Computer Science ›› 2026, Vol. 53 ›› Issue (9): 351-364.doi: 10.11896/jsjkx.260400101
• Computer Network • Previous Articles Next Articles
LIAO Yunfeng1, KE Mingxing2, YAN Congying1, YUAN Haiyang1, LI Chen1, LI Kang1
CLC Number:
| [1] Framework and overall objectives of the future development of IMT for 2030 and beyond:ITU-R M.2160-0[R].Geneva:ITU,2023. [2] NATARAJA N K,SHARMA S,ALI K,et al.Integrated sensing and communication(ISAC) for vehicles:bistatic radar with 5G-NR signals[J].IEEE Transactions on Vehicular Technology,2025,74(4):6121-6137. [3] CUI J,CAO X,WANG S,et al.Hybrid-RIS-aided vehicularwireless sensing and communication:transmission protocol and performance enhancement[J].IEEE Transactions on Vehicular Technology,2025,74(7):11010-11024. [4] LYU X,ADITYA S,CLERCKX B.Rate-splitting multiple access for integrated sensing and communications:a first experimental study[J].IEEE Transactions on Wireless Communications,2026,25:10498-10513. [5] WANG Y,ZU K,XIANG L,et al.ISAC enabled cooperative detection for cellular-connected UAV network[J].IEEE Transactions on Wireless Communications,2025,24(2):1541-1554. [6] CHEN Y,LIU W,WANG C,et al.Latency minimization formulti-AAV-enabled ISCC systems with movable antenna[C] //2025 IEEE 25th International Conference on Communication Technology(ICCT).2025:1232-1238. [7] WAN J,REN H,PAN C,et al.Sensing capacity for integrated sensing and communication systems in low-altitude economy[J].IEEE Communications Letters,2025,29(6):1240-1244. [8] MAGBOOL A,KUMAR V,WU Q,et al.A survey on integrated sensing and communication with intelligent metasurfaces:trends,challenges,and opportunities[J].IEEE Open Journal of the Communications Society,2025,6:7270-7318. [9] GHOSH A,WILD T,DU J,et al.A unified future:integratedsensing and communication(ISAC) in 6G[J].Antennas and Propagation IEEE Journal of Selected Topics in Electromagne-tics,2025,1(1):365-374. [10] BIAN H,YAO Y,XIAO W,et al.Resourse allocation scheme for RIS-BackCom enabled ISCC systems[C] //ICC 2025 IEEE International Conference on Communications.2025:6013-6018. [11] XIU Y,ZHAO Y,XIE C F,et al.Power source allocation for RIS-aided integrating sensing,communication,and power transfer communication systems based on NOMA[J].IEEE Transactions on Mobile Computing,2026,25(7):9549-9562. [12] YAO J,LIU C,LUO S,et al.Toward integrated sensing andcommunication:interference-resistance design for Wi-Fi sensing[J].IEEE Transactions on Mobile Computing,2025,24(10):10807-10822. [13] CHEN W,HE Y,YU G,et al.Sensing framework design and performance optimization with action detection for ISCC[J].IEEE Transactions on Wireless Communications,2025,24(10):8361-8375. [14] CHU T,YE J,CHEN C,et al.Revolutionizing 6G:experimental validation of an optical integrated communication,sensing,and power transfer system[J].IEEE Journal on Selected Areas in Communications,2026,44:689-701. [15] MEN W,WANG J,DONG B,et al.OFDM-based underwater integrated sensing and communication:receiver design for doubly spread acoustic channels[J].IEEE Transactions on Communications,2025,73(10):9372-9387. [16] WEI Z,CHEN Y,WU Y,et al.Simultaneous distributed sensing and communication enabled by space and wavelength division multiplexing in a field-deployed seven-core fiber[J].Journal of Optical Communications and Networking,2026,18(4):B49-B59. [17] WU Y,SUN L,CAI J,et al.Advanced integration of sensing and communication with high DSP compatibility for SMART network[J].IEEE Photonics Technology Letters,2025,37(21):1249-1252. [18] SHATOV V,SCHIELER