Electronic Resource

Data Analytics in Power Markets

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Penilaian

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This book aims to solve some key problems in the decision and optimization procedure for power market organizers and participants in data-driven approaches. It begins with an overview of the power market data and analyzes on their characteristics and importance for market clearing. Then, the first part of the book discusses the essential problem of bus load forecasting from the perspective of market organizers. The related works include load uncertainty modeling, bus load bad data correction, and monthly load forecasting. The following part of the book answers how much information can be obtained from public data in locational marginal price (LMP)-based markets. It introduces topics such as congestion identification, componential price forecasting, quantifying the impact of forecasting error, and financial transmission right investment. The final part of the book answers how to model the complex market bidding behaviors. Specific works include pattern extraction, aggregated supply curve forecasting, market simulation, and reward function identification in bidding. These methods are especially useful for market organizers to understand the bidding behaviors of market participants and make essential policies. It will benefit and inspire researchers, graduate students, and engineers in the related fields.

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Availability

Inventory Code	Barcode	Call Number	Location	Status
2108000074	EB0005325	658.81 Dat	Central Library (OPAC)	Available

Detail Information

Series Title

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Call Number

658.81 Dat

Publisher

Singapore : Springer Singapore., 2021

Collation

xix, 273p.:ill

Language

English

ISBN/ISSN

978-981-16-4975-2

Classification

658.81

Content Type

Ebook

Media Type

-

Carrier Type

online resource

Edition

1

Subject(s)

Management--Market

Specific Detail Info

-

Statement of Responsibility

BRF

Other version/related

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