A New Multi/Many-Objective Optimization Approach in Wireless Sensor Networks for E-Commerce Applications

The optimisation of Wireless Sensor Networks (WSNs) is critical in the ever-changing environment of E-commerce. This work describes a unique technique for designing and modelling energy-efficient WSNs adapted to the specific demands of E-commerce applications. This study investigates the complex con...

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Veröffentlicht in:IEEE transactions on consumer electronics 2024-05, Vol.70 (2), p.4848-4857
Hauptverfasser: Singh, Shailendra Pratap, Singh, Prabhishek, Koundal, Deepika, Diwakar, Manoj
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Sprache:eng
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Zusammenfassung:The optimisation of Wireless Sensor Networks (WSNs) is critical in the ever-changing environment of E-commerce. This work describes a unique technique for designing and modelling energy-efficient WSNs adapted to the specific demands of E-commerce applications. This study investigates the complex connection between network performance, data collecting, and energy saving using cutting-edge AI and optimisation approaches. The suggested Multi/Many-optimisation algorithm tries to establish a delicate balance by providing smooth data transmission and collecting in E-commerce settings while minimising energy usage through the incorporation of intelligence algorithms. This research contributes to the advancement of operational efficiency and sustainability within the E-commerce business by addressing this essential part of E-commerce infrastructure, paving the way for more cost-effective and environmentally responsible E-commerce infrastructure. The fundamental goal of this research study is to discover the Pareto-optimal front in Multi/Many-objective optimisation, which contains the subtle trade-offs between Multi/Many-objectives. This allows decision-makers to weigh the frequently contradictory aims of WSN networks. The suggested technique, which is recognised for its adaptability, variety, and multi-objective optimisation capabilities, prepares the way for the full potential of E-commerce applications and services.
ISSN:0098-3063
1558-4127
DOI:10.1109/TCE.2024.3386909