Design and Performance Analysis of Optimization Algorithms for Wireless Sensor Networks
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Wireless Sensor Networks (WSNs) are widely deployed in applications such as environmental monitoring, healthcare, smart cities, and industrial automation, where network performance and energy efficiency are critical constraints. Due to limited battery power, computational capability, and communication bandwidth of sensor nodes, the design of efficient optimization algorithms plays a vital role in enhancing overall network performance. This paper presents the design and performance analysis of optimization algorithms aimed at improving key WSN performance metrics, including energy consumption, network lifetime, throughput, packet delivery ratio, and end-to-end delay. The proposed approach focuses on algorithmic optimization at the routing and resource management levels to achieve balanced energy utilization and reduced communication overhead. Analytical evaluation and simulation-based results demonstrate that the optimized algorithms significantly outperform conventional schemes in terms of energy efficiency and network stability under varying network conditions. The findings highlight the effectiveness of optimization-driven algorithm design in addressing the inherent challenges of Wireless Sensor Networks and provide insights for future algorithm development in resource-constrained wireless environments.
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References
E. D’Olne, V. W. Neo and P. A. Naylor, "Latency-Agnostic Speech Enhancement for Wireless Acoustic Sensor Networks Using Polynomial Eigenvalue Decomposition," 2024 18th International Workshop on Acoustic Signal Enhancement (IWAENC), Aalborg, Denmark, 2024, pp. 235-239, doi: 10.1109/IWAENC61483.2024.10694321.
I. S. Fakhri, H. A. Marhoon and M. H. Hussein, "PSO-CHS Routing Protocol for Energy Consumption Enhancement in Wireless Sensor Networks," 2024 4th International Conference on Mobile Networks and Wireless Communications (ICMNWC), Tumkuru, India, 2024, pp. 1-6, doi: 10.1109/ICMNWC63764.2024.10872010.
P. Manna, S. Majumder and N. H. Singh, "A Hybrid Optimization Strategy for k-Coverage Maximization in Wireless Sensor and IoT Networks," 2025 3rd International Conference on Intelligent Systems, Advanced Computing and Communication (ISACC), Silchar, India, 2025, pp. 659-665, doi: 10.1109/ISACC65211.2025.10969350.
T. Zhukabayeva, A. Adamova and N. Karabayev, "Design of Intrusion Detection and Security Enhancements in Military Wireless Sensor Networks," 2024 7th International Conference on Signal Processing and Information Security (ICSPIS), Dubai, United Arab Emirates, 2024, pp. 1-6, doi: 10.1109/ICSPIS63676.2024.10812627.
A. Dhanraj, B. A. Attar, S. Sharma and U. Kshirsagar, "Applications Of Wireless Sensor Networks in Biomedical Research and Healthcare," 2024 IEEE International Conference on Control & Automation, Electronics, Robotics, Internet of Things, and Artificial Intelligence (CERIA), Bandung, Indonesia, 2024, pp. 1-5, doi: 10.1109/CERIA64726.2024.10915089.
M. Kamaruzzaman, A. Chandra and M. Azharuddin, "On the Enhancement of Energy Efficiency of Wireless Rechargeable Sensor Networks through Mobile Charger Scheduling," 2024 International Conference on Distributed Computing and Optimization Techniques (ICDCOT), Bengaluru, India, 2024, pp. 1-5, doi: 10.1109/ICDCOT61034.2024.10515335.
R. Priyadarshi, S. S. Bagri, R. Ranjan and Sundaram, "Transfer Learning for Efficient Node Placement in Dynamic Wireless Sensor Networks," 2024 IEEE 16th International Conference on Computational Intelligence and Communication Networks (CICN), Indore, India, 2024, pp. 147-152, doi: 10.1109/CICN63059.2024.10847348.
V. J, B. K, N. K and A. M, "Performance Enhancement of Co-Operative Virtual MIMO for Cluster Based Wireless Sensor Network using DQPSK Modulation Scheme," 2025 1st International Conference on Radio Frequency Communication and Networks (RFCoN), Thanjavur, India, 2025, pp. 1-5, doi: 10.1109/RFCoN62306.2025.11085338.
P. Didier, P. Behmandpoor, T. v. Waterschoot and M. Moonen, "One-Shot Distributed Node-Specific Signal Estimation with Non-Overlapping Latent Subspaces in Acoustic Sensor Networks," 2024 18th International Workshop on Acoustic Signal Enhancement (IWAENC), Aalborg, Denmark, 2024, pp. 260-264, doi: 10.1109/IWAENC61483.2024.10694548.
A. Pandey and A. Malik, "Trends in energy efficient hierarchical clustering for wireless sensor networks: from LEACH enhancements to multi-level protocols in emerging IoT applications," 2025 International Conference on Electronics, AI and Computing (EAIC), Jalandhar, India, 2025, pp. 1-6, doi: 10.1109/EAIC66483.2025.11101509.
M. S. Hegde and S. K. V, "Placement and Interconnectivity in Wireless Sensor Networks," 2024 Third International Conference on Artificial Intelligence, Computational Electronics and Communication System (AICECS), MANIPAL, India, 2024, pp. 1-6, doi: 10.1109/AICECS63354.2024.10957262.
C. -N. Yang, J. -C. You and P. -C. Yu, "Enhancement of Security for Intragroup and Intergroup Wireless Sensor Network," 2025 10th International Conference on Computer and Communication System (ICCCS), Chengdu, China, 2025, pp. 1-6, doi: 10.1109/ICCCS65393.2025.11069573.
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