Titlebook: Data Analytics in Power Markets; Qixin Chen,Hongye Guo,Yi Wang Book 2021 Science Press 2021 Power markets.bidding strategy.machine learnin

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Parabolic Potential Theory: Basic Factsstigates the fundamental distribution of the congestion part of LMPs in high-dimensional Euclidean space using an unsupervised approach. LMP models based on the lossless and lossy DC optimal power flow (DC-OPF) are analyzed to show the overlapping subspace property of the LMP data. The congestion pa

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Distribution Functions of Dynamic Systemscurrent commonly used methods, which are equilibrium analysis and agent-based simulation, a data-driven bottom-up power market simulation framework is proposed based on learning from individual offering strategies. In detail, a deep neural network is proposed to learn the relations between the poten

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