CN114337774A - Safe transmission method for double-satellite communication system - Google Patents

Safe transmission method for double-satellite communication system Download PDF

Info

Publication number
CN114337774A
CN114337774A CN202111513780.6A CN202111513780A CN114337774A CN 114337774 A CN114337774 A CN 114337774A CN 202111513780 A CN202111513780 A CN 202111513780A CN 114337774 A CN114337774 A CN 114337774A
Authority
CN
China
Prior art keywords
satellite
eavesdropper
weight vector
transmission
communication system
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Granted
Application number
CN202111513780.6A
Other languages
Chinese (zh)
Other versions
CN114337774B (en
Inventor
林敏�
肖圣杰
李艳丽
曹李莉
黄硕
阚鹏程
欧阳键
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Nanjing University of Posts and Telecommunications
Original Assignee
Nanjing University of Posts and Telecommunications
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Nanjing University of Posts and Telecommunications filed Critical Nanjing University of Posts and Telecommunications
Priority to CN202111513780.6A priority Critical patent/CN114337774B/en
Publication of CN114337774A publication Critical patent/CN114337774A/en
Application granted granted Critical
Publication of CN114337774B publication Critical patent/CN114337774B/en
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Images

Classifications

    • 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

Landscapes

  • Radio Relay Systems (AREA)

Abstract

The invention discloses a safe transmission method facing a double-satellite communication system in the technical field of wireless communication, which comprises the steps of obtaining perfect channel information of a legal user and imperfect channel information of an eavesdropper; establishing a safe transmission problem model with the beamforming weight vector as a variable; considering the uncertainty caused by imperfect eavesdropper channel information, introducing a safety interruption probability constraint condition; solving the safety transmission problem model according to the actual conditions of each satellite in the double-satellite communication system to obtain a beam forming weight vector; the user signals are subjected to space-time coding and then multiplied by the beamforming weight vectors obtained in the front, and are sent to the corresponding satellite and forwarded to the ground user through the satellite, so that the communication quality of a double-satellite communication system is ensured, and the safety and reliability of information transmission between a legal user and the satellite are improved.

