Dyna-Routing: Multi Criteria Reinforcement Learning Routing for Wireless Sensor Networks with Lossy Links

被引：0

作者：

Udenze, Adrian ^{[1
]}

McDonald-Maier, Klaus ^{[1
]}

机构：

[1] Univ Essex, Sch Comp Sci & Elect Engn, Embedded & Intelligent Syst Res Grp, Colchester CO4 3SQ, Essex, England

来源：

AD HOC & SENSOR WIRELESS NETWORKS | 2011年 / 11卷 / 3-4期

基金：

英国工程与自然科学研究理事会;

关键词：

Wireless Sensor Networks (WSN); Routing; Lossy Links; Reinforcement Learning (RL); Multi-Criteria RL;

D O I：

暂无

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

Finding optimal routes for packet delivery in a WSN is presented as a multi-criteria optimization problem termed Dyna-Routing. Delay in delivering packets to sinks, energy used for transmitting packets, rate of energy depletion in respective nodes and also, properties of the transmission medium are used to form metrics for evaluating routing options. A Dyna Reinforcement Learning algorithm suitable for non deterministic environments is used to speed up learning such that minimal energy is wasted on suboptimal action choices. Simulation results of Dyna-Routing compared to other machine learning routing approaches show a marked increase in the lifespan of nodes and the network in general.

引用

页码：285 / 306

页数：22

共 50 条

[1] Efficient geographic routing over lossy links in wireless sensor networks
Zamalloa, Marco Zuniga
Seada, Karim
Krishnamachari, Bhaskar
Helmy, Ahmed
ACM TRANSACTIONS ON SENSOR NETWORKS, 2008, 4 (03)
[2] Fuzzy reinforcement learning for routing in wireless sensor networks
Martyna, Jerzy
COMPUTATIONAL INTELLIGENCE, THEORY AND APPLICATION, 2006, : 637 - 645
[3] Reinforcement Learning Aided Routing in Tactical Wireless Sensor Networks
Okine, Andrews A.
Adam, Nadir
Kaddoum, Georges
UBIQUITOUS NETWORKING, UNET 2022, 2023, 13853 : 211 - 224
[4] A Heuristic Multi Criteria Routing Protocol in Wireless Sensor Networks
Shafigh, Alireza Shams
Niyati, Marjan
ADVANCES IN COMPUTING, COMMUNICATION AND CONTROL, 2011, 125 : 306 - +
[5] A Multi-agent Reinforcement Learning based Routing Protocol for Wireless Sensor Networks
Liang, Xuedong
Balasingham, Ilangko
Byun, Sang-Seon
2008 IEEE INTERNATIONAL SYMPOSIUM ON WIRELESS COMMUNICATION SYSTEMS (ISWCS 2008), 2008, : 528 - +
[6] An Error-Aware Routing Protocol over Lossy Links in Wireless Sensor Networks
Zhang, Liankuan
Xiao, Deqin
2012 INTERNATIONAL WORKSHOP ON INFORMATION AND ELECTRONICS ENGINEERING, 2012, 29 : 1492 - 1500
[7] An Enhanced Tree Routing Based on Reinforcement Learning in Wireless Sensor Networks
Kim, Beom-Su
Suh, Beomkyu
Seo, In Jin
Lee, Han Byul
Gong, Ji Seon
Kim, Ki-Il
SENSORS, 2023, 23 (01)
[8] Reinforcement Learning based Routing Protocol for Wireless Body Sensor Networks
Kiani, Farzad
2017 IEEE 7TH INTERNATIONAL SYMPOSIUM ON CLOUD AND SERVICE COMPUTING (SC2 2017), 2017, : 71 - 78
[9] An Intelligent Routing Algorithm in Wireless Sensor Networks based on Reinforcement Learning
Guo, Wenjing
Yan, Cairong
Gan, Yanglan
Lu, Ting
ADVANCES IN MECHATRONICS AND CONTROL ENGINEERING III, 2014, 678 : 487 - 493
[10] A Trusted Routing Scheme Using Blockchain and Reinforcement Learning for Wireless Sensor Networks
Yang, Jidian
He, Shiwen
Xu, Yang
Chen, Linweiya
Ren, Ju
SENSORS, 2019, 19 (04)

← 1 2 3 4 5 →