Volume 44 Issue 1
Feb.  2026
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ZHANG Jing, HU Wenfei, ZHANG Qingyang, LI Changzhen, CHEN Mozi, CHEN Mengda. A Survey on Wireless Channel Characteristics for Intelligent Inland Shipping: Measurement and Modeling Techniques[J]. Journal of Transport Information and Safety, 2026, 44(1): 1-12. doi: 10.3963/j.jssn.1674-4861.2026.01.001
Citation: ZHANG Jing, HU Wenfei, ZHANG Qingyang, LI Changzhen, CHEN Mozi, CHEN Mengda. A Survey on Wireless Channel Characteristics for Intelligent Inland Shipping: Measurement and Modeling Techniques[J]. Journal of Transport Information and Safety, 2026, 44(1): 1-12. doi: 10.3963/j.jssn.1674-4861.2026.01.001

A Survey on Wireless Channel Characteristics for Intelligent Inland Shipping: Measurement and Modeling Techniques

doi: 10.3963/j.jssn.1674-4861.2026.01.001
  • Received Date: 2025-09-02
    Available Online: 2026-08-28
  • As intelligent shipping systems continue to develop rapidly, efficient and reliable wireless communications become one of the key enabling technologies for supporting vessel state sensing, waterway environmental monitoring, and collaborative operations. Based on the existing body of research, this paper reviews recent advances in wireless channel characterization for intelligent inland shipping and highlights the unique challenges that distinguish inland waterways from terrestrial and near-shore environments, including corridor-like wide-area coverage induced by complex land-water mixed topologies, navigation environments and natural conditions, and dense man-made structures (e.g., bridges) and other obstructions. Representative inland waterways worldwide are examined, and by analyzing the adaptability bottlenecks of current communication technologies in inland scenarios, it is shown that conventional channel models cannot accurately capture the propagation mechanisms specific to inland waterways. The review focuses on two core aspects: channel measurement and channel modeling, while also summarizing differences across typical frequency bands and waterway segments, comparing the applicability boundaries of statistical and geometry-based modeling approaches, and outlining key procedures for parameter acquisition and validation to inform future research. On the measurement side, three major characteristics are identified, namely the sparsity of air-space-water links, the instability caused by vessel motion, and evaporation-duct effects; the limitations of existing measurement schemes are then discussed in terms of dynamic trajectory tracking, localized meteorological coupling, and high-resolution capture of non-line-of-sight paths. On the modeling side, large-scale and small-scale fading models applicable to inland environments are reviewed, and the limitations of existing models in finely characterizing the coupled dynamics of vessel-induced motion and time-varying water-surface reflections, as well as constrained scenarios such as bridge canyons, are emphasized. Finally, building a highly reliable communication network with full-coverage capability for inland waterways calls for breakthroughs in environment-driven high-fidelity channel modeling, multi-band propagation mechanism analysis, and the design of coordinated "shore-ship-cloud" architectures.

     

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  • [1]
    BURGT T V D, BARONNER A. An information and tracking system for inland shipping[J]. IEEE Software, 2017, 34(3): 105-110. doi: 10.1109/MS.2017.63
    [2]
    严新平, 李晨, 刘佳仑, 等. 新一代航运系统体系架构与关键技术研究[J]. 交通运输系统工程与信息, 2021, 21(5): 22-29, 76.

    YAN X P, LI C, LIU J L, et al. Architecture and key technologies for new generation of waterborne transportation system[J]. Journal of Transportation Systems Engineering and Information Technology, 2021, 21(5): 22-29, 76. (in Chinese)
    [3]
    严新平, 柳晨光. 智能航运系统的发展现状与趋势[J]. 智能系统学报, 2016, 11(6): 807-817.

    YAN X P, LIU C G. Review and prospect for intelligent waterway transportation system[J]. CAAI Transactions on Intelligent Systems, 2016, 11(6): 807-817. (in Chinese)
    [4]
    SHANG Z Q, ZHANG X A, LI X H. Maritime communication networks: a survey on architecture, key technologies, and challenges. [J]. Computer Communications, 2025, 241: 108255. doi: 10.1016/j.comcom.2025.108255
    [5]
    陈晨, 魏月楠, 马枫, 等. 基于改进TSM的船舶驾驶员行为识别方法[J]. 交通信息与安全, 2025, 43(1): 120-129, 140. doi: 10.3963/j.jssn.1674-4861.2022.02.003

    CHEN C, WEI Y N, MA F, et al. A novel ship driver behavior recognition approach based on improved TSM[J]. Journal of Transport Information and Safety, 2025, 43 (1): 120-129, 140. (in Chinese) doi: 10.3963/j.jssn.1674-4861.2022.02.003
    [6]
    XIA G Q, WANG X J, FENG Y W, et al. Navigational risk of inland water transportation: a case study in the Songhua river, China[J/OL]. (2023-12-01) [2025-12-28]. https://doi.org/10.1061/AJRUA6.RUENG-1158
    [7]
    熊先华, 冀温源. 长洲水利枢纽三线四线船闸交通桥工程抗撞性能分析[J]. 中国航海, 2024, 47(增刊1): 220-226.