Description

Safe transmission method for double-satellite communication system
Technical Field
The invention belongs to the field of satellite communication, and particularly relates to a secure transmission method for a dual-satellite communication system.
Background
The satellite communication has the advantages of wide coverage range, no influence from regions, large communication capacity and the like, and has wide application prospects in the fields of remote area communication, navigation, disaster relief and the like. However, due to the inherent broadcast nature and wide area coverage of satellites, security concerns have received a great deal of attention.
The traditional upper-layer encryption method is premised on the fact that an eavesdropper has limited computing capacity and cannot decipher an encryption algorithm. However, with the development of quantum computing and the enhancement of computing power of eavesdroppers, the traditional key mechanism has difficulty in ensuring the safe transmission of signals. Unlike the terrestrial wireless communication system, in the satellite communication system, there are many cases of malicious eavesdropping, and it is generally difficult to obtain perfect channel state information of an eavesdropper. Therefore, a physical layer secure transmission method under the condition of imperfect eavesdropper channel information is a technical problem to be solved urgently in the field of satellite communication.
In addition, in a satellite communication system, signals received by terrestrial users exhibit fading characteristics due to the shadow effect and multipath scattering, thereby affecting the communication quality thereof, and how to improve the communication reliability is another technical problem in the satellite communication field.
Disclosure of Invention
The invention aims to provide a safe transmission method facing a double-satellite communication system, which ensures the communication quality of the double-satellite communication system and simultaneously improves the safety and reliability of information transmission between a legal user and a satellite.
In order to achieve the purpose, the technical scheme adopted by the invention is as follows:
the invention provides a secure transmission method for a double-satellite communication system, which comprises the following steps:
acquiring perfect channel information of a legal user and imperfect channel information of an eavesdropper;
the method comprises the steps of establishing a safe transmission problem model with a beam forming weight vector as a variable by adding a safe interruption probability constraint condition, a transmission rate constraint condition and a satellite maximum transmitting power constraint condition of information transmission between a legal user and a satellite with the maximum safe rate of a double-satellite communication system as a target;
considering the uncertainty caused by imperfect eavesdropper channel information, introducing a safety interruption probability constraint condition;
solving the safety transmission problem model according to the actual conditions of each satellite in the double-satellite communication system to obtain a beam forming weight vector; and carrying out space-time coding on the user signals, multiplying the space-time coding by the beamforming weight vector obtained in the front, sending the space-time coding to a corresponding satellite, and forwarding the space-time coding to the ground user through the satellite.
Preferably, the expression formula of the interruption probability constraint condition is as follows:
Figure BDA0003406121570000021
wherein h isiDenoted as satellite channel, wiExpressed as a beamforming weight vector, R is expressed as a system security rate threshold, pk,sop∈(0,1]Is the system outage probability threshold value and is,
Figure BDA0003406121570000022
expressed as the noise power of the signal received by the legitimate user,
Figure BDA0003406121570000023
representing the noise power of the signal received by the eavesdropper, (.)HDenoted as the conjugate transpose operator.
Preferably, the transmission rate constraint is expressed by the following formula:
Figure BDA0003406121570000024
wherein R isminA transmission rate threshold value indicative of a legitimate user,
preferably, the maximum transmit power constraint of the satellite is expressed by the following formula:
||wi||2≤Pi,max
wherein, Pi,maxRepresenting the ith satellite maximum transmit power threshold.
Preferably, considering the uncertainty caused by the imperfect information of the eavesdropper channel, introducing a safety interruption probability constraint condition; the process comprises the following steps:
the uncertainty model for the kth eavesdropper channel is expressed as:
Figure BDA0003406121570000031
wherein, gi,kFor channel state information between the ith satellite and the kth eavesdropper,
Figure BDA0003406121570000032
for estimating channel state information between the ith satellite and the kth eavesdropper, Δ gi,kFor the estimated error between the ith satellite and the kth eavesdropper, obey a mean of 0 and a variance of Ei,kComplex gaussian distribution of (a);
substituting the uncertain model of the eavesdropper channel into the interruption probability constraint condition and converting by using a Bernstein inequality to obtain:
Figure BDA0003406121570000033
Figure BDA0003406121570000034
Figure BDA0003406121570000035
Figure BDA0003406121570000036
Figure BDA0003406121570000037
s+(A)=max{λmax(A),0}
wherein Tr (·) is a trace of the matrix; vec (·) denotes matrix vectorization.
