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Relay Selection for Over-the-Air Computation Achieving Both Long Lifetime and High Reliability
1Department of Computer and Network Engineering, The University of Electro-Communications, Tokyo 182-8585, Japan.
Sensors (Basel, Switzerland)
|April 28, 2023
Summary
This study introduces a relay selection protocol for over-the-air computation (AirComp) in wireless sensor networks. The proposed method enhances network lifetime and reduces computation errors, especially for nodes with low channel gain.
Area of Science:
- Wireless Sensor Networks
- Communication Systems
- Signal Processing
Background:
- Conventional wireless sensor networks face scalability issues with increasing node counts, leading to longer data collection/processing times and degraded spectrum efficiency.
- Over-the-air computation (AirComp) offers an efficient alternative for statistical data aggregation but struggles with low channel gain nodes, causing high transmission power and computation errors.
Purpose of the Study:
- To investigate relay communication strategies for AirComp to address challenges posed by low channel gain nodes.
- To develop and evaluate a relay selection protocol that jointly optimizes computation error and power consumption, while considering network lifetime.
Main Methods:
- Proposed a relay selection protocol for AirComp, initially selecting ordinary nodes with good channel conditions based on computation error and power consumption.
- Enhanced the protocol to explicitly incorporate network lifetime considerations into the relay selection process.
Main Results:
- The proposed relay selection protocol effectively mitigates issues associated with low channel gain nodes in AirComp systems.
- Simulation results demonstrate that the enhanced protocol significantly prolongs the overall network lifetime.
- The method also shows a marked reduction in computation errors compared to conventional approaches.
Conclusions:
- Relay communication is a viable strategy to enhance the performance of AirComp in wireless sensor networks.
- The developed relay selection protocol offers a practical solution for improving network lifetime and accuracy in AirComp systems.
- Explicitly considering network lifetime in relay selection is crucial for sustainable and efficient wireless sensor network operation.
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