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Energy-Efficient Message Bundling with Delay and Synchronization Constraints in Wireless Sensor Networks.
Sihao Li1,2, Kyeong Soo Kim1, Linlin Zhang1
1School of Advanced Technology, Xi'an Jiaotong-Liverpool University (XJTLU), Suzhou 215123, China.
Sensors (Basel, Switzerland)
|July 27, 2022
Summary
Optimizing message bundling in wireless sensor networks (WSNs) reduces energy use. This study presents a novel scheme balancing bundle size and retransmissions for significant energy savings.
Area of Science:
- Computer Science
- Electrical Engineering
- Network Engineering
Background:
- Wireless Sensor Networks (WSNs) rely on battery-powered nodes, making energy efficiency critical for operational longevity.
- Message bundling reduces transmissions but can increase delays, packet error rate (PER), and impact time synchronization.
- Delay-sensitive applications require careful consideration of end-to-end latency and retransmission impacts.
Purpose of the Study:
- To propose an optimal message bundling scheme for WSNs that minimizes total energy consumption.
- To balance the trade-offs between message bundling, packet retransmissions, and link quality.
- To address the limitations of existing methods regarding delays and PER in WSNs.
Main Methods:
- Formulated an optimal message bundling problem as an integer nonlinear programming problem.
- Developed and applied a self-adaptive global-best harmony search (SGHS) algorithm to solve the optimization problem.
- Evaluated the scheme using the Cooja emulator with the Contiki-NG operating system.
Main Results:
- The proposed optimal bundling scheme achieved significant energy savings compared to baseline and state-of-the-art methods.
- Demonstrated up to 51.8% total energy consumption reduction compared to no bundling.
- Showed an 8.8% improvement in energy savings over an existing integer linear programming model.
Conclusions:
- The novel optimal message bundling scheme effectively reduces WSN energy consumption.
- The SGHS algorithm provides an efficient solution for the complex optimization problem.
- This approach offers a practical method for enhancing WSN performance in delay-sensitive applications.
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