Preferably, the solving of the safety transmission problem model to obtain the beamforming weight vector includes:
converting the safety rate maximization problem into a transmission power minimization problem, and further converting the safety rate maximization problem into a convex optimization problem through a semi-positive definite relaxation method; solving the convex optimization problem to obtain a beam forming weight vector wi
Preferably, the safety rate maximization problem is converted into the transmission power minimization problem, and further converted into the convex optimization problem by a semi-positive definite relaxation method, wherein the process comprises the following steps:
by introducing a relaxation variable mui,kAnd a relaxation variable λi,kA semi-positive planning problem can be obtained:
Figure BDA0003406121570000041
Figure BDA0003406121570000042
Figure BDA0003406121570000043
μi,kI-Ai,k≥0
Figure BDA0003406121570000044
rank(Wi)=1,Wi≥0
wherein rank (·) represents the rank of the matrix, and I is the identity matrix.
Preferably, solving the convex optimization problem to obtain the beamforming weight vector wiThe process comprises the following steps:
solving through a semi-definite relaxation principle and a binary search method to obtain the beam forming matrix weight Wi opt
Judgment of Wi optWhether the rank is 1; if the rank is 1, for Wi optResolving the eigenvalue to obtain a beamforming weight vector wi(ii) a Otherwise, solving the beam forming weight vector w by using a Gaussian randomization techniquei
Compared with the prior art, the invention has the following beneficial effects:
(1) according to the actual situation of each satellite in a double-satellite communication system, solving a safe transmission problem model to obtain a beam forming weight vector; the user signals are subjected to space-time coding and then multiplied by the beamforming weight vectors obtained in the front, and the signals are sent to the corresponding satellite and forwarded to the ground user through the satellite, so that the safety and the reliability of information transmission between legal users and the satellite are improved.
(2) The method comprises the steps of establishing a safe transmission problem model with a beam forming weight vector as a variable by taking the maximum safe rate of a double-satellite communication system as a target and adding a satellite maximum transmitting power constraint condition, an interruption probability constraint condition and a transmission rate constraint condition for information transmission between a legal user and a satellite; the communication quality of the dual-satellite communication system is ensured through the safe transmission problem model.
(3) In the invention, uncertainty caused by imperfect eavesdropper channel information is introduced into an interruption probability constraint condition of information transmission between a legal user and a satellite; considering probability constraint under a non-conservative strategy, seeking the maximum safe reachable rate under the interruption probability constraint, namely seeking the maximum confidentiality rate; the burden of the system can be reduced on the premise of ensuring the safety of the double-satellite communication system.
Drawings
FIG. 1 is a schematic diagram of a satellite communication system in accordance with an embodiment of the present invention;
fig. 2 is a flowchart of a secure transmission method for a dual-satellite communication system according to the present invention.
Detailed Description
The invention is further described below with reference to the accompanying drawings. The following examples are only for illustrating the technical solutions of the present invention more clearly, and the protection scope of the present invention is not limited thereby.
As shown in fig. 1-2, a secure transmission method for a dual-satellite communication system includes:
acquiring perfect channel information of a known legal user and imperfect channel information of an eavesdropper;
the method comprises the steps of adding a safety interruption probability constraint condition, a transmission rate constraint condition and a satellite maximum transmitting power constraint condition of information transmission between a legal user and a satellite to a maximum target of a safety rate of a double-satellite communication system, and establishing a safety transmission problem model with a beam forming weight vector as a variable;
the expression formula of the interruption probability constraint condition is as follows:
Figure BDA0003406121570000051
wherein h isiDenoted as satellite channel, wiExpressed as a beamforming weight vector, R is expressed as a system security rate threshold, pk,sop∈(0,1]Is the system outage probability threshold value and is,
Figure BDA0003406121570000052
expressed as the noise power of the signal received by the legitimate user,
Figure BDA0003406121570000053
representing the noise power of the received signal for the legitimate user, (.)HDenoted as the conjugate transpose operator.
The expression formula of the transmission rate constraint condition is as follows:
Figure BDA0003406121570000054
wherein R isminA transmission rate threshold value indicative of a legitimate user,
the expression formula of the constraint condition of the maximum transmitting power of the satellite is as follows:
||wi||2≤Pi,max
wherein, Pi,maxRepresenting the ith satellite maximum transmit power threshold.
Considering the uncertainty caused by imperfect eavesdropper channel information, introducing a safety interruption probability constraint condition; the process comprises the following steps:
