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Springer - Data-Driven Modelling of Building Energy Performance

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Description

This technical book from Springer provides a comprehensive guide to the data-driven modelling of non-domestic building energy performance. Designed to support effective retrofit decision-making, the text explains how to select and expand datasets, extract relevant features, and maximize model accuracy. Readers will learn how to implement a framework for the quick selection of machine learning models based on specific data and applications. The book also introduces a method for optimizing machine learning models used in forecasting building energy loads through multi-objective optimization and evolutionary algorithms. This resource is essential for professionals working in architecture, sustainability, and green design who need to improve energy efficiency through advanced computational methods.

Key Features

This Springer publication outlines data-driven modelling techniques specifically for non-domestic building energy performance.

The text provides guidance on determining the appropriate machine learning model for various retrofit planning applications.

Learn methods for the selection and expansion of reasonable datasets to improve energy performance analysis.

The book explains how to extract relevant features and maximize model accuracy for better decision-making.

A framework is developed for the quick selection of machine learning models based on specific data and applications.

Includes a method for optimizing machine learning models for forecasting building energy loads using evolutionary algorithms.

Product Specifications

Format
paperback
Domain
Amazon UK
Release Date
16 January 2022
Listed Since
21 December 2021

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No barcode data available

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