man made noise's projection matrix;
Corresponding man made noise need to be fixed when S3. utilizing Rayleigh-Ritz methods optimization useful signal beamforming vectors to throw Shadow matrix, and take the feature vector corresponding to maximum eigenvalue;
S4. the difference of man made noise's projection matrix and the front and back corresponding safe rate of useful signal beamforming vectors update is calculated Absolute value, until meeting end condition.
2. the safe rate based on broad sense inverse iteration maximizes synthetic method in direction modulation according to claim 1, It is characterized in that:The concept initialization useful signal beamforming vectors and man made noise's projection matrix of Selection utilization leakage, are promoted Rate of convergence, and need to fix corresponding useful signal beam forming using broad sense reciprocal iteration algorithm optimization man made noise's projection matrix Vector.
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CN109039974A (en) * 2018-08-13 2018-12-18 西北工业大学 Direction modulation signal synthesis method based on PSO-GA hybrid algorithm
CN110429961A (en) * 2019-08-10 2019-11-08 南京理工大学 Unmanned plane assists the safe alternating iteration method in the modulating network of direction
CN110635832A (en) * 2019-08-26 2019-12-31 南京理工大学 Wireless network maximum safe rate power distribution method based on direction modulation
CN115276878A (en) * 2022-06-29 2022-11-01 南京理工大学 Intelligent reflecting surface safety rate determination method and device based on inverse iteration and manifold optimization
KR20240079821A (en) * 2022-11-29 2024-06-05 재단법인대구경북과학기술원 Beamforming scheduling apparatus and method

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Cited By (8)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN109039974A (en) * 2018-08-13 2018-12-18 西北工业大学 Direction modulation signal synthesis method based on PSO-GA hybrid algorithm
CN109039974B (en) * 2018-08-13 2021-04-02 西北工业大学 PSO-GA hybrid algorithm-based directional modulation signal synthesis method
CN110429961A (en) * 2019-08-10 2019-11-08 南京理工大学 Unmanned plane assists the safe alternating iteration method in the modulating network of direction
CN110635832A (en) * 2019-08-26 2019-12-31 南京理工大学 Wireless network maximum safe rate power distribution method based on direction modulation
CN110635832B (en) * 2019-08-26 2021-09-28 南京理工大学 Wireless network maximum safe rate power distribution method based on direction modulation
CN115276878A (en) * 2022-06-29 2022-11-01 南京理工大学 Intelligent reflecting surface safety rate determination method and device based on inverse iteration and manifold optimization
KR20240079821A (en) * 2022-11-29 2024-06-05 재단법인대구경북과학기술원 Beamforming scheduling apparatus and method
KR102688643B1 (en) 2022-11-29 2024-07-25 재단법인대구경북과학기술원 Beamforming scheduling apparatus and method

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Application publication date: 20180727