{"product_id":"9783030647537","title":"Green Energy and Technology: Supporting Building Retrofit Planning","description":"\u003ch1\u003eGreen Energy and Technology: Supporting Building Retrofit Planning\u003c\/h1\u003e \u003ch2\u003eSeyedzadeh, Saleh; Pour Rahimian, Farzad\u003c\/h2\u003e \u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003eThis book outlines the data-driven modelling of building energy performance to support retrofit decision-making. It explains how to determine the appropriate machine learning (ML) model, explores the selection and expansion of a reasonable dataset and discusses the extraction of relevant features and maximisation of model accuracy.\u003c\/p\u003e\n\n\u003cp\u003eThis book develops a framework for the quick selection of a ML model based on the data and application. It also proposes a method for optimising ML models for forecasting buildings energy loads by employing multi-objective optimisation with evolutionary algorithms. The book then develops an energy performance prediction model for non-domestic buildings using ML techniques, as well as utilising a case study to lay out the process of model development. Finally, the book outlines a framework to choose suitable artificial intelligence methods for modelling building energy performances.\u003c\/p\u003e\n\n\u003cp\u003eThis book is of use to both academics and practising energy engineers, as it provides theoretical and practical advice relating to data-driven modelling for energy retrofitting of non-domestic buildings.\u003c\/p\u003e\u003cbr\u003e\u003cp\u003e\u003c\/p\u003e \u003ch3\u003eDetails\u003c\/h3\u003e \u003cp\u003ePublished by: Springer\u003c\/p\u003e \u003cp\u003ePublication Date: 2022-01-16\u003c\/p\u003e \u003cp\u003eFormat: Paperback\u003c\/p\u003e \u003cp\u003eISBN-13: 9783030647537\u003c\/p\u003e \u003cp\u003eDOI: 10.1007\/978-3-030-64751-3\u003c\/p\u003e \u003cp\u003eDimensions: 235cm x155cm\u003c\/p\u003e \u003cp\u003ePages: 153\u003c\/p\u003e ","brand":"Springer International Publishing","offers":[{"title":"Default Title","offer_id":45382581715084,"sku":"9783030647537","price":143.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0710\/9545\/1788\/files\/9783030647537.jpg?v=1779565142","url":"https:\/\/fh90cf-fv.myshopify.com\/products\/9783030647537","provider":"Late Knight Books and Services, LLC","version":"1.0","type":"link"}