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portada Data Analytics in Power Markets
Type
Physical Book
Publisher
Language
English
Pages
273
Format
Paperback
Dimensions
23.4 x 15.6 x 1.7 cm
Weight
0.44 kg.
ISBN13
9789811649776

Data Analytics in Power Markets

Qixin Chen (Author) · Hongye Guo (Author) · Kedi Zheng (Author) · Springer · Paperback

Data Analytics in Power Markets - Chen, Qixin ; Guo, Hongye ; Zheng, Kedi

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£ 167.56

  • Condition: New
Origin: U.S.A. (Import costs included in the price)
It will be shipped from our warehouse between Tuesday, July 16 and Tuesday, July 23.
You will receive it anywhere in United Kingdom between 1 and 3 business days after shipment.

Synopsis "Data Analytics in Power Markets"

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.

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