Data mining and machine learning in building energy analysis / Fr�ed�eric Magoul�es, Hai-Xiang Zhao
(Computer engineering series)
データ種別 | 電子ブック |
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出版者 | (London ; Hoboken, NJ : ISTE : Wiley) |
出版年 | 2016 |
大きさ | 1 online resource (xiv, 164 pages : illustrations |
著者標目 | *Magoul�es, F author Zhao, Haixiang 1973- author |
書誌詳細を非表示
一般注記 | Includes bibliographical references and index "The energy performance in buildings is influenced by many factors, such as ambient weather conditions, building structure and characteristics, occupants and their behaviors, operation of sublevel components like heating, ventilation and air-conditioning systems. These complex properties make the prediction, analysis or fault detection/diagnosis of building energy consumption very difficult to perform accurately. This book focuses on up-to-date data mining and machine-learning methods to solve these problems."--Preface "Focusing on up-to-date artificial intelligence models to solve building energy problems, "Artificial Intelligence for Building Energy Analysis" reviews recently developed models for solving these issues, including detailed and simplified engineering methods, statistical methods, and artificial intelligence methods. The text also simulates energy consumption profiles for single and multiple buildings. Based on these datasets, Support Vector Machine (SVM) models are trained and tested to do the prediction. Suitable for novice, intermediate, and advanced readers, this is a vital resource for building designers, engineers, and students."--Provided by publisher Print version record Copyright � Wiley-ISTE 2016 John Wiley and Sons Wiley Online Library: Complete oBooks HTTP:URL=https://onlinelibrary.wiley.com/doi/book/10.1002/9781118577691 |
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件 名 | LCSH:Data mining LCSH:Machine learning LCSH:Buildings -- Energy conservation -- Research 全ての件名で検索 LCSH:Buildings -- Energy conservation -- Mathematical models 全ての件名で検索 MESH:Data Mining MESH:Machine Learning CSHF:Constructions -- �Economies d'�energie -- Recherche 全ての件名で検索 CSHF:Exploration de donn�ees (Informatique) CSHF:Apprentissage automatique CSHF:Constructions -- �Economies d'�energie -- Mod�eles math�ematiques 全ての件名で検索 FREE:COMPUTERS -- General 全ての件名で検索 FREE:Buildings -- Energy conservation -- Mathematical models 全ての件名で検索 FREE:Buildings -- Energy conservation -- Research 全ての件名で検索 FREE:Data mining FREE:Machine learning |
分 類 | LCC:QA76.9.D343 DC23:006.312 |
書誌ID | EB00004466 |
ISBN | 9781118577592 |
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