Price loading...

Data-Driven Modelling of Non-Domestic Buildings Energy Performance: Supporting Building Retrofit Planning (Green Energy and Technology)

Sustainability & Green Design

Price data last checked 103 day(s) ago - refreshing...

View at Amazon

Price History & Forecast

No Price Data Available

Price history will appear here once data is collected from Amazon.

Price Distribution

No price data available for histogram

Description

This 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. This 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. This 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.

Product Specifications

Format: paperback
ASIN: 3030647536
Category: Books > Subjects > Arts & Photography > Architecture > Design > Sustainability & Green Design
Domain: Amazon UK
Release Date: 16 January 2022
Listed Since: 21 December 2021

Barcode

No barcode data available

Data-Driven Modelling of Non-Domestic Buildings Energy Performance: Supporting Building Retrofit Planning (Green Energy and Technology)

Price History & Forecast

No Price Data Available

Price Distribution

Description

Product Specifications

Barcode

Similar Products You Might Like

Data-Driven Modelling of Non-Domestic Buildings Energy Performance: Supporting Building Retrofit Planning (Green Energy and Technology)

Data-driven Analytics for Sustainable Buildings and Cities: From Theory to Application (Sustainable Development Goals Series)

Building Energy Management Systems and Techniques: Principles, Methods, and Modelling

Smart Energy Management: Data Driven Methods for Energy Service Innovation

Routledge Data-driven BIM for Energy Efficient Building Design

Artificial Intelligence in Performance-Driven Design: Theories, Methods, and Tools

Artificial Intelligence for Energy Systems: Driving Intelligent, Flexible and Optimal Energy Management: 46 (Learning and Analytics in Intelligent Systems, 46)

AI-Powered IoT in the Energy Industry: Digital Technology and Sustainable Energy Systems (Power Systems)

Springer - Energy Performance of Buildings in Temperate Climates

Managing Indoor Environments and Energy in Buildings with Integrated Intelligent Systems (Green Energy and Technology)

Intelligent Data-Driven Modelling and Optimization in Power and Energy Applications (Intelligent Data-Driven Systems and Artificial Intelligence)

Renewable Energy Integration with Building Energy Systems: A Modelling Approach

Data and the Built Environment: A Practical Guide to Building a Better World Using Data (Digital Innovations in Architecture, Engineering and Construction)

Energy Performance in the Australian Built Environment (Green Energy and Technology)

Sustainable Developments by Artificial Intelligence and Machine Learning for Renewable Energies

Building Performance Simulation for Design and Operation

Energy Performance of Buildings: Energy Efficiency and Built Environment in Temperate Climates

Deep Energy Retrofit Guide for Public Buildings: Business and Financial Models (SpringerBriefs in Applied Sciences and Technology)

Artificial Intelligence Techniques for a Scalable Energy Transition: Advanced Methods, Digital Technologies, Decision Support Tools, and Applications

Energy and Buildings: Efficiency, Air Quality, and Conservation: Efficiency, Air Quality, & Conservation

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

Modelling Methods for Energy in Buildings

Energy Modeling and Computations in the Building Envelope

Design and Construction of High-Performance Homes: Building Envelopes, Renewable Energies and Integrated Practice