    XIONG X H, JI W Y. Anti-collision analysis of traffic bridge engineering of three-line and four-line lock at Changzhou hydro-junction project[J]. Navigation of China, 2024, 47 (S1): 220-226. (in Chinese)
    [8]
    梁家健, 程海刚, 苏元凯, 等. 400客位游船总体设计及综合性能分析[J]. 船海工程, 2023, 52(5): 45-50.

    LIANG J J, CHENG H G, SU Y K, et al. Overall design and comprehensive performance analysis of 400-passenger cruise ship[J]. Ship & Ocean Engineering, 2023, 52(5): 45-50. (in Chinese)
    [9]
    陈克嘉, 毛喆, 吴兵, 等. 基于互信息的长江船舶碰撞险情等级预测方法[J]. 中国安全科学学报, 2018, 28(11): 168-175.

    CHEN K J, MAO Z, WU B, et al. Mutual information based prediction of level of collision incident in Yangtze river[J]. China Safety Science Journal, 2018, 28(11): 168-175. (in Chinese)
    [10]
    钮新强, 钱红露, 付中敏, 等. 长江航运高质量发展对策及关键技术挑战[J]. 人民长江, 2025, 56(10): 55-62.

    NIU X Q, QIAN H L, FU Z M, et al. Measures and key technical challenges for high-quality development of Changjiang river shipping[J]. Yangtze River, 2025, 56(10): 55-62. (in Chinese)
    [11]
    SÖHNGEN B, ELOOT K. Update PIANC incom WG 141 design guidelines for inland waterways[C]. 33rd PIANC World Congress, San Francisco, USA: PIANC, 2014.
    [12]
    TUPPER E C. Introduction to naval architecture[M]. Oxford: Butterworth-Heinemann, 2013.
    [13]
    MI Y, ZHANG X Y, KONG L J, et al. Measurement-based characterization and modeling of land-to-ship wireless channels at 3.2 GHz[J]. IEEE Transactions on Antennas and Propagation, 2025, 73(1): 441-452. doi: 10.1109/TAP.2024.3489880
    [14]
    管俊. 内河航道管理中无人机的应用[J]. 中国水运, 2017 (9): 23-24.

    GUAN J. Application of unmanned aerial vehicles in the management of inland waterways[J]. China Water Transport, 2017(9): 23-24. (in Chinese)
    [15]
    BALKEES P A S, SASIDHAR K, RAO S. A survey based analysis of propagation models over the sea[C]. International Conference on Advances in Computing, Communications and Informatics, Kochi, India: IEEE, 2015.
    [16]
    水宜水. 异构移动网络垂直切换关键技术在船联网的应用研究[D]. 武汉: 武汉理工大学, 2013.

    SHUI Y S. Application research of the key technology of vertical handoff in heterogeneous wireless networks in internet of inland ships[D]. Wuhan: Wuhan University of Technology, 2013. (in Chinese)
    [17]
    HOTT M, HARLAKIN A, HOEHER P A. Hy brid communication and localization underwater network nodes based on magnetic induction and visible light for AUV support[C]. International Conference on Information and Communication Technology Convergence (ICTC), Sydney, Australia: IEEE, 2020.
    [18]
    王文俊. 基于FRFT的Chirp水声扩频通信技术研究[D]. 厦门: 厦门大学, 2014.

