Smart Meter Data Analytics - Electricity Consumer Behavior Modeling, Aggregation, and Forecasting (Paperback, 1st ed. 2020)

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.

General

Imprint:	Springer Verlag, Singapore
Country of origin:	Singapore
Release date:	February 2021
First published:	2020
Authors:	Yi Wang • Qixin Chen • Chongqing Kang
Dimensions:	235 x 155mm (L x W)
Format:	Paperback
Pages:	293
Edition:	1st ed. 2020
ISBN-13:	978-981-15-2626-8
Categories:	Books > Business & Economics > Industry & industrial studies > Energy industries & utilities > Electrical power industries Books > Earth & environment > The environment > Environmental economics > General Books > Professional & Technical > Energy technology & engineering > Electrical engineering > General Promotions
LSN:	981-15-2626-5
Barcode:	9789811526268

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