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An Effective Hybrid Routing Algorithm in WSN: Ant Colony Optimization in combination with Hop Count Minimization
1Department of Computer Science, Taiyuan University of Technology, Taiyuan 030600, China. ailianjiang@126.com.
This study introduces a hybrid routing algorithm for wireless sensor networks (WSNs) that combines ant colony optimization (ACO) with a minimum hop count approach. The new algorithm enhances network lifetime and optimizes energy consumption for reliable WSNs.
Area of Science:
- Computer Science
- Electrical Engineering
- Network Engineering
Background:
- Wireless Sensor Networks (WSNs) require routing protocols balancing cost, reliability, and maintenance.
- Existing Ant Colony Optimization (ACO) and minimum hop count algorithms have limitations in energy efficiency and dynamic topology handling.
- Critical WSN factors include energy constraints, load balancing, and dynamic topology.
Purpose of the Study:
- To develop a novel hybrid routing algorithm for WSNs.
- To address energy constraints, network load balancing, and dynamic topology maintenance.
- To improve upon existing ACO-based and minimum hop count routing algorithms.
Main Methods:
- Investigated strengths and weaknesses of existing ACO-based and minimum hop count WSN routing algorithms.
- Proposed a hybrid routing algorithm integrating ACO and minimum hop count.
- Implemented the WSN model and proposed algorithm using C++ for simulations.
Main Results:
- The hybrid algorithm finds optimal routing paths with minimal total and balanced energy consumption.
- Demonstrated superiority in optimal path searching, load balancing, and topology maintenance.
- Outperformed other WSN routing algorithms in convergence rate, global optimal solution success rate, and network lifetime.
Conclusions:
- The proposed hybrid routing algorithm effectively optimizes energy consumption and extends network lifetime in WSNs.
- The integration of ACO and minimum hop count offers unique advantages for WSN routing.
- Simulation results validate the algorithm's superior performance in key WSN metrics.
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