the uncertainty model for the kth eavesdropper channel is expressed as:
Figure BDA0003406121570000061
wherein, gi,kFor channel state information between the ith satellite and the kth eavesdropper,
Figure BDA0003406121570000062
for estimating channel state information between the ith satellite and the kth eavesdropper, Δ gi,kFor the estimated error between the ith satellite and the kth eavesdropper, obey a mean of 0 and a variance of Ei,kComplex gaussian distribution of (a);
substituting the uncertain model of the eavesdropper channel into the interruption probability constraint condition and converting by using a Bernstein inequality to obtain:
Figure BDA0003406121570000063
Figure BDA0003406121570000064
Figure BDA0003406121570000065
Figure BDA0003406121570000066
Figure BDA0003406121570000067
s+(A)=max{λmax(A),0}
the probability constraint is reduced to:
Figure BDA0003406121570000068
wherein Tr (·) is a trace of the matrix; vec (·) denotes matrix vectorization. According to the actual situation of each satellite in the double-satellite communication system, solving the safety transmission problem model to obtain a beam forming weight vector, wherein the calculation process comprises the following steps:
converting the safety rate maximization problem into a transmission power minimization problem, and further converting the safety rate maximization problem into a convex optimization problem through a semi-positive definite relaxation method; solving the convex optimization problem to obtain a beam forming weight vector wi
Converting the safe rate maximization problem into a transmission power minimization problem, and further converting the safe rate maximization problem into a convex optimization problem by a semi-positive definite relaxation method, wherein the process comprises the following steps:
by introducing a relaxation variable mui,kAnd a relaxation variable λi,kA semi-positive planning problem can be obtained:
Figure BDA0003406121570000071
Figure BDA0003406121570000072
Figure BDA0003406121570000073
μi,kI-Ai,k≥0
Figure BDA0003406121570000074
rank(Wi)=1,Wi≥0
wherein rank (·) represents the rank of the matrix, and I is the identity matrix.
Solving through a semi-definite relaxation principle and a binary search method to obtain the beam forming matrix weight Wi opt(ii) a Judgment of Wi optWhether the rank is 1; if the rank is 1, for Wi optResolving the eigenvalue to obtain a beamforming weight vector wi(ii) a Otherwise, solving the beam forming weight vector w by using a Gaussian randomization techniquei
The user signals are subjected to space-time coding and then multiplied by the beamforming weight vectors obtained in the front, and are sent to respective satellites through high-capacity feeder links, and the satellites transmit the signals to ground legal users after adopting a satellite-borne beamforming technology, so that the whole information transmission process is completed.
As will be appreciated by one skilled in the art, embodiments of the present application may be provided as a method, system, or computer program product. Accordingly, the present application may take the form of an entirely hardware embodiment, an entirely software embodiment or an embodiment combining software and hardware aspects. Furthermore, the present application may take the form of a computer program product embodied on one or more computer-usable storage media (including, but not limited to, disk storage, CD-ROM, optical storage, and the like) having computer-usable program code embodied therein.
The present application is described with reference to flowchart illustrations and/or block diagrams of methods, apparatus (systems), and computer program products according to embodiments of the application. It will be understood that each flow and/or block of the flow diagrams and/or block diagrams, and combinations of flows and/or blocks in the flow diagrams and/or block diagrams, can be implemented by computer program instructions. These computer program instructions may be provided to a processor of a general purpose computer, special purpose computer, embedded processor, or other programmable data processing apparatus to produce a machine, such that the instructions, which execute via the processor of the computer or other programmable data processing apparatus, create means for implementing the functions specified in the flowchart flow or flows and/or block diagram block or blocks.
These computer program instructions may also be stored in a computer-readable memory that can direct a computer or other programmable data processing apparatus to function in a particular manner, such that the instructions stored in the computer-readable memory produce an article of manufacture including instruction means which implement the function specified in the flowchart flow or flows and/or block diagram block or blocks.
These computer program instructions may also be loaded onto a computer or other programmable data processing apparatus to cause a series of operational steps to be performed on the computer or other programmable apparatus to produce a computer implemented process such that the instructions which execute on the computer or other programmable apparatus provide steps for implementing the functions specified in the flowchart flow or flows and/or block diagram block or blocks.
The above description is only a preferred embodiment of the present invention, and it should be noted that, for those skilled in the art, several modifications and variations can be made without departing from the technical principle of the present invention, and these modifications and variations should also be regarded as the protection scope of the present invention.

