Optimal Resource Allocation Design for Wideband Integrated Sensing and Communication Systems

被引:0
作者
Wang, Wenhao [1 ]
Qiao, Deli [1 ]
Yang, Lei [2 ]
Zhan, Yueying [2 ]
Ng, Derrick Wing Kwan [3 ]
机构
[1] East China Normal Univ, Sch Commun & Elect Engn, Shanghai Key Lab Multidimens Informat Proc, Shanghai 200241, Peoples R China
[2] Chinese Acad Sci, Technol & Engn Ctr Space Utilizat, Key Lab Space Utilizat, Beijing 100094, Peoples R China
[3] Univ New South Wales, Sch Elect Engn & Telecommun, Sydney, NSW 2052, Australia
基金
中国国家自然科学基金; 中国博士后科学基金;
关键词
Array signal processing; Wideband; Radio frequency; Terahertz communications; Resource management; Integrated sensing and communication; Radio spectrum management; Optimization; Wireless communication; Symbols; integrated sensing and communication; beam split; generalized Bender's decomposition; CHANNEL ESTIMATION; BEAM SQUINT; MIMO; OPTIMIZATION; ALGORITHM; MMWAVE;
D O I
10.1109/TWC.2024.3516777
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper investigates resource allocation design for wideband integrated sensing and communication (ISAC) systems. To tackle the severe propagation attenuation issue in designing high-frequency ISAC systems, we adopt the hybrid beamformer at the transmitter to achieve substantial beamforming gains by generating highly directional beams. However, the well-known beam-split effect introduces multiple spatial directions at each subcarrier, due to the employment of wider bandwidth and a larger number of antennas, which may lead to system performance degradation. Fortunately, the notion of a true-time-delayer (TTD) has emerged as a crucial solution for compensating for the beam split by generating frequency-dependent phase shifts. To fully unleash its potential, we aim to minimize the Cram & eacute;r-Rao Bound (CRB) for target estimation by jointly optimizing subcarrier allocation, digital beamforming matrices, and frequency-independent and frequency-dependent analog beamforming matrices at base station (BS). We formulate the optimization design as a non-convex mixed-integer non-linear programming (MINLP) problem, subject to the transmit power budget constraint of the BS, the rate quality-of-service (QoS) constraints for users, and the discrete nature of the analog beamformer. To achieve a globally optimal solution for the complex design problem, an iterative resource allocation algorithm is proposed by exploiting the generalized Bender's decomposition (GBD) method. Moreover, we develop a computationally-efficient suboptimal algorithm to strike an effective balance between system performance and complexity. Our simulation results demonstrate the crucial importance of simultaneously optimizing all available degrees-of-freedom (DoFs) in wideband ISAC systems jointly and optimally. Furthermore, our proposed schemes are able to significantly improve the sensing accuracy over the traditional alternating optimization (AO) scheme adopted in existing solutions. Besides, our results unveil that deploying TTD units with limited bit-resolution time delays can achieve substantial gains in both communication and sensing performances.
引用
收藏
页码:2140 / 2156
页数:17
相关论文
共 62 条
[1]   Fundamental Detection Probability vs. Achievable Rate Tradeoff in Integrated Sensing and Communication Systems [J].
An, Jiancheng ;
Li, Hongbin ;
Ng, Derrick Wing Kwan ;
Yuen, Chau .
IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2023, 22 (12) :9835-9853
[2]  
Boyd S., 2004, Convex optimization, DOI 10.1017/CBO9780511804441
[3]   Estimation of Wideband Dynamic mmWave and THz Channels for 5G Systems and Beyond [J].
Brighente, Alessandro ;
Cerutti, Mattia ;
Nicoli, Monica ;
Tomasin, Stefano ;
Spagnolini, Umberto .
IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 2020, 38 (09) :2026-2040
[4]   Seven Defining Features of Terahertz (THz) Wireless Systems: A Fellowship of Communication and Sensing [J].
Chaccour, Christina ;
Soorki, Mehdi Naderi ;
Saad, Walid ;
Bennis, Mehdi ;
Popovski, Petar ;
Debbah, Merouane .
IEEE COMMUNICATIONS SURVEYS AND TUTORIALS, 2022, 24 (02) :967-993
[5]   Accurate Beam Training for RIS-Assisted Wideband Terahertz Communication [J].
Chen, Yuhao ;
Tan, Jingbo ;
Hao, Mo ;
Mackenzie, Richard ;
Dai, Linglong .
IEEE TRANSACTIONS ON COMMUNICATIONS, 2023, 71 (12) :7425-7440
[6]   Hybrid Beamforming Design for OFDM Dual-Function Radar-Communication System [J].
Cheng, Ziyang ;
He, Zishu ;
Liao, Bin .
IEEE JOURNAL OF SELECTED TOPICS IN SIGNAL PROCESSING, 2021, 15 (06) :1455-1467
[7]   New complexity analysis for primal-dual interior-point methods for self-scaled optimization problems [J].
Choi, Bo Kyung ;
Lee, Gue Myung .
FIXED POINT THEORY AND APPLICATIONS, 2012,
[8]  
Cormen T.H., 2009, Introduction To Algorithms
[9]   Integrating Sensing and Communications for Ubiquitous IoT: Applications, Trends, and Challenges [J].
Cui, Yuanhao ;
Liu, Fan ;
Ling, Xiaojun ;
Mu, Junsheng .
IEEE NETWORK, 2021, 35 (05) :158-167
[10]   Delay-Phase Precoding for Wideband THz Massive MIMO [J].
Dai, Linglong ;
Tan, Jingbo ;
Chen, Zhi ;
Poor, H. Vincent .
IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2022, 21 (09) :7271-7286