Machine learning for energy consumption optimization in HVAC systems

This project aims to optimise energy consumption in Heating, Ventilation and Air Conditioning systems modifying their working schedules. Taking advantage of a machine learning algorithm I have developed (based on Python), schedules can be daily updated depending on multiple variables and guaranteein...

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Detalhes bibliográficos
Autor: Palat Pañella, Joan
Tipo de documento: dissertação
Data de publicação:2018
País:España
Recursos:Universitat Politècnica de Catalunya (UPC)
Repositório:UPCommons. Portal del coneixement obert de la UPC
Idioma:inglês
OAI Identifier:oai:upcommons.upc.edu:2117/128008
Acesso em linha:https://hdl.handle.net/2117/128008
Access Level:Acceso aberto
Palavra-chave:Air conditioning
Ventilation
Aire condicionat
Ventilació
Àrees temàtiques de la UPC::Informàtica::Automàtica i control
Descrição
Resumo:This project aims to optimise energy consumption in Heating, Ventilation and Air Conditioning systems modifying their working schedules. Taking advantage of a machine learning algorithm I have developed (based on Python), schedules can be daily updated depending on multiple variables and guaranteeing comfort. To facilitate the interaction with the algorithm, I have also created a simple website to introduce the data required and to display the results. The project has been developed in Montrol Open Solutions, SL.