S,MUTH C,et al.Integrated radio sensing capabilities for 6G networks:AI/ML perspective[J].IEEE Communications Surveys and Tutorials,2026,28:5081-5120. [19] MA W,YANG Y,SUN W,et al.AdaDT:adaptive service provision and digital twin migration for ISAC-assisted edge intelligence[J].IEEE Transactions on Mobile Computing,2026,25(4):5775-5791. [20] ZHAN S,LIU Z,HUANG L,et al.Digital twin-assisted task offloading and resource allocation in ISAC-enabled internet of vehicles[J].arXiv:2511.05789,2025. [21] ZHANG D,CUI Y,CAO X,et al.Integrated sensing and communications over the years:an evolution perspective[J].IEEE Communications Surveys and Tutorials,2026,28:5014-5048. [22] WEI Z,QU H,WANG Y,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. [23] NI Z T,ZHANG A J,LIU R P,et al.Ambiguity function-based filter designs for OFDM ISAC systems[J].IEEE Wireless Communications Letters,2026,15:181-185. [24] LI P,LI M,LIU R,et al.Sensing-oriented adaptive resource allocation designs for OFDM-ISAC systems[J].IEEE Transactions on Signal Processing,2025,73:5121-5135. [25] TAO Y,WAN Z,LI Z,et al.mmWave-LoRadar empoweredvehicular integrated sensing and communication systems:LoRa meets FMCW[J].IEEE Transactions on Vehicular Technology,2025,74(10):16477-16482. [26] TAO Y,GAO Z,LI Z,et al.Pseudo-random TDM-MIMO FMCW-based millimeter-wave sensing and communication integration for UAV swarm[J].IEEE Internet of Things Journal,2026,13(1):549-564. [27] BOUZIANE A,EDDINE ZEGRAR S,ARSLAN H.A novelOFDM-FMCW waveform for low-complexity joint sensing and communication[J].IEEE Wireless Communications Letters,2025,14(2):425-429. [28] LIANG Y,WANG Q,HE X,et al.An OTFS ISAC systembased on enhanced uplink signal aided information fusion[J].IEEE Wireless Communications Letters,2025,14(10):3339-3343. [29] HUANG G,ZHANG S,JIN S,et al.A novel multi-beam directional modulation OFDM waveform design for integrated sen-sing and communication[J].IEEE Transactions on Vehicular Technology,2025,74(11):18220-18225. [30] WEN Y,YANG F,SONG J,et al.Joint design of optical phased array beamforming and OFDM waveform in optical wireless integrated sensing and communication[J].IEEE Transactions on Wireless Communications,2026,25:9703-9718. [31] ZHONG N,BAI W,ZOU X,et al.Photonics terahertz dual-band anti-jamming integrated sensing and communication system empowered by permutation frequency hopping[J].Journal of Lightwave Technology,2026,44(6):2237-2246. [32] DU C,ZHANG H,ZHANG X,et al.A full-duplex-based integrated sensing and communication survey:principles,key techniques,and receiver design[J].IEEE Communications Surveys and Tutorials,2026,28:1285-1317. [33] LIU J,WAN K,YI X,et al.Blind and topological interference managements for bistatic integrated sensing and communication[J].IEEE Journal on Selected Areas in Communications,2026,44:76-91. [34] GUPTA A,GANJI P,SRIVASTAVA S,et al.Data-aided bi-static sensing and communication for mmWave MIMO-OFDM ISAC systems[J].IEEE Transactions on Communications,2025,73(10):9720-9734. [35] DEMIRHAN U,ALKHATEEB A.Cell-free ISAC MIMO systems:joint sensing and communication beamforming[J].IEEE Transactions on Communications,2025,73(6):4454-4468. [36] ABDELAZIZ SALEM A,ALBREEM M A,ALNAJJAR K A,et al.Integrated cooperative sensing and communication for RIS-enabled full-duplex cell-free MIMO systems[J].IEEE Transactions on Communications,2025,73(6):3804-3819. [37] LI X,ZHU Q,CHEN Y,et al.Distributed multinode cooperative integrated sensing and communication systems:joint beamfor-ming and grouping