Estimating the Energy Savings of Energy Efficiency Actions with Ensemble Machine Learning Models

Estimating the Energy Savings of Energy Efficiency Actions with Ensemble Machine Learning Models

Energy efficiency financing is considered among the top priorities in the energy sector among several stakeholders. In this context, accurately estimating the energy savings achieved by energy efficiency actions before being approved and implemented is of major importance to ensure the optimal alloc...

Descrizione completa

Dettagli Bibliografici
Autori principali:	Elissaios Sarmas, Evangelos Spiliotis, Nikos Dimitropoulos, Vangelis Marinakis, Haris Doukas
Natura:	Articolo
Lingua:	English
Pubblicazione:	MDPI AG 2023-02-01
Serie:	Applied Sciences
Soggetti:	energy efficiency energy efficiency renovations machine learning artificial intelligence
Accesso online:	https://www.mdpi.com/2076-3417/13/4/2749

Documenti analoghi

Improving energy performance of buildings: Dataset of implemented energy efficiency renovation projects in Latvia
di: Elissaios Sarmas, et al.
Pubblicazione: (2023-06-01)

Research on energy-saving renovation of old oceanarium based on energy consumption monitoring technology
di: Shi Hua, et al.
Pubblicazione: (2024-10-01)

An Advanced IoT-based System for Intelligent Energy Management in Buildings
di: Vangelis Marinakis, et al.
Pubblicazione: (2018-02-01)

Decision Support for Intelligent Energy Management in Buildings Using the Thermal Comfort Model
di: Vangelis Marinakis, et al.
Pubblicazione: (2017-01-01)

Transfer learning strategies for solar power forecasting under data scarcity
di: Elissaios Sarmas, et al.
Pubblicazione: (2022-08-01)

Analysis of the Change in Energy Efficiency of an Apartment Building after Renovation
di: Laima Skridailaitė, et al.
Pubblicazione: (2021-12-01)

Big Data for Energy Management and Energy-Efficient Buildings
di: Vangelis Marinakis
Pubblicazione: (2020-03-01)

Implementation of the Long-Term Energy Efficiency Program in Households in Latvia
di: Antonovs Maksims, et al.
Pubblicazione: (2024-01-01)

Energy-Efficient Renovation Principles for Prefabricated Timber-Frame Residential Buildings
di: Vesna Žegarac, et al.
Pubblicazione: (2012-09-01)

Energy renovation of Swedish single-family houses—a survey of barriers, drivers, and green loans
di: Pardis Niknafs, et al.
Pubblicazione: (2024-11-01)

Urban Building Energy Modelling for the Renovation Wave: A Bespoke Approach Based on EPC Databases
di: Jorge Rodríguez-Álvarez
Pubblicazione: (2023-06-01)

Energy saving potential analysis applying factory scale energy audit – A case study of food production
di: Derar Al Momani, et al.
Pubblicazione: (2023-03-01)

Editorial: Energy efficiency and residential energy consumption: current challenges, policies, and emerging trends
di: Fateh Belaid, et al.
Pubblicazione: (2023-09-01)

Economic Efficiency and Investment Implementation in Energy Saving Projects
di: Venelin Terziev, et al.
Pubblicazione: (2017-09-01)

Novel Methodology toward Nearly Zero Energy Building (NZEB) Renovation: Cost-Effective Balance Approach as a Pre-Step to Cost-Optimal Life Cycle Cost Assessment
di: Yovko Ivanov Antonov, et al.
Pubblicazione: (2021-04-01)

Non-Technical Barriers to Energy Efficient Renovation of Residential Buildings and Potential Policy Instruments to overcome Them—Evidence from Young Russian Adults
di: Satu Paiho, et al.
Pubblicazione: (2017-10-01)

A Policy Roadmap for the Energy Renovation of the Residential and Educational Building Stock in Italy
di: Gianluca Ruggieri, et al.
Pubblicazione: (2023-01-01)

Explainable AI-Based Ensemble Clustering for Load Profiling and Demand Response
di: Elissaios Sarmas, et al.
Pubblicazione: (2024-11-01)

Introduction of a Methodology for Deep Energy Retrofitting of Post-War Residential Buildings in Central Europe to Zero Energy Level
di: Antonin Lupisek, et al.
Pubblicazione: (2016-11-01)

From Intelligent Energy Management to Value Economy through a Digital Energy Currency: Bahrain City Case Study
di: Vangelