Data Analytics in Power Markets by Chen, Qixin
Data Analytics in Power Markets by Chen, Qixin

Data Analytics in Power Markets

Introduction to power market data and their characteristics.- Modeling load forecasting uncertainty using deep learning models.- Data-driven...
HK$2,338.54
HK$2,338.54
SKU: 9789811649776
Product Type: Books
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Author: Qixin Chen
Format: Paperback
Language: English
Subtotal: $2,338.54
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Data Analytics in Power Markets by Chen, Qixin

Data Analytics in Power Markets

$2,338.54
Data Analytics in Power Markets by Chen, Qixin

Data Analytics in Power Markets

$2,338.54
Author: Qixin Chen
Format: Paperback
Language: English
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.

Author: Qixin Chen, Hongye Guo, Kedi Zheng
Publisher: Springer
Published: 10/03/2022
Pages: 273
Binding Type: Paperback
Weight: 0.96lbs
Size: 9.21h x 6.14w x 0.65d
ISBN: 9789811649776
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