design[J].IEEE Internet of Things Journal,2025,12(12):20377-20392. [38] WEI Z,LIU H,LI H,et al.Integrated sensing and communication enabled cooperative passive sensing using mobile communication system[J].IEEE Transactions on Mobile Computing,2025,24(9):7805-7821. [39] ZHOU T,XU K,HU G,et al.Robust and secure beamforming design for STAR-RIS-enabled IoE ISAC systems[J].IEEE Internet of Things Journal,2025,12(7):8742-8758. [40] GAN X,HUANG C,YANG Z,et al.Modeling and coverageanalysis of RIS-assisted integrated sensing and communication networks[J].IEEE Transactions on Wireless Communications,2025,24(7):6006-6019. [41] BENAYA A M,HASSAN M S,ISMAIL M H,et al.AerialISAC:a HAPS-assisted integrated sensing,communications and computing framework for enhanced coverage and security[J].IEEE Transactions on Green Communications and Networking,2025,9(4):2101-2114. [42] DONG H,AKAN O B.DebriSense:THz-based integrated sensing and communications(ISAC) for debris detection and classification in the internet of space(IoS)[J].IEEE Transactions on Wireless Communications,2025,24(11):9282-9295. [43] JIANG Y,LI X,ZHU G,et al.Network-level performance ana-lysis for air-ground integrated sensing and communication[J].IEEE Transactions on Wireless Communications,2025,24(8):6931-6946. [44] ZHANG H,WU S,ZHANG X,et al.Beamforming and phaseshift design for STAR-RIS-assisted secure sensing and communication in ISAC systems[J].IEEE Journal on Selected Areas in Communications,2026,44:4037-4050. [45] KHOSHAFA M H,MARAQA O,MOUALEU J M,et al.RIS-assisted physical layer security in emerging RF and optical wireless communications systems:a comprehensive survey[J].IEEE Communications Surveys and Tutorials,2025,27(4):2156-2203. [46] ILLI E,BAZZI A,QARAQE M,et al.On the secrecy-sensingoptimization of RIS-assisted full-duplex integrated sensing and communication network[J].IEEE Transactions on Wireless Communications,2026,25:9530-9547. [47] YANG B,YU Y,HAO X,et al.Robust covert ISAC:a collaborative sensing and communication approach against mobile warden[J].IEEE Journal on Selected Areas in Communications,2026,44:1633-1647. [48] WU H,LUO D,GAO F,et al.Covert communication in RIS-based integrated sensing and communication system[J].IEEE Transactions on Vehicular Technology,2026,75(3):4092-4109. [49] TANG R,YANG L,LV L,et al.Dual-functional artificial noise(DFAN) aided robust covert communications in integrated sen-sing and communications[J].IEEE Transactions on Communications,2025,73(2):1072-1086. [50] JIA H,ZHU R,SCIARRONE A,et al.Illegal sensing suppression for integrated sensing and communication system[J].IEEE Internet of Things Journal,2025,12(9):11890-11903. [51] CAO Y,DUAN L,ZHANG R.Sensing for secure communica-tion in ISAC:protocol design and beamforming optimization[J].IEEE Transactions on Wireless Communications,2025,24(2):1207-1220. [52] NAOUMI S,BAZZI A,BOMFIN R,et al.High-resolution sen-sing in communication-centric ISAC:deep learning and parame-tric methods[J].IEEE Journal on Selected Areas in Communications,2026,44:2201-2216. [53] CHENG Q,SHI Z,YUAN J.MTL-CNET:an advanced integrated sensing and communication framework utilizing complex neural networks and multi-task learning[J].IEEE Transactions on Wireless Communications,2026,25:2484-2498. [54] DAI C,WANG Y,WU T,et al.Robust multi-agent reinforcement learning for physical layer security communication in RIS-assisted UAV-enabled ISAC networks[J].IEEE Transactions on Network Science and Engineering,2026,13:4969-4984. [55] HUROON A M,TAREKEGN G B,ABDO A M A,et