Integrated Sensing and Communication: Joint Pilot and Transmission Design
This paper studies a communication-centric integrated sensing and communication (ISAC) system, where a multi-antenna base station (BS) simultaneously performs downlink communication and target detection. A novel target detection and information transmission protocol is proposed, where the BS execute...
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Published in | IEEE transactions on wireless communications Vol. 23; no. 11; pp. 16017 - 16032 |
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Main Authors | , , , , , |
Format | Journal Article |
Language | English |
Published |
New York
IEEE
01.11.2024
The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Subjects | |
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Abstract | This paper studies a communication-centric integrated sensing and communication (ISAC) system, where a multi-antenna base station (BS) simultaneously performs downlink communication and target detection. A novel target detection and information transmission protocol is proposed, where the BS executes the channel estimation and beamforming successively and meanwhile jointly exploits the pilot sequences in the channel estimation stage and user information in the transmission stage to assist target detection. We investigate the joint design of the pilot matrix, training duration, and transmit beamforming to maximize the probability of target detection, subject to the minimum achievable rate required by the user. However, designing the optimal pilot matrix is rather challenging since there is no closed-form expression of the detection probability with respect to the pilot matrix. To tackle this difficulty, we resort to designing the pilot matrix based on the information-theoretic criterion to maximize the mutual information (MI) between the received observations and BS-target channel coefficients for target detection. We first derive the optimal pilot matrix for both channel estimation and target detection, and then propose a unified pilot matrix structure to balance minimizing the channel estimation error (MSE) and maximizing MI. Based on the proposed structure, a low-complexity successive refinement algorithm is proposed. In addition, we rigorously analyze the impact of pilot length and pilot matrix on two fundamental tradeoffs, namely MSE-MI and Rate-MI. Simulation results demonstrate that the proposed pilot matrix structure can well balance the MSE-MI and the Rate-MI tradeoffs, and show the significant region improvement of our proposed design as compared to other benchmark schemes. Furthermore, it is unveiled that as the communication channel is more spatially correlated, the Rate-MI region can be further enlarged. |
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AbstractList | This paper studies a communication-centric integrated sensing and communication (ISAC) system, where a multi-antenna base station (BS) simultaneously performs downlink communication and target detection. A novel target detection and information transmission protocol is proposed, where the BS executes the channel estimation and beamforming successively and meanwhile jointly exploits the pilot sequences in the channel estimation stage and user information in the transmission stage to assist target detection. We investigate the joint design of the pilot matrix, training duration, and transmit beamforming to maximize the probability of target detection, subject to the minimum achievable rate required by the user. However, designing the optimal pilot matrix is rather challenging since there is no closed-form expression of the detection probability with respect to the pilot matrix. To tackle this difficulty, we resort to designing the pilot matrix based on the information-theoretic criterion to maximize the mutual information (MI) between the received observations and BS-target channel coefficients for target detection. We first derive the optimal pilot matrix for both channel estimation and target detection, and then propose a unified pilot matrix structure to balance minimizing the channel estimation error (MSE) and maximizing MI. Based on the proposed structure, a low-complexity successive refinement algorithm is proposed. In addition, we rigorously analyze the impact of pilot length and pilot matrix on two fundamental tradeoffs, namely MSE-MI and Rate-MI. Simulation results demonstrate that the proposed pilot matrix structure can well balance the MSE-MI and the Rate-MI tradeoffs, and show the significant region improvement of our proposed design as compared to other benchmark schemes. Furthermore, it is unveiled that as the communication channel is more spatially correlated, the Rate-MI region can be further enlarged. |
Author | Hua, Meng Dobre, Octavia A. Wu, Qingqing Jamalipour, Abbas Wu, Celimuge Chen, Wen |
Author_xml | – sequence: 1 givenname: Meng orcidid: 0000-0002-3121-6344 surname: Hua fullname: Hua, Meng email: m.hua@imperial.ac.uk organization: Department of Electronic Engineering, Shanghai Jiao Tong University, Minhang, Shanghai, China – sequence: 2 givenname: Qingqing orcidid: 0000-0002-0043-3266 surname: Wu fullname: Wu, Qingqing email: qingqingwu@sjtu.edu.cn organization: Department of Electronic Engineering, Shanghai Jiao Tong University, Minhang, Shanghai, China – sequence: 3 givenname: Wen orcidid: 0000-0003-2133-8679 surname: Chen fullname: Chen, Wen email: wenchen@sjtu.edu.cn organization: Department of Electronic Engineering, Shanghai Jiao Tong University, Minhang, Shanghai, China – sequence: 4 givenname: Abbas orcidid: 0000-0002-1807-7220 surname: Jamalipour fullname: Jamalipour, Abbas email: a.jamalipour@ieee.org organization: School of Electrical and Information Engineering, The University of Sydney, Sydney, NSW, Australia – sequence: 5 givenname: Celimuge orcidid: 0000-0001-6853-5878 surname: Wu fullname: Wu, Celimuge email: celimuge@uec.ac.jp organization: Department of Computer and Network Engineering, The University of Electro-Communications, Tokyo, Japan – sequence: 6 givenname: Octavia A. orcidid: 0000-0001-8528-0512 surname: Dobre fullname: Dobre, Octavia A. email: odobre@mun.ca organization: Faculty of Engineering and Applied Science, Memorial University of Newfoundland, St. John's, NL, Canada |
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SubjectTerms | Algorithms Beamforming Channel estimation Communication Error detection Impact analysis Information processing Information theory Integrated sensing and communication (ISAC) Object detection Optimization pilot design Radar Sensors Sequences Symbols Target detection Tradeoffs Training training duration transmit beamforming |
Title | Integrated Sensing and Communication: Joint Pilot and Transmission Design |
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