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    Article

    A novel fuzzification-forecasting-optimization ensemble system for wind speed based on fuzzy theory and a multiobjective optimizer

    The development of a new energy generation industry, represented by wind power generation, constitutes a crucial endeavor in attaining the dual carbon goal. Nonetheless, the high-dimensional, nonlinear, and st...

    Yang Zhao, Jianzhou Wang, Tong Niu, Ying Wang, Mengzheng Lv in Applied Intelligence (2024)

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    Open Access

    Forecasting VaR and ES by using deep quantile regression, GANs-based scenario generation, and heterogeneous market hypothesis

    Value at risk (VaR) and expected shortfall (ES) have emerged as standard measures for detecting the market risk of financial assets and play essential roles in investment decisions, external regulations, and r...

    Jianzhou Wang, Shuai Wang, Mengzheng Lv, He Jiang in Financial Innovation (2024)

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    Article

    A newly combination model based on data denoising strategy and advanced optimization algorithm for short-term wind speed prediction

    Accurate implementation of short-term wind speed prediction can not only improve the efficiency of wind power generation, but also relieve the pressure on the power system and improve the stability of the grid...

    Mengzheng Lv, Jianzhou Wang, **nsong Niu in Journal of Ambient Intelligence and Humani… (2023)