al.Multiagent deep reinforcement learning for AAV-RIS-assisted integrated sensing and communication[J].IEEE Internet of Things Journal,2025,12(19):40083-40097. [56] SARKAR D,SINGH K,YADAV S S,et al.Intelligent resource allocation for satellite-RIS-assisted URLLC-ISAC systems using deep learning approach[J].IEEE Transactions on Cognitive Communications and Networking,2026,12:6492-6508. [57] DUAN F,CHANG J,LIU X,et al.Deep unfolding network for delay-doppler sparse channel estimation in OTFS systems[J].IEEE Wireless Communications Letters,2026,15:370-374. [58] ZHANG J,ZHU Y,ZHAO N,et al.Performance-complexitytradeoff for ISAC transceiver design:a deep unfolding method[C] //ICC 2025 IEEE International Conference on Communications.2025:4433-4438. [59] HE X,XU H,ZHANG G,et al.RIS-assisted joint near-fieldchannel estimation and beamforming design based on deep unfolding[J].IEEE Transactions on Vehicular Technology,2026,75(3):4411-4423. [60] DEKA S,DEKA K,THANH NGUYEN N,et al.Comprehensive review of deep unfolding techniques for next-generation wireless communication systems[J].IEEE Internet of Things Journal,2026,13(6):10379-10406. [61] HE J,REN Z,YAO J,et al.Sensing-assisted channel prediction in complex wireless environments:an LLM-based approach[J].IEEE Wireless Communications Letters,2025,14(12):3857-3861. [62] WANG J,ZHAO C,DU H,et al.Generative AI enabled robust data augmentation for wireless sensing in ISAC networks[J].IEEE Journal on Selected Areas in Communications,2026,44:975-990. [63] WANG K,ZHANG H,LIU Z,et al.Collaborative optimization of sensing,communication,and computation functionalities in MEC-assisted ISAC systems[J].IEEE Transactions on Cognitive Communications and Networking,2026,12:1342-1355. [64] LIU P,FEI Z,WANG X,et al.Toward intelligent edge sensing for ISCC network:joint multi-tier DNN partitioning and beamforming design[J].IEEE Transactions on Wireless Communications,2026,25:6774-6789. [65] REN R,ZHAO J,ZOU D,et al.Collaborative computation in integrated sensing,communication,and computation system for autonomous driving[J].IEEE Transactions on Intelligent Transportation Systems,2026,27(1):883-894. [66] WEN D,XIE S,CAO X,et al.Integrated sensing,communication,and computation for over-the-air federated edge learning[J].IEEE Transactions on Wireless Communications,2026,25:2748-2762. [67] PANG G,ZHANG X.Integrating aircomp with isac over federated-learning 6G mobile wireless networks[C] //ICC 2025 IEEE International Conference on Communications.2025:4571-4576. [68] YANG Y,DING Y,WANG J,et al.Near-field integrated sen-sing,computing and semantic communication in digital twin-assisted vehicular networks[J].arXiv:2604.05797,2026. [69] CHEN J,DOU G Q,JIANG Y,et al.Joint optimization of semantic communication reliability in integrated sensing,communication and computing networks based on regional perception[J].Journal on Communications,2026,47(1):41-53. [70] DAI Q,ZENG Y,WANG H,et al.A tutorial on MIMO-OFDM ISAC:from far-field to near-field[J].IEEE Communications Surveys and Tutorials,2026,28:4319-4358. [71] SUN L,ZHAO Z,JIA C,et al.On the design of NOMA-based integrated sensing and communications(ISAC) in near-field extremely large-scale MIMO systems[J].IEEE Internet of Things Journal,2025,12(12):18554-18569. [72] XIAO Y,WANG E,CHEN Y,et al.Integrated sensing andcommunications with mixed fields using transmit beamforming[J].IEEE Wireless Communications Letters,2025,14(3):726-730. [73] ALSHORMAN N A,ASSA S,ARSLAN H.Integrated sensing and communication beamforming design