Claims (8)

1. A secure transmission method for a dual-satellite communication system, comprising:
acquiring perfect channel information of a known legal user and imperfect channel information of an eavesdropper;
the method comprises the steps of establishing a safe transmission problem model with a beam forming weight vector as a variable by adding a safe interruption probability constraint condition, a transmission rate constraint condition and a satellite maximum transmitting power constraint condition of information transmission between a legal user and a satellite with the maximum safe rate of a double-satellite communication system as a target;
considering the uncertainty caused by imperfect eavesdropper channel information, introducing a safety interruption probability constraint condition;
solving the safety transmission problem model according to the actual conditions of each satellite in the double-satellite communication system to obtain a beam forming weight vector; and carrying out space-time coding on the user signals, multiplying the space-time coding by the beamforming weight vector obtained in the front, sending the space-time coding to a corresponding satellite, and forwarding the space-time coding to the ground user through the satellite.
2. The method of claim 1, wherein the safety outage probability constraint is expressed by the following formula:
Figure FDA0003406121560000011
wherein h isiExpressed as a satellite downlink channel vector, wiExpressed as a beamforming weight vector, R is expressed as a system security rate threshold, pk,sop∈(0,1]Is the system outage probability threshold value and is,
Figure FDA0003406121560000012
expressed as the noise power of the signal received by the legitimate user,
Figure FDA0003406121560000015
representing the noise power of the signal received by the eavesdropper, (.)HDenoted as the conjugate transpose operator.
3. The method of claim 2, wherein the transmission rate constraint is expressed by the following formula:
Figure FDA0003406121560000014
wherein R isminIndicating a transmission rate threshold for legitimate users.
4. A method for secure transmission in a dual-satellite oriented communication system according to claim 3, wherein the maximum transmit power constraint is expressed by the following formula:
||wi||2≤Pi,max
wherein, Pi,maxRepresenting the ith satellite maximum transmit power threshold.
5. The secure transmission method for the dual-satellite communication system according to claim 4, wherein a security outage probability constraint is introduced in consideration of uncertainty caused by imperfect eavesdropper channel information; the process comprises the following steps:
the uncertainty model for the kth eavesdropper channel is expressed as:
Figure FDA0003406121560000021
wherein, gi,kChannel state information between the ith satellite and the kth eavesdropper;
Figure FDA0003406121560000022
estimating channel state information for the ith satellite and the kth eavesdropper; Δ gi,kFor the estimated error between the ith satellite and the kth eavesdropper, obey a mean of 0 and a variance of Ei,kComplex gaussian distribution of (a);
substituting the uncertain model of the eavesdropper channel into the interruption probability constraint condition, and then converting by using a Bernstein inequality to obtain:
Figure FDA0003406121560000023
Figure FDA0003406121560000024
Figure FDA0003406121560000025
Figure FDA0003406121560000026
Figure FDA0003406121560000027
s+(A)=max{λmax(A),0}
wherein Tr (·) is a trace of the matrix; vec (·) denotes matrix vectorization.
6. The method of claim 1, wherein the solving of the security transmission problem model to obtain the beamforming weight vector comprises:
converting the safety rate maximization problem into a transmission power minimization problem, and further converting the safety rate maximization problem into a convex optimization problem through a semi-positive definite relaxation method; solving the convex optimization problem to obtain a beam forming weight vector wi
7. The method of claim 6, wherein the safety rate maximization problem is transformed into a transmit power minimization problem, which is further transformed into a convex optimization problem by a semi-positive relaxation method, and the process comprises:
by introducing a relaxation variable mui,kAnd relaxationVariable lambdai,kA semi-positive planning problem can be obtained:
Figure FDA0003406121560000031
s.t.
Figure FDA0003406121560000032
Figure FDA0003406121560000033
Figure FDA0003406121560000034
Figure FDA0003406121560000035
Figure FDA0003406121560000036
wherein rank (·) represents the rank of the matrix, and I is the identity matrix.
8. The method of claim 7, wherein the convex optimization problem is solved to obtain a beamforming weight vector wiThe process comprises the following steps:
solving through a semi-definite relaxation principle and a binary search method to obtain a beam forming matrix
Figure FDA0003406121560000037
Judgment of
Figure FDA0003406121560000038
Whether the rank is 1; if the rank is 1, for
Figure FDA0003406121560000039
Resolving the eigenvalue to obtain a beamforming weight vector wi(ii) a Otherwise, solving the beam forming weight vector w by using a Gaussian randomization techniquei
CN202111513780.6A 2021-12-13 2021-12-13 Safe transmission method for double-satellite communication system Active CN114337774B (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN202111513780.6A CN114337774B (en) 2021-12-13 2021-12-13 Safe transmission method for double-satellite communication system