    WANG W J. Research of chirp underwater spread spectrum communication technology based on FRFT[D]. Xiamen: Xiamen University, 2014. (in Chinese)
    [19]
    CHE X, WELLS I, DICKERS G, et al. Re-evaluation of RF electromagnetic communication in underwater sensor networks[J]. IEEE Communications Magazine, 2010, 48(12): 143-151. doi: 10.1109/MCOM.2010.5673085
    [20]
    AL-SHAMMA'A A I, SHAW A, SAMAN S. Propagation of electromagnetic waves at MHz frequencies through seawater[J]. IEEE Transactions on Antennas and Propagation, 2004, 52(11): 2843-2849. doi: 10.1109/TAP.2004.834449
    [21]
    POMPILI D, AKYILDIZ I F. Overview of networking protocols for underwater wireless communications[J]. IEEE Communications Magazine, 2009, 47(1): 97-102. doi: 10.1109/MCOM.2009.4752684
    [22]
    SMOLYANINOV I I, BALZANO Q, DAVIS C C, et al. Surface wave based underwater radio communication[J]. IEEE Antennas and Wireless Propagation Letters, 2018, 17(12): 2503-2507. doi: 10.1109/LAWP.2018.2880008
    [23]
    YANG K. Channel measurements and channel modeling for the open sea[D]. Trondheim: Norwegian University of Science and Technology, 2013.
    [24]
    BANSAL R. Fundamentals of engineering electromagnetics[M]. Boca Raton: CRC Press, 2018.
    [25]
    KHUWAJA A A, CHEN Y, ZHAO N, et al. A survey of channel modeling for UAV communications[J]. IEEE Communications Surveys & Tutorials, 2018, 20(4): 2804-2821.
    [26]
    HONG W, JIANG Z H, YU C, et al. Multibeam antenna technologies for 5G wireless communications[J]. IEEE Transactions on Antennas and Propagation, 2017, 65(12): 6231-6249. doi: 10.1109/TAP.2017.2712819
    [27]
    TSANG L, DING K H, HUANG S, et al. Electromagnetic computation in scattering of electromagnetic waves by random rough surface and dense media in microwave remote sensing of land surfaces[J]. Proceedings of the IEEE, 2013, 101(2): 255-279. doi: 10.1109/JPROC.2012.2214011
    [28]
    KAMGA G N, AISSA S. Wireless power transfer in mm Wave massive MIMO systems with/without rain attenuation[J]. IEEE Transactions on Communications, 2019, 67(1): 176-189. doi: 10.1109/TCOMM.2018.2799217
    [29]
    JOHNSON L J, JASMAN F, GREEN R J, et al. Recent advances in underwater optical wireless communications[J]. Underwater Technology, 2014, 32(3): 167-175. doi: 10.3723/ut.32.167
    [30]
    XU J, KONG M, LIN A, et al. Directly modulated green-light diode-pumped solid-state laser for underwater wireless optical communication[J]. Optics Letters, 2017, 42 (9): 1664-1667. doi: 10.1364/OL.42.001664
    [31]
    初秀民, 刘潼, 马枫. 山区航道AIS信号场强分布特性[J]. 交通运输工程学报, 2014, 14(6): 117-126.

    CHU X M, LIU T, MA F. Distribution characteristic of AIS signal field intensity along mountainous waterway[J]. Journal of Traffic and Transportation Engineering, 2014, 14(6): 117-126. (in Chinese)
    [32]
    李黄. 利用Ku波段卫星通信雨衰探测大气降水的初步研究[J]. 遥感学报, 2006(4): 568-572.

    LI H. Preliminary study on detecting atmospheric rainfall by rain attenuation from Ku-band satellite telecommunication system[J]. National Remote Sensing Bulletin, 2006(4): 568-572. (in Chinese)
    [33]
    ZHAO Z, ZHANG M, WU Z. Analytic specific attenuation model for rain for use in prediction methods[J]. International Journal of Infrared and Millimeter Waves, 2001, 22(1): 113-120. doi: 10.1023/A:1010717821659
    [34]
    YU J Y, CHEN W, YANG K, et al. Path loss channel model for inland river radio propagation at 1.4 GHz[J]. International Journal of Antennas and Propagation, 2017(9): 1-15.
    [35]
    李国强, 徐启, 郭凯. ITU标准及其卫星轨道与频率资源申请规定解析[J]. 中国标准化, 2020(11): 224-228.

    LI G Q, XU Q, GUO K. Analysis on ITU standards and rules for application of spatial orbit-spectrum resources[J]. China Standardization, 2020(11): 224-228. (in Chinese)
    [36]
    LI F, MI Y T, WANG Z N, et al. Robust beamforming design for achievable secrecy rate maximization in IRS-aided satellite systems[J]. International Journal of Satellite Communications and Networking, 2025, 43(4): 265-271. doi: 10.1002/sat.1550
    [37]
    刘勇, 周新力, 裴瑞杰, 等. 基于抛物方程的海上电波传播研究[J]. 通信技术, 2012, 45(1): 4-6.

    LIU Y, ZHOU X L, PEI R J, et al. Study on rough sea-surface radio wave propagation based on PE model [J]. Communications Technology, 2012, 45(1): 4-6. (in Chinese)
    [38]
    HALTRIN V I. Chlorophyll-based model of seawater optical properties[J]. Applied Optics, 1999, 38(33): 6826-6832. doi: 10.1364/AO.38.006826
    [39]
    YENTSCH C S. The influence of phytoplankton pigments on the colour of sea water[J]. Deep Sea Research, 1960, 7 (1): 1-9.
    [40]
    中华人民共和国交通运输部. 内河通航标准: GB50139—2014 [S]. 北京: 中国标准出版社, 2014.

    Ministry of Transport of the People's Republic of China. Navigation standard for inland waterway: GB50139—2014 [S]. Beijing: China Standards Press, 2014. (in Chinese)
    [41]
    张秀再. 不同天气条件下气象卫星信道的建模与仿真研究[D]. 南京: 南京信息工程大学, 2014.