with target model aware antenna selection[J].IEEE Internet of Things Journal,2026,13(1):963-977. [74] LIU Y,LUO D,GAO F.RIS-aided non-cooperative multi-base station multi-user ISAC scheme[J].IEEE Transactions on Vehicular Technology,2025,74(5):8478-8482. [75] LI X,WU Z,CAI Y,et al.Win-win of communication and sen-sing security for MC-NOMA ISAC systems[J].IEEE Journal on Selected Areas in Communications,2025,43(9):3214-3230. [76] DING Y,CHEN Y,LU W,et al.Task-specific resource orchestration for effective concurrent heterogeneous task completion in ISCC systems[J].IEEE Transactions on Wireless Communications,2026,25:13136-13149. [77] LIU P,WANG X,FEI Z,et al.Latency minimization oriented radio and computation resource allocations for 6G V2X networks with ISCC[J].IEEE Transactions on Communications,2025,73(12):15851-15865. [78] CHO W,CHANG K,SHIN W,et al.OFDM-based In-band full-duplex ISAC systems[J].IEEE Wireless Communications Letters,2025,14(2):365-369. [79] JOY A T,TISHCHENKO A,TAGHVAEE H,et al.RIS-enabled ISAC in 6G:exploring the role of wave domain computing[J].IEEE Communications Standards Magazine,2026,10(1):137-144. [80] HAN Y,YANG H,SHI S,et al.Enhancing covert communica-tion and sensing for NOMA-ISAC systems with ARIS-assisted cooperative beamforming[J].IEEE Transactions on Green Communications and Networking,2026,10:2350-2364. [81] YANG K,XU J,TAO X,et al.Sensing-centric energy-efficient hybrid beamforming design for terahertz integrated sensing and communications[J].IEEE Transactions on Vehicular Technology,2025,74(9):14887-14892. [82] MATSUMINE T,OCHIAI H,SHIKATA J.Physical layer security for integrated sensing and communication:a survey[J].IEEE Open Journal of the Communications Society,2025,6:6690-6743. [83] WANG H,XIA D,ZHAO P,et al.Cross-medium communication via passive relay[C] //ICC 2025 IEEE International Confe-rence on Communications.2025:716-721. [84] ZENG Y,SONG C,XU Z.Effects of water surface waves on a sound-millimeter wave-based cross-medium wireless communication system[J].IEEE Journal of Oceanic Engineering,2025,50(2):671-683. [85] LI J,TONG F,JIANG W,et al.Metastructure-enabled underwater acoustic integrated sensing and communication[J].IEEE Wireless Communications Letters,2024,13(12):3335-3339. [86] ALHAMDANI K,NASER S,MUHAIDAT S,et al.Time reversal in RIS-aided environments[J].IEEE Wireless Communications Letters,2025,14(4):1029-1033. [87] ALEXANDROPOULOS G C,MOKH A,KHAYATZADEH R,et al.Time reversal for 6G spatiotemporal focusing:recent experiments,opportunities,and challenges[J].IEEE Vehicular Technology Magazine,2022,17(4):74-82. [88] HAO K,CORTES J M,ÖZGER M.Counterfactual and causalanalysis for AI-based modulation and coding scheme selection[C] //2023 IEEE Globecom Workshops(GC Wkshps).2023:32-37. [89] LIAO Y,WEI D W.A Review on Beamforming Design forReconfigurable Intelligent Surface-aided Integrated Sensing and Communication System[J].ZTE Technology Journal,2026,32(2):63-72. [90] CUI R J,SUN J B,HE B Y,et al.A Review of Causal Inference and Its Military Applications[J/OL].Systems Engineering-Theory & Practice,2025.https://link.cnki.net/urlid/11.2267.N.20251203.1054.002. [91] HUI T F,ZHAI S H,GONG F K,et al.Research status and development trends of satellite communication multiple access technology[J].Space Electronic Technology,2026,23(1):116-134. [92] LIU Y,SHI Y,LI J G,et al.Reconnaissance and jamming methods for low earth orbit constellations[J].Space Electronic Technology,2026,23(2):1-8. |
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