{"product_id":"data-analytics-in-power-markets-qixin-chen-9789811649745","title":"Data Analytics in Power Markets","description":"Introduction to power market data and their characteristics.- Modeling load forecasting uncertainty using deep learning models.- Data-driven load data cleaning and its impacts on forecasting performance.- Generalized cost-oriented load forecasting in economic dispatch.- A monthly electricity consumption forecasting method.- Data-driven pattern extraction for analyzing market bidding behaviors.- Stochastic optimal offering based on probabilistic forecast on aggregated supply curves.- Power market simulation framework based on learning from individual offering strategy.- Deep inverse reinforcement learning for reward function identification in bidding models.- The subspace characteristics and congestion identification of LMP data.- Online transmission topology identification in LMP-based markets.- Day-ahead componential electricity price forecasting.- Quantifying the impact of price forecasting error on market bidding.- Virtual bidding and FTR speculation based on probabilistic LMP forecasting.- Abnormal detection of LMP scenario and data with deep neural networks.\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Qixin Chen, Hongye Guo, Kedi Zheng\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 981164974X\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9789811649745\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Springer\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 10\/02\/2021\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 273\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Hardcover\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 1.34lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.21h x 6.14w x 0.75d","brand":"Qixin Chen","offers":[{"title":"Hardcover","offer_id":44078943437055,"sku":"9789811649745","price":159.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_7c37f2bb-b816-455a-b420-968ad59502bc.jpg?v=1685478402","url":"https:\/\/www.whiterainbookhouse.com\/products\/data-analytics-in-power-markets-qixin-chen-9789811649745","provider":"WR Book House","version":"1.0","type":"link"}