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN202111513780.6A CN114337774B (en) 2021-12-13 2021-12-13 Safe transmission method for double-satellite communication system

Publications (2)

Publication Number Publication Date
CN114337774A true CN114337774A (en) 2022-04-12
CN114337774B CN114337774B (en) 2023-10-10

Family

ID=81049951

Family Applications (1)

Application Number Title Priority Date Filing Date
CN202111513780.6A Active CN114337774B (en) 2021-12-13 2021-12-13 Safe transmission method for double-satellite communication system

Country Status (1)

Country Link
CN (1) CN114337774B (en)

Citations (12)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2017015532A1 (en) * 2015-07-23 2017-01-26 Nxgen Partners Ip, Llc System and methods for combining mimo and mode-division multiplexing
US20170149823A1 (en) * 2015-06-19 2017-05-25 University Of Electronic Science And Technology Of China The unconditional secure communication method based on beam-forming and security code
CN107888270A (en) * 2017-12-25 2018-04-06 北京理工大学 Recognize the safe transmission method of physical layer in satellite ground UNE
US20180191457A1 (en) * 2017-01-03 2018-07-05 Intelligent Fusion Technology, Inc. Effective cross-layer satellite communications link interferences mitigation in the presence of various rfi types
CN108712199A (en) * 2018-05-03 2018-10-26 西安交通大学 Two-dimentional robust beam-forming method under MISO tapping channels based on outage probability constraint
CN109412745A (en) * 2018-12-11 2019-03-01 中国人民解放军军事科学院国防科技创新研究院 A kind of star-ground hybrid communication network downlink Cooperative Security transmission method
US20190229833A1 (en) * 2018-01-24 2019-07-25 Korea Advanced Institute Of Science And Technology Apparatus and method for secure communication using artificial noise scheme
CN110912597A (en) * 2019-11-07 2020-03-24 南京邮电大学 Robust safety beam forming method based on multi-objective optimization
CN112202486A (en) * 2020-09-08 2021-01-08 南京邮电大学 Multi-beam satellite communication robust beam forming method, device and storage medium thereof
CN113114341A (en) * 2021-04-01 2021-07-13 南京邮电大学 Information safety transmission method and device in high-flux satellite communication system
CN113179113A (en) * 2021-04-15 2021-07-27 南京邮电大学 Beam forming method and system under satellite communication multicast signal transmission mode
CN113194484A (en) * 2021-03-31 2021-07-30 浙江大学 Large-scale access method based on inter-satellite cooperation

Patent Citations (12)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20170149823A1 (en) * 2015-06-19 2017-05-25 University Of Electronic Science And Technology Of China The unconditional secure communication method based on beam-forming and security code
WO2017015532A1 (en) * 2015-07-23 2017-01-26 Nxgen Partners Ip, Llc System and methods for combining mimo and mode-division multiplexing
US20180191457A1 (en) * 2017-01-03 2018-07-05 Intelligent Fusion Technology, Inc. Effective cross-layer satellite communications link interferences mitigation in the presence of various rfi types
CN107888270A (en) * 2017-12-25 2018-04-06 北京理工大学 Recognize the safe transmission method of physical layer in satellite ground UNE
US20190229833A1 (en) * 2018-01-24 2019-07-25 Korea Advanced Institute Of Science And Technology Apparatus and method for secure communication using artificial noise scheme
CN108712199A (en) * 2018-05-03 2018-10-26 西安交通大学 Two-dimentional robust beam-forming method under MISO tapping channels based on outage probability constraint
CN109412745A (en) * 2018-12-11 2019-03-01 中国人民解放军军事科学院国防科技创新研究院 A kind of star-ground hybrid communication network downlink Cooperative Security transmission method
CN110912597A (en) * 2019-11-07 2020-03-24 南京邮电大学 Robust safety beam forming method based on multi-objective optimization
CN112202486A (en) * 2020-09-08 2021-01-08 南京邮电大学 Multi-beam satellite communication robust beam forming method, device and storage medium thereof
CN113194484A (en) * 2021-03-31 2021-07-30 浙江大学 Large-scale access method based on inter-satellite cooperation
CN113114341A (en) * 2021-04-01 2021-07-13 南京邮电大学 Information safety transmission method and device in high-flux satellite communication system
CN113179113A (en) * 2021-04-15 2021-07-27 南京邮电大学 Beam forming method and system under satellite communication multicast signal transmission mode

