Quantum-Assisted Intelligent Decision Support Systems for Trustworthy Renewable Energy Management in Consumer Devices

被引:4
作者
Awan, Kamran Ahmad [1 ]
Din, Ikram Ud [1 ]
Almogren, Ahmad [2 ]
Rodrigues, Joel J. P. C. [3 ,4 ]
机构
[1] Univ Haripur, Dept Informat Technol, Haripur 22610, Pakistan
[2] King Saud Univ, Coll Comp & Informat Sci, Dept Comp Sci, Riyadh 11633, Saudi Arabia
[3] Amazonas State Univ, Higher Sch Technol, Manaus, Brazil
[4] Lusofona Univ, Dept Comp Sci & Engn & Informat Syst, P-1749024 Lisbon, Portugal
关键词
Renewable energy sources; Optimization; Trust management; Quantum computing; Industrial Internet of Things; Energy management; Computational modeling; intelligent decision support system; trust management; energy management; privacy preserving; security; energy distribution; consumer devices; COORDINATION;
D O I
10.1109/TCE.2024.3384674
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
As the energy management undergoes rapid transformations, there's an imperative need for innovative energy management frameworks. Responding to this, our research introduces an advanced energy management framework, synergistically combining quantum computing advancements with a robust trust management system. At the core of our proposition is the utilization of Quantum Annealing (QA) and Quantum-inspired Genetic Algorithm (QGA) for energy distribution, offering marked improvements in speed, accuracy, and scalability. Complementing this, multi-objective decision-making algorithms are integrated, optimizing trade-offs in intricate scenarios. Central to ensuring system reliability, the trust management system ensures improved regulation and compliance adherence. Our approach's potency is further evidenced by its wide applicability, demonstrated through diverse case studies ranging from solar power plant management to smart city energy distribution. Experimental simulations underscore the framework's efficacy, establishing its relevance in today's dynamic energy ecosystems.
引用
收藏
页码:4665 / 4672
页数:8
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