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portada Smart Meter Data Analytics: Electricity Consumer Behavior Modeling, Aggregation, and Forecasting
Type
Physical Book
Publisher
Author
Year
2020
Language
English
Pages
293
Format
Hardcover
ISBN13
9789811526237
Edition No.
1
Categories

Smart Meter Data Analytics: Electricity Consumer Behavior Modeling, Aggregation, and Forecasting

Yi Wang; Qixin Chen; Chongqing Kang (Author) · Springer · Hardcover

Smart Meter Data Analytics: Electricity Consumer Behavior Modeling, Aggregation, and Forecasting - Yi Wang; Qixin Chen; Chongqing Kang

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Synopsis "Smart Meter Data Analytics: Electricity Consumer Behavior Modeling, Aggregation, and Forecasting "

This book aims to make the best use of fine-grained smart meter data to process and translate them into actual information and incorporated into consumer behavior modeling and distribution system operations. It begins with an overview of recent developments in smart meter data analytics. Since data management is the basis of further smart meter data analytics and its applications, three issues on data management, i.e., data compression, anomaly detection, and data generation, are subsequently studied. The following works try to model complex consumer behavior. Specific works include load profiling, pattern recognition, personalized price design, socio-demographic information identification, and household behavior coding. On this basis, the book extends consumer behavior in spatial and temporal scale. Works such as consumer aggregation, individual load forecasting, and aggregated load forecasting are introduced. We hope this book can inspire readers to define new problems, apply novel methods, and obtain interesting results with massive smart meter data or even other monitoring data in the power systems.

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