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An Energy Efficient and Reliable Multipath Transmission Strategy for Mobile Wireless Sensor Networks
Changlong Sun1, Zhengzong Wang2, Dongwan Lu3
1School of Economics and Management, Wenzhou University of Technology, Wenzhou 325035, China.
Computational Intelligence and Neuroscience
|August 19, 2022
Summary
This study introduces an improved shuffled frog leaping algorithm to enhance multipath data transmission in wireless sensor networks, boosting reliability and reducing packet loss.
Area of Science:
- Computer Science
- Network Engineering
- Algorithm Optimization
Background:
- Wireless sensor networks (WSNs) face challenges in stable and reliable multipath data transmission due to node/link failures, energy depletion, and interference.
- Existing multipath strategies struggle to overcome these limitations, impacting overall network performance.
Purpose of the Study:
- To propose an improved multipath transmission strategy for WSNs using an enhanced shuffled frog leaping algorithm (SFLA).
- To optimize node selection and path establishment for improved network stability and reliability.
Main Methods:
- Developed a mathematical model for multipath transmission in WSNs.
- Enhanced the SFLA by integrating particle swarm optimization's transition probability to improve local optimum avoidance and solution quality.
- Applied the enhanced SFLA to update, divide, and reorganize sensor nodes for optimal path selection.
Main Results:
- The proposed algorithm ensures reliable data transmission in WSNs.
- Demonstrated significant reductions in network packet loss rate and energy consumption.
- Achieved a notable decrease in the average data transmission delay.
Conclusions:
- The improved SFLA-based multipath strategy effectively addresses WSN transmission challenges.
- The approach enhances network reliability, efficiency, and performance.
- This method offers a robust solution for critical data delivery in WSNs.
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