Reliable energy-efficient routing protocol based on anomalous detection and AUV-aid for underwater sensor networks

LI Chong; DU Xiujuan; WANG Lijuan; TIAN Xiaojing; WANG Zhigang

doi:10.11959/j.issn.1000-436x.2025004

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Reliable energy-efficient routing protocol based on anomalous detection and AUV-aid for underwater sensor networks

Correspondences | 更新时间：2025-02-13

- Reliable energy-efficient routing protocol based on anomalous detection and AUV-aid for underwater sensor networks
- Journal on Communications Vol. 46, Issue 1, Pages: 222-238(2025)
- 作者机构：
  
  1.青海师范大学计算机学院青海省物联网重点实验室，青海西宁 810008
  2.藏语智能信息处理及应用国家重点实验室，青海西宁 810008
  3.华北科技学院计算机学院，河北廊坊 065201
- 作者简介：
- 基金信息：
  
  The Natural Science Foundation of Qinghai Province(2024-ZJ-929)
- DOI：10.11959/j.issn.1000-436x.2025004
  CLC： TP393
- Received：23 September 2024，
  
  Revised：2025-01-02，
  
  Published：25 January 2025
- 稿件说明：
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李冲,杜秀娟,王丽娟等.基于异常检测和AUV辅助的水下传感器网络可靠节能路由协议[J].通信学报,2025,46(01):222-238.

LI Chong,DU Xiujuan,WANG Lijuan,et al.Reliable energy-efficient routing protocol based on anomalous detection and AUV-aid for underwater sensor networks[J].Journal on Communications,2025,46(01):222-238.
李冲,杜秀娟,王丽娟等.基于异常检测和AUV辅助的水下传感器网络可靠节能路由协议[J].通信学报,2025,46(01):222-238. DOI： 10.11959/j.issn.1000-436x.2025004.

LI Chong,DU Xiujuan,WANG Lijuan,et al.Reliable energy-efficient routing protocol based on anomalous detection and AUV-aid for underwater sensor networks[J].Journal on Communications,2025,46(01):222-238. DOI： 10.11959/j.issn.1000-436x.2025004.

摘要

近年来，自治式潜水器（AUV）的快速发展，极大地扩展了水下传感器网络（ UWSN）的应用。针对在移动场景下那些邻居节点少或与邻居节点的距离远的异常节点在传输数据时容易失败的问题，在改进局部离群因子（LOF）检测算法的基础上提出一种基于异常检测和AUV辅助的可靠节能路由（RERA）协议。RERA协议提出了适用于UWSN的异常节点筛选机制，筛选出的异常节点只转发时延敏感数据，对于时延不敏感的数据使用AUV辅助传输。此外，优化了遗传算法，设计了高效的AUV路径规划算法。同时，为了避免无序的数据传输导致的冲突，引入一种AUV辅助传输调度规则。仿真实验验证了优化遗传算法的性能和AUV的辅助性能，并与现有的协议进行了比较。结果表明，RERA协议在AUV覆盖率、AUV航行时间、数据交付率、能耗等方面均表现出较优的性能。

Abstract

In recent years

the rapid development of autonomous underwater vehicle (AUV) has greatly expanded the applications of underwater sensor network(UWSN). In view of the problem that data transmission of abnormal nodes with few or far neighbors in mobile underwater scenarios was prone to fail

a reliable energy-efficient routing (RERA) protocol based on an improved local outlier factor (LOF) detection and AUV-aided was proposed for UWSN. In the RERA protocol

an anomalous node screening mechanism was designed for UWSN. The screened anomalous nodes only forward delay-sensitive data

and delay-insensitive data was transported with the assist of AUV. In addition

the genetic algorithm was further improved and an efficient AUV path planning algorithm was designed. Meanwhile

to avoid the collision caused by disordered data transmission

an AUV-aid transmission scheduling rule was introduced. Simulation results show that

compared with existing AUV-based protocols

the RERA protocol exhibits better performance in terms of AUV coverage

AUV sailing time

data delivery rate

and energy consumption.

关键词

Keywords

references

ZHAO Z , LIU C F , GUANG X Y , et al . MLRS-RL: an energy-efficient multilevel routing strategy based on reinforcement learning in multimodal UWSN [J ] . IEEE Internet of Things Journal , 2023 , 10 ( 13 ): 11708 - 11723

ZHENG L Y , LIU M Q , ZHANG S L , et al . A novel sensor scheduling algorithm based on deep reinforcement learning for bearing-only target tracking in UWSN [J ] . IEEE/CAA Journal of Automatica Sinica , 2023 , 10 ( 4 ): 1077 - 1079 .

GOU Y , ZHANG T , YANG T T , et al . A deep MARL-based power-management strategy for improving the fair reuse of UWSN [J ] . IEEE Internet of Things Journal , 2023 , 10 ( 7 ): 6507 - 6522 .

VAHABI S , DANESHVAR A , ESLAMINEJAD M , et al . CBDS2R: a cluster-based depth source selection routing for underwater wireless sensor Network [J ] . IEEE Transactions on Signal and Information Processing over Networks , 2023 , 9 : 468 - 476 .

SHOVON I I , SHIN S . Survey on multi-path routing protocols of underwater wireless sensor networks: advancement and applications [J ] . Electronics , 2022 , 11 ( 21 ): 3467 - 3506 .

DEMIM F , BOUGUESSA R , ROUIGUEB A , et al . A systematic overview of underwater wireless sensor networks: applications, challenge and research perspectives [J ] . Journal of Computer Science Research , 2023 , 5 ( 2 ): 52 - 77 .

LI C , DU X J , WANG L J . IATLR: improved ACO and TOPSIS-based layering routing protocol for underwater acoustic networks [J ] . IEEE Sensors Journal , 2023 , 23 ( 3 ): 3262 - 3269 .

TIAN X J , DU X J , WANG L J , et al . LSLPR: a layering and source-location-privacy-based routing protocol for underwater acoustic sensor networks [J ] . IEEE Sensors Journal , 2023 , 23 ( 19 ): 23676 - 23691 .

FANG Z R , WANG J J , JIANG C X , et al . Average peak age of information in underwater information collection with sleep-scheduling [J ] . IEEE Transactions on Vehicular Technology , 2022 , 71 ( 9 ): 10132 - 10136 .

SHI Z G , PENG T , ZHANG L H , et al . An efficient cooperative routing with ML based energy efficiency model for distributed underwater WSN electricity meter warning system [J ] . Scalable Computing: Practice and Experience , 2023 , 24 ( 4 ): 1031 - 1040 .

HAQUE K F , KABIR K H , ABDELGAWAD A . Advancement of routing protocols and applications of underwater wireless sensor network (UWSN): a survey [J ] . Journal of Sensor and Actuator Networks , 2020 , 9 ( 2 ): 19 - 49 .

杜秀娟 , 苏毅珊 . 水下传感器网络研究 [M ] . 北京 : 科学出版社 , 2016 .

DU X J , SU Y S . Research on underwater sensor networks [M ] . Beijing : Science Publishing House , 2016 .

COUTINHO R W L , BOUKERCHE A , LOUREIRO A A F . Underwater networks for ocean monitoring: a new challenge for topology control and opportunistic routing [C ] // Mission-Oriented Sensor Networks and Systems: Art and Science . Berlin : Springer , 2019 : 571 - 601 .

李冲 , 杜秀娟 , 王丽娟 , 等 . 基于规则与感知的水声网络MAC协议 [J ] . 通信学报 , 2022 , 43 ( 2 ): 65 - 75 .

LI C , DU X J , WANG L J . Rule and perception based MAC protocol for UAN [J ] . Journal of Communications , 2022 , 43 ( 2 ): 65 - 75 .

COUTINHO R W L , BOUKERCHE A , VIEIRA L F M , et al . Underwater wireless sensor networks: a new challenge for topology control-based systems [J ] . ACM Computing Surveys , 2018 , 51 ( 1 ): 1 - 36 .

KUMARI S , MISHRA P K , ANAND V . Coverage and connectivity aware deployment scheme for autonomous underwater vehicles in underwater wireless sensor networks [J ] . Wireless Personal Communications , 2023 , 132 ( 2 ): 909 - 931 .

SALAMI A F , ADEDOKUN E A , AL-TURJMAN F , et al . Explorative analysis of AUV-aided cluster-based routing protocols for Internet of intelligent underwater sensors [C ] // Drones in Smart-Cities . Amsterdam : Elsevier , 2020 : 143 - 187 .

ZHUO X X , LIU M Y , WEI Y , et al . AUV-aided energy-efficient data collection in underwater acoustic sensor networks [J ] . IEEE Internet of Things Journal , 2020 , 7 ( 10 ): 10010 - 10022 .

AGHELI P , BEYRANVAND H , EMADI M J . UAV-assisted underwater sensor networks using RF and optical wireless links [J ] . Journal of Lightwave Technology , 2021 , 39 ( 22 ): 7070 - 7082 .

HAO K , DING Y Y , LI C , et al . An energy-efficient routing void repair method based on an autonomous underwater vehicle for UWSN [J ] . IEEE Sensors Journal , 2021 , 21 ( 4 ): 5502 - 5511 .

ILYAS N , ALGHAMDI T A , FAROOQ M N , et al . AEDG: AUV-aided efficient data gathering routing protocol for underwater wireless sensor networks [J ] . Procedia Computer Science , 2015 , 52 : 568 - 575 .

HAN G J , LONG X H , ZHU C , et al . An AUV location prediction-based data collection scheme for underwater wireless sensor networks [J ] . IEEE Transactions on Vehicular Technology , 2019 , 68 ( 6 ): 6037 - 6049 .

CHAAF A , MUTHANNA M S A , MUTHANNA A , et al . Energy-efficient relay-based void hole prevention and repair in clustered multi-AUV underwater wireless sensor network [J ] . Security and Communication Networks , 2021 , 2021 : 1 - 20 .

BREUNIG M M , KRIEGEL H P , NG R T , et al . LOF: identifying density-based local outliers [C ] // Proceedings of the 2000 ACM SIGMOD International Conference on Management of Data . New York : ACM Press , 2000 : 93 - 104 .

MIRJALILI S M . Evolutionary algorithms and neural networks - theory and applications [M ] . Berlin : Springer , 2018 .

KHAN M T R , AHMED S H , KIM D . AUV-aided energy-efficient clustering in the Internet of underwater things [J ] . IEEE Transactions on Green Communications and Networking , 2019 , 3 ( 4 ): 1132 - 1141 .

NAM H . Data-gathering protocol-based AUV path-planning for long-duration cooperation in underwater acoustic sensor networks [J ] . IEEE Sensors Journal , 2018 , 18 ( 21 ): 8902 - 8912 .

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