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Energy Efficient Management of Pipelines in Buildings Using Linear Wireless Sensor Networks
Sudeep Varshney1, Chiranjeev Kumar2, Abhishek Swaroop3
1Indian Institute Technology, Dhanbad, Jharkhand 826004, India. sudeep149@gmail.com.
This study proposes an optimized sensor placement strategy using the Lion Optimization Algorithm (LOA) for monitoring pipelines in large buildings. The LOA scheme enhances network lifetime and reduces end-to-end delay for efficient building management.
Area of Science:
- * Building infrastructure management
- * Wireless sensor networks
- * Optimization algorithms
Background:
- * Managing air conditioner (AC), Piped Natural Gas (PNG), and water pipelines in large buildings presents significant safety challenges.
- * Linear Wireless Sensor Networks (LWSNs) are increasingly employed for monitoring extensive pipelines.
- * LWSNs offer potential for enhancing the safety and efficiency of utility pipeline management within large structures.
Purpose of the Study:
- * To propose an optimized sensor and base station placement scheme for monitoring AC, PNG, and water pipelines in large buildings.
- * To evaluate the proposed scheme's performance against existing optimization strategies.
- * To demonstrate the effectiveness of the Lion Optimization Algorithm (LOA) in this context.
Main Methods:
- * Development of a linear sensor and base station placement scheme.
- * Utilization of the Lion Optimization Algorithm (LOA) for optimizing sensor network configuration.
- * Comparative analysis with Ant Colony Optimization (ACO), Genetic Algorithm (GA), and Greedy Approach.
Main Results:
- * The proposed LOA scheme demonstrated superior performance in throughput, network lifetime, and end-to-end delay compared to ACO, GA, and Greedy Approach.
- * Optimization effectiveness for end-to-end delay increases with pipeline length.
- * Significant improvements in network lifetime were observed, particularly for medium-sized pipelines.
Conclusions:
- * The LOA-based scheme provides an efficient and effective solution for monitoring building utility pipelines.
- * The proposed approach enhances network longevity and reduces data transmission delays.
- * This method is particularly suitable for energy-efficient buildings requiring robust pipeline management.
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