Non-Patent Citations (5)

* Cited by examiner, † Cited by third party
Title
GAOFENG CUI等: "Secure Beamforming and Jamming for Multibeam Satellite Systems With Correlated Wiretap Channels", IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY *
XIAO SHENGJIE等: "robust secure beamforming for the downlink of multibeam satellite communication", 2020 CROSS STRAIT RADIO SCIENCE & WIRELESS TECHNOLOGY CONFERENCE (CSRSWTC) *
欧阳键;许拔;袁灿;姜杨威;庄天行;: "面向卫星-地面协同通信系统的物理层安全传输设计", 电讯技术, no. 12 *
王舒;达新宇;: "非理想信道状态下多波束卫星通信的鲁棒安全传输设计", 电子与信息学报, no. 02 *
金鑫;任保全;李洪钧;巩向武;董飞鸿;: "星-地混合通信网络前向链路安全传输方案研究", 宇航学报, no. 12 *

Also Published As

Publication number Publication date
CN114337774B (en) 2023-10-10

Similar Documents

Publication Publication Date Title
CN109640321B (en) Cooperative interference physical layer secure transmission method based on optimal relay selection
Forouzesh et al. Covert communication using null space and 3D beamforming: Uncertainty of Willie's location information
Li et al. Wireless information surveillance and intervention over multiple suspicious links
CN110611528B (en) Satellite security communication robust beam forming method and system based on energy efficiency maximization
CN108880734B (en) CCFD-Massive MIMO system power distribution method based on quantum backtracking search optimization
CN109728865B (en) Interception coding method based on artificial noise in large-scale antenna array
CN110492996A (en) A kind of key generation method applied in the extensive mimo system of multi-user
CN105657698B (en) Safe transmission method based on cooperation interference in multicell network
WO2016150145A1 (en) Signal sending method and device
CN113726471B (en) Parameter optimization method of intelligent reflection surface auxiliary MIMO hidden communication system
CN113114341B (en) Information safety transmission method and device in high-flux satellite communication system
Xu et al. Weighted sum secrecy rate maximization for D2D underlaid cellular networks
Yu et al. Methods of improving secrecy transmission capacity in wireless random networks
CN113179113B (en) Beam forming method and system under satellite communication multicast signal transmission mode
Wang et al. Multicast secrecy rate maximization for reconfigurable intelligent surface backscatter communication
Ren et al. Task-oriented multi-modal communication based on cloud-edge-uav collaboration
CN114337774A (en) Safe transmission method for double-satellite communication system
CN117240333A (en) Millimeter wave system safe transmission method based on rate division multiple access technology
Ji et al. Multi-relay cognitive network with anti-fragile relay communication for intelligent transportation system under aggregated interference
CN112134603B (en) Method for synthesizing safe transmission emission signal of MU-MIMO system
CN114531674A (en) Combined secrecy and covert communication method and system based on rate segmentation
US20200106495A1 (en) Using artificial signals to maximize capacity and secrecy of multiple-input multiple-output (mimo) communication
Hu et al. Secure transmission design for virtual antenna array-aided device-to-device multicast communications
Dong et al. Joint power control and passive beamforming design for RIS-assisted secure communication systems
CN114339736B (en) Transmission method of enhanced security code and wireless communication 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