    ZHANG X Z. Study on modeling and simulation of the meteorological satellite channel under different weather conditions[D]. Nanjing: Nanjing University of Information Science and Technology, 2014. (in Chinese)
    [42]
    伍文俊, 闫军, 孙昭华, 等. 三峡工程蓄水后坝上河段航道条件变化特点分析[J]. 水道港口, 2012, 33(1): 51-56.

    WU W J, YAN J, SUN S H, et al. Variation characteristics analysis of upstream sections waterway condition after water storage of the Three Gorges[J]. Journal of Waterway and Harbor, 2012, 33(1): 51-56. (in Chinese)
    [43]
    OSSEIRAN A, BOCCARDI F, BRAUN V, et al. Scenarios for 5G mobile and wireless communi cations: the vision of the METIS project[J]. IEEE Communications Magazine, 2014, 52(5): 26-35. doi: 10.1109/MCOM.2014.6815890
    [44]
    RAUNIYAR S, ORTEN P, PETERSEN S. Last-mile maritime communications using intelligent reflecting surfaces under sea wave fluctuations and doppler effects[J]. IEEE Access, 2025, 13: 216971-216983. doi: 10.1109/ACCESS.2025.3648543
    [45]
    MA J J, SONG Y H, ZHANG M X, et al. Terahertz channels in atmospheric conditions: propagation characteristics and security performance[J]. Fundamental Research, 2025, 5(2): 526-555. doi: 10.1016/j.fmre.2024.09.012
    [46]
    LI W, CARDELLACH E, RIBO S, et al. First spaceborne demonstration of BeiDou-3 signals for GNSS reflectometry from CYGNSS constellation[J]. Chinese Journal of Aeronautics, 2021, 34(9): 1-10.
    [47]
    CHAPMAN B D, RUSSO I M, GALDI C, et al. Comparison of SAR and CYGNSS surface water extent metrics[J]. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2022, 15: 3235-3245. doi: 10.1109/JSTARS.2022.3162764
    [48]
    KAREGAR M A, KUSCHE J, GEREMIA-NIEVINSKI F, et al. Raspberry Pi Reflector (RPR): a low-cost water-level monitoring system based on GNSS interferometric reflectometry[J]. Water Resources Research, 2022, 58 (12): e2021WR031713. doi: 10.1029/2021WR031713
    [49]
    DENBINA M, SIMARD M, RODRIGUEZ E, et al. Mapping water surface elevation and slope in the Mississippi river delta using the AirSWOT Ka-band interferometric synthetic aperture radar [J]. Remote Sensing, 2019, 11(23): 2739. doi: 10.3390/rs11232739
    [50]
    佟馨, 江福才, 郭颜斌, 等. 长江航道航行环境风险评价[J]. 上海海事大学学报, 2017, 38(4): 32-36, 42.

    DONG X, JIANG F C, GUO Y B, et al. Navigation environment risk assessment of Yangtze river[J]. Journal of Shanghai Maritime University, 2017, 38(4): 32-36, 42. (in Chinese)
    [51]
    廖鹏. 船闸通过能力研究[D]. 南京: 河海大学, 2007.

    LIAO P. Research on lock capacity at inland waterway locks[D]. Nanjing: Hohai University, 2007. (in Chinese)
    [52]
    GUO G, SUN G, BIN S, et al. Design and analysis of field telemedicine information communication protocol based on wireless sensor network[J]. IEEE Access, 2019, 7(1): 50630-50635.
    [53]
    CHANG F, YANG K, CHEN W, et al. Vehicle-to-vehicle channel characteristics in municipal lake scenarios at 5.9 GHz[C]. 12th European Conference on Antennas and Propagation (EuCAP 2018), London, UK: IET, 2018.
    [54]
    NOROUZIAN F, MARCHETTI E, GASHINOVA M, et al. Rain attenuation at millimeter wave and low-THz frequencies[J]. IEEE Transactions on Antennas and Propagation, 2020, 68(1): 421-431. doi: 10.1109/TAP.2019.2938735
    [55]
    李昌振, 陈伟, 王觉, 等. 面向智能内河航运通信的无线信道测量与典型信道特征[J]. 交通运输工程学报, 2022, 22 (4): 322-333.

    LI C Z, CHEN W, WANG J, et al. Wireless channel measurement and typical channel characteristics for intelligent inland navigation communications[J]. Journal of Traffic and Transportation Engineering, 2022, 22(4): 322-333. (in Chinese)
    [56]
    BALAKHDER A M, AL-KHALDI M M, JOHNSON J T, et al. On the coherency of ocean and land surface specular scattering for GNSS-R and signals of opportunity systems[J]. IEEE Transactions on Geoscience and Remote Sensing, 2019, 57(12): 10092-10105.
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