| 基于LSTM模型的动态转发路由协议 |
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| 引用本文： | 徐彤,崔学荣,及美琪,齐琪琪. 基于LSTM模型的动态转发路由协议[J]. 信息技术, 2022, 0(2): 1-5,13 |
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| 作者姓名： | 徐彤 崔学荣 及美琪 齐琪琪 |
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| 作者单位： | 中国石油大学（华东）海洋与空间信息学院;中国石油大学（华东）计算机科学与技术学院 |
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| 基金项目： | 国家自然科学基金(61902431,91938204,61972417);山东省重点研发计划(2019GGX101048);国家重点研发计划项目(2018YFC1406200);中央高校基本科研业务费专项资金(19CX05003A-9,19CX05003A-4,18CX-02136A)。 |
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| 摘 要： | 文中将容忍延迟网络(Delay Tolerant Network,DTN)应用于船舶通信,提出了一种基于长短时记忆网络(Long Short-Term Memory,LSTM)模型的动态转发路由协议LSTM-DRA(Dynamic Distri-bution Routing Algorithm Based on LST...
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| 关 键 词： | 船联网 长短时记忆网络 容迟网络 船岸通信 |
A dynamic forwarding routing protocol based on LSTM model |
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| XU Tong,CUI Xue-rong,JI Mei-qi,QI Qi-qi. A dynamic forwarding routing protocol based on LSTM model[J]. Information Technology, 2022, 0(2): 1-5,13 |
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| Authors: | XU Tong CUI Xue-rong JI Mei-qi QI Qi-qi |
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| Affiliation: | (College of Oceanography and Space Informatics,China University of Petroleum(East China),Qingdao 266580,Shandong Province,China;College of Computer Science and Technology,China University of Petroleum(East China),Qingdao 266580,Shandong Province,China) |
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| Abstract: | This paper applies Delay Tolerant Network(DTN)to ship communication,and proposes a dynamic forwarding routing protocol based on the Long Short-Term Memory model(LSTM-DRA).The protocol selects the optimal relay node for the message by comparing the estimated trajectory of the encountering ships,and uses a multi-copy strategy to realize the dynamic forwarding of the message.At the same time,a congestion control strategy has been adopted to reduce network congestion.Simulation results show that the proposed LSTM-DRA has better performance in improving delivery rate and reducing routing overhead.It can achieve reliable and low-cost message transmission. |
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| Keywords: | Internet of Vessels LSTM Delay Tolerant Network ship-to-shore communication |
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