Citation: | LIU Fan, LU Shihang, and CHEN Zihao. MIMO-ISAC precoding design toward random signals[J]. Journal of Radars, in press. doi: 10.12000/JR25019 |
[1] |
马丁友, 刘祥, 黄天耀, 等. 雷达通信一体化: 共用波形设计和性能边界[J]. 雷达学报, 2022, 11(2): 198–212. doi: 10.12000/JR21146.
MA Dingyou, LIU Xiang, HUANG Tianyao, et al. Joint radar and communications: Shared waveform designs and performance bounds[J]. Journal of Radars, 2022, 11(2): 198–212. doi: 10.12000/JR21146.
|
[2] |
LIU Fan, ZHENG Le, CUI Yuanhao, et al. Seventy years of radar and communications: The road from separation to integration[J]. IEEE Signal Processing Magazine, 2023, 40(5): 106–121. doi: 10.1109/MSP.2023.3272881.
|
[3] |
LU Shihang, LIU Fan, LI Yunxin, et al. Integrated sensing and communications: Recent advances and ten open challenges[J]. IEEE Internet of Things Journal, 2024, 11(11): 19094–19120. doi: 10.1109/JIOT.2024.3361173.
|
[4] |
XIE Lei, SONG Shenghui, ELDAR Y C, et al. Collaborative sensing in perceptive mobile networks: Opportunities and challenges[J]. IEEE Wireless Communications, 2023, 30(1): 16–23. doi: 10.1109/MWC.005.2200214.
|
[5] |
尹浩, 黄宇红, 韩林丛, 等. 6G通信-感知-计算融合网络的思考[J]. 中国科学: 信息科学, 2023, 53(9): 1838–1842. doi: 10.1360/SSI-2023-0135.
YIN Hao, HUANG Yuhong, HAN Lincong, et al. Thoughts on 6G integrated communication, sensing and computing networks[J]. Scientia Sinica Informationis, 2023, 53(9): 1838–1842. doi: 10.1360/SSI-2023-0135.
|
[6] |
WEI Zhiqing, XU Ruizhong, FENG Zhiyong, et al. Symbol-level integrated sensing and communication enabled multiple base stations cooperative sensing[J]. IEEE Transactions on Vehicular Technology, 2024, 73(1): 724–738. doi: 10.1109/TVT.2023.3304856.
|
[7] |
ITU-R. Recommendation ITU-R M.2160-0: Framework and overall objectives of the future development of IMT for 2030 and beyond[EB/OL]. https://www.itu.int/rec/R-REC-M.2160, 2023.
|
[8] |
ANTIPOLIS S. ETSI Launches a New Group for Integrated Sensing and Communications, a Candidate Technology for 6G[EB/OL]. https://www.etsi.org/committee?id=2291, 2023.
|
[9] |
通信世界网. 5G-A先行者计划成功!中国移动实现低空无人机感知重大突破[EB/OL]. http://www.cww.net.cn/article?id=578106, 2023.
Communication World Network. 5G-A pioneer program success! China Mobile achieves low-altitude UAV sensing[EB/OL]. http://www.cww.net.cn/article?id=578106, 2023.
|
[10] |
IMT-2030(6G)推进组. 通信感知一体化技术研究报告[EB/OL], https://www.imt2030.org.cn/html//default/zhongwen/chengguofabu/yanjiubaogao/index.html?index=2, 2022.
IMT-2030 (6G) Promotion Group. Research report on ISAC technologies[EB/OL], https://www.imt2030.org.cn/html//default/zhongwen/chengguofabu/yanjiubaogao/index.html?index=2,. 2022.
|
[11] |
华为. 6G太赫兹通信感知一体化, 开启无线新可能[EB/OL]. https://www.huawei.com/cn/huaweitech/future-technologies/6g-isac-thz, 2022.
Huawei. 6G terahertz ISAC: New opportunities for wireless systems[EB/OL]. https://www.huawei.com/cn/huaweitech/future-technologies/6g-isac-thz, 2022.
|
[12] |
ISAC-ETI & Huawei. Wi-Fi Sensing White Paper[R]. 2022.
|
[13] |
中国移动. 5G-A通感一体典型场景技术解决方案白皮书[R]. 2024.
China Mobile. White paper on 5G-A ISAC systems: Typical scenarios and technology Solutions[R]. 2024.
|
[14] |
中国联通. 6G通感智算一体化无线网络白皮书[R]. 2023.
China Unicom. White paper on 6G integrated sensing, communication, and intelligent computation[R]. 2023.
|
[15] |
ZHAO Yajun, DAI Linglong, ZHANG Jianhua, et al. 6G near-field technologies white paper[EB/OL]. FuTURE Forum, Nanjing, China, https://www.g6gconference.com/index/Lists/index.html?id=9, 2024.
|
[16] |
LIU Fan, CUI Yuanhao, MASOUROS C, et al. Integrated sensing and communications: Toward dual-functional wireless networks for 6G and beyond[J]. IEEE Journal on Selected Areas in Communications, 2022, 40(6): 1728–1767. doi: 10.1109/JSAC.2022.3156632.
|
[17] |
LIU An, HUANG Zhe, LI Min, et al. A survey on fundamental limits of integrated sensing and communication[J]. IEEE Communications Surveys & Tutorials, 2022, 24(2): 994–1034. doi: 10.1109/COMST.2022.3149272.
|
[18] |
XIONG Yifeng, LIU Fan, WAN Kai, et al. From torch to projector: Fundamental tradeoff of integrated sensing and communications[J]. IEEE BITS the Information Theory Magazine, 2024. doi: 10.1109/MBITS.2024.3376638.
|
[19] |
WEI Zhiqing, QU Hangyang, WANG Yuan, et al. Integrated sensing and communication signals toward 5G-A and 6G: A survey[J]. IEEE Internet of Things Journal, 2023, 10(13): 11068–11092. doi: 10.1109/JIOT.2023.3235618.
|
[20] |
MENG Kaitao, MASOUROS C, PETROPULU A P., et al. Cooperative ISAC networks: Opportunities and challenges[J]. IEEE Wireless Communications, 2024. doi: 10.1109/MWC.008.2400151.
|
[21] |
HASSANIEN A, AMIN M G, ZHANG Y D, et al. Signaling strategies for dual-function radar communications: An overview[J]. IEEE Aerospace and Electronic Systems Magazine, 2016, 31(10): 36–45. doi: 10.1109/MAES.2016.150225.
|
[22] |
HUA Haocheng, XU Jie, and HAN T X. Optimal transmit beamforming for integrated sensing and communication[J]. IEEE Transactions on Vehicular Technology, 2023, 72(8): 10588–10603. doi: 10.1109/TVT.2023.3262513.
|
[23] |
CHEN Li, WANG Zhiqing, DU Ying, et al. Generalized transceiver beamforming for DFRC with MIMO radar and MU-MIMO communication[J]. IEEE Journal on Selected Areas in Communications, 2022, 40(6): 1795–1808. doi: 10.1109/JSAC.2022.3155515.
|
[24] |
HUA Meng, WU Qingqing, CHEN Wen, et al. Secure intelligent reflecting surface-aided integrated sensing and communication[J]. IEEE Transactions on Wireless Communications, 2024, 23(1): 575–591. doi: 10.1109/TWC.2023.3280179.
|
[25] |
XIAO Zichao, LIU Rang, LI Ming, et al. A novel joint angle-range-velocity estimation method for MIMO-OFDM ISAC systems[J]. IEEE Transactions on Signal Processing, 2024, 72: 3805–3818. doi: 10.1109/TSP.2024.3442886.
|
[26] |
ZHANG Yumeng, ADITYA S, and CLERCKX B. Input distribution optimization in OFDM dual-function radar-communication systems[J]. IEEE Transactions on Signal Processing, 2024, 72: 5258–5273. doi: 10.1109/TSP.2024.3491899.
|
[27] |
LI Yunxin, LIU Fan, DU Zhen, et al. Frame structure and protocol design for sensing-assisted NR-V2X communications[J]. IEEE Transactions on Mobile Computing, 2024, 23(12): 11045–11060. doi: 10.1109/TMC.2024.3389697.
|
[28] |
LU Shihang, LIU Fan, DONG Fuwang, et al. Random ISAC signals deserve dedicated precoding[J]. IEEE Transactions on Signal Processing, 2024, 72: 3453–3469. doi: 10.1109/TSP.2024.3427373.
|
[29] |
LIU Fan, LIU Yafeng, LI Ang, et al. Cramér-Rao bound optimization for joint radar-communication beamforming[J]. IEEE Transactions on Signal Processing, 2022, 70: 240–253. doi: 10.1109/TSP.2021.3135692.
|
[30] |
SONG Xianxin, XU Jie, LIU Fan, et al. Intelligent reflecting surface enabled sensing: Cramér-Rao bound optimization[J]. IEEE Transactions on Signal Processing, 2023, 71: 2011–2026. doi: 10.1109/TSP.2023.3280715.
|
[31] |
CHENG Gaoyuan, FANG Yuan, XU Jie, et al. Optimal coordinated transmit beamforming for networked integrated sensing and communications[J]. IEEE Transactions on Wireless Communications, 2024, 23(8): 8200–8214. doi: 10.1109/TWC.2023.3346457.
|
[32] |
WEN Cai, HUANG Yan, ZHENG Le, et al. Transmit waveform design for dual-function radar-communication systems via hybrid linear-nonlinear precoding[J]. IEEE Transactions on Signal Processing, 2023, 71: 2130–2145. doi: 10.1109/TSP.2023.3278858.
|
[33] |
XIONG Yifeng, LIU Fan, CUI Yuanhao, et al. On the fundamental tradeoff of integrated sensing and communications under Gaussian channels[J]. IEEE Transactions on Information Theory, 2023, 69(9): 5723–5751. doi: 10.1109/TIT.2023.3284449.
|
[34] |
LIU Fan, ZHANG Ying, XIONG Yifeng, et al. OFDM achieves the lowest ranging sidelobe under random ISAC signaling[J]. arXiv: 2407.06691, 2024. doi: 10.48550/arXiv.2407.06691.
|
[35] |
KESKIN M F, MOJAHEDIAN M M, LACRUZ J O, et al. Fundamental trade-offs in monostatic ISAC: A holistic investigation towards 6G[J]. arXiv: 2401.18011, 2024. doi: 10.48550/arXiv.2401.18011.
|
[36] |
DU Zhen, LIU Fan, XIONG Yifeng, et al. Reshaping the ISAC tradeoff under OFDM signaling: A probabilistic constellation shaping approach[J]. IEEE Transactions on Signal Processing, 2024, 72: 4782–4797. doi: 10.1109/TSP.2024.3465499.
|
[37] |
LU Shihang, LIU Fan, DONG Fuwang, et al. Optimal precoding toward random ISAC signals[J]. IEEE Transactions on Vehicular Technology, 2024, 73(12): 19884–19889. doi: 10.1109/TVT.2024.3446821.
|
[38] |
XIE Lei, LIU Fan, LUO Jiajin, et al. Sensing mutual information with random signals in gaussian channels: Bridging sensing and communication metrics[J]. arXiv: 2402.03919, 2024.
|
[39] |
XIE Lei, LIU Fan, XIE Zhanyuan, et al. Sensing mutual information with random signals in Gaussian channels[C]. IEEE International Conference on Communications, Denver, CO, USA, 2024: 2228–2233. doi: 10.1109/ICC51166.2024.10622618.
|
[40] |
DONG Fuwang, LIU Fan, LU Shihang, et al. Rethinking estimation rate for wireless sensing: A rate-distortion perspective[J]. IEEE Transactions on Vehicular Technology, 2023, 72(12): 16876–16881. doi: 10.1109/TVT.2023.3298005.
|
[41] |
MAIWALD D and KRAUS D. On moments of complex Wishart and complex inverse Wishart distributed matrices[C]. 1997 IEEE International Conference on Acoustics, Speech, and Signal Processing, Munich, Germany, 1997: 3817–3820. doi: 10.1109/ICASSP.1997.604712.
|
[42] |
MARSHALL A W, OLKIN I, and ARNOLD B C. Inequalities: Theory of Majorization and Its Applications[M]. New York: Academic Press, 1979: 340–341.
|
[43] |
KHANDAKER M R A and RONG Yue. Precoding design for MIMO relay multicasting[J]. IEEE Transactions on Wireless Communications, 2013, 12(7): 3544–3555. doi: 10.1109/TWC.2013.060413.121817.
|
[44] |
CHEN Guangji, WU Qingqing, HE Chong, et al. Active IRS aided multiple access for energy-constrained IoT systems[J]. IEEE Transactions on Wireless Communications, 2023, 22(3): 1677–1694. doi: 10.1109/TWC.2022.3206332.
|
[45] |
CHEN Guangji, WU Qingqing, CHEN Wen, et al. IRS-aided wireless powered MEC systems: TDMA or NOMA for computation offloading?[J]. IEEE Transactions on Wireless Communications, 2023, 22(2): 1201–1218. doi: 10.1109/TWC.2022.3203158.
|
[46] |
WU Tuo, PAN Cunhua, ZHI Kangda, et al. Exploit high-dimensional ris information to localization: What is the impact of faulty element?[J]. IEEE Journal on Selected Areas in Communications, 2024, 42(10): 2803–2819. doi: 10.1109/JSAC.2024.3414582.
|
[47] |
WU Tuo, ZHI Kangda, YAO Junteng, et al. Fluid antenna systems enabling 6G:Principles, applications, and research directions[J]. arXiv: 2412.03839, 2024.
|
[48] |
YU Xianghao, SHEN J C, ZHANG Jun, et al. Alternating minimization algorithms for hybrid precoding in millimeter wave MIMO systems[J]. IEEE Journal of Selected Topics in Signal Processing, 2016, 10(3): 485–500. doi: 10.1109/JSTSP.2016.2523903.
|