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WHOOPH: whale optimization-based optimal placement of hub node within a WBAN
Shubham Shukla1, Vibhav Kumar Sachan1, Anurag Sinha2
1Department of Electronics and Communication Engineering, KIET Group of Institutions, Ghaziabad, India.
A new whale optimization algorithm (WOA) scheme efficiently finds the optimal hub location for wireless body area networks (WBANs). This method conserves node energy, extending WBAN operational lifespan and improving performance.
Area of Science:
- Biomedical Engineering
- Computer Science
- Network Optimization
Background:
- Wireless Body Area Networks (WBANs) rely on biosensor nodes to transmit physiological data.
- Energy consumption during data transmission by WBAN nodes is a significant challenge.
- Optimizing the central hub's location is critical for minimizing node energy expenditure.
Purpose of the Study:
- To develop an efficient hub placement scheme for WBANs.
- To minimize energy consumption in WBAN data transmission.
- To enhance the operational lifespan of WBANs.
Main Methods:
- Implementation of the Whale Optimization Algorithm (WOA) for hub placement.
- Utilizing 'whale search agents' for iterative optimization (encircling prey, bubble-net feeding, random search).
- Directly determining the optimal hub location to reduce time and network resource usage.
Main Results:
- The WOA-based scheme significantly reduces node energy consumption for data transmission.
- Achieved a network lifetime of 8937 data transmission rounds.
- Demonstrated high network throughput (93.8%) and low latency (9.74 ms).
Conclusions:
- The WOA-based hub placement is a time-efficient and energy-saving solution for WBANs.
- This approach outperforms existing WBAN protocols in terms of network lifetime and performance.
- Optimized hub placement using WOA leads to a more robust and sustainable WBAN operation.
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