Novel machine learning approach for enhanced smart grid power use and price prediction using advanced shark Smell-Tuned flexible support vector machine

Novel machine learning approach for enhanced smart grid power use and price prediction using advanced shark Smell-Tuned flexible support vector machine

Abstract Energy management has enhanced sustainability, dependability, and efficiency in smart grids. Urbanisation, technology, and consumer behaviour have boosted need for innovative power use and price control systems. The paper intends to construct ML for smart grid power use and price prediction...

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Bibliographic Details
Main Authors: Yuwei Duan, Zihan Xu, Huiyi Chen, Yue Wang
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
Subjects:
Electricity consumption
Pricing
Smart grids
Advanced shark smell tuned flexible support vector machines (ASS-FSVM)
Principal component analysis (PCA)
Online Access:https://doi.org/10.1038/s41598-025-05083-0
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https://doi.org/10.1038/s41598-025-05083-0

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