Energy consumption forecasting for the digital-twin model of the building

J Henzel, Ł Wróbel, M Fice, M Sikora - Energies, 2022 - mdpi.com
The aim of the paper is to propose a new approach to forecast the energy consumption for
the next day using the unique data obtained from a digital twin model of a building. In the …

The heat pumps for better urban air quality✰

A Carella, A D'Orazio - Sustainable Cities and Society, 2021 - Elsevier
Strict restrictions to halt the spread of COVID-19 provided an opportunity to quantify the
contribution of different pollution agents. We analyze the concentrations of pollutants …

Renovation results of Finnish single-family renovation subsidies: Oil boiler replacement with heat pumps

P Sankelo, K Ahmed, A Mikola, J Kurnitski - Energies, 2022 - mdpi.com
Finland has approximately 150,000 oil-heated private homes. In 2020, the Finnish
government launched subsidies for private homeowner energy renovations. In this study, we …

Simulation of the use of ground and air source heat pumps in different climatic conditions on the example of selected cities: Warsaw, Madrid, Riga, and Rome

A Ołtarzewska, DA Krawczyk - Energies, 2021 - mdpi.com
Heat pumps, an example of one of the most environmentally friendly technologies, can play
a key role in the future of sustainable energy. Due to the European Union's ambitious goals …

An Environmental Assessment of Heat Pumps in Poland

S Sewastianik, A Gajewski - Energies, 2021 - mdpi.com
Greenhouse gas emissions are regarded as the cause of the rise in mean Earth
temperature, the further increase of which may cause dramatic irreversible global changes …

Machine Learning and Deep Learning Data-Driven Residential Load Multi-Level Forecasting with Univariate and Multivariate Time Series Models Towards …

L Ismail, H Materwala, F Dankar - IEEE Access, 2024 - ieeexplore.ieee.org
Residential energy consumption is rapidly increasing every year due to demographic and
behavioral changes, such as the rising population and the adoption of work-from-home post …

Air/Water Heat Pumps in Existing Heating and Hot Water Systems for Better Urban Air Quality and Primary Energy Savings: Scenarios of Two Italian Cities

A Carella, L Del Ferraro, A D'Orazio - Energies, 2022 - mdpi.com
In a previous work, a significant contribution to urban air pollution, related to fuel-fired
heating systems, was recorded. Thus, the replacement of existing boilers for space heating …

Replacement Scenarios of LPG Boilers with Air-to-Water Heat Pumps for a Production Manufacturing Site

A Carella, L Del Ferraro, A D'Orazio - Energies, 2023 - mdpi.com
The replacement of LPG (liquefied petroleum gas) boilers with air-to-water heat pumps on
an industrial site is proposed. The boilers are used to produce hot water for the heating of …

[PDF][PDF] Renovation Results of Finnish Single-Family Renovation Subsidies: Oil Boiler Replacement with Heat Pumps. Energies 2022, 15, 7620

P Sankelo, K Ahmed, A Mikola, J Kurnitski - 2022 - academia.edu
Finland has approximately 150,000 oil-heated private homes. In 2020, the Finnish
government launched subsidies for private homeowner energy renovations. In this study, we …

[PDF][PDF] Solutions for selected problems of demand forecasting based on machine learning methods and domain knowledge

J Badura - bip.polsl.pl
Demand forecasting is an issue that is important in almost every industry that offers products
or services to customers. It will apply to commercial vendors, but also to suppliers of basic …