Home Energy Optimisation: Enhancing Heat Pump Efficiency through Data-Driven Insights
Title
Home Energy Optimisation: Enhancing Heat Pump Efficiency through Data-Driven Insights
Subject
Engineering
Creator
Ujair Abdullah
Date
2024
Contributor
Dr Peter Brommer
Abstract
The Department for Energy Security and Net Zero (DESNZ) has launched the "Electrification of Heat" project to decarbonise domestic heating through air source heat pumps (ASHPs). This study uses DESNZ and Energy Systems Catapult datasets and Python scientific computing methodologies to develop machine-learning models that predict ASHP energy consumption, efficiency, and cost savings. The goal is to support informed decisions by policymakers, consumers, and energy providers, ultimately reducing electricity costs and carbon emissions in UK households.
Files
Collection
Citation
Ujair Abdullah, “Home Energy Optimisation: Enhancing Heat Pump Efficiency through Data-Driven Insights,” URSS SHOWCASE, accessed November 1, 2024, https://urss.warwick.ac.uk/items/show/711.