کتاب دانلود علوم مهندسی و فناوریبرق و الکترونیک
آنالیز داده سنج هوشمند - مدل سازی، تجمیع و پیش بینی رفتار مصرف کننده برق
آنالیز داده سنج هوشمند - مدل سازی، تجمیع و پیش بینی رفتار مصرف کننده برق

Smart Meter Data Analytics - Electricity Consumer Behavior Modeling, Aggregation, and Forecasting
سال انتشار: 2020
تعداد صفحات: 306
زبان فایل: انگلیسی
فرمت فایل: pdf
حجم فایل: 13MB
رمز فایل: www.ketabdownload.com
قیمت: 200,000ريال

افزودن به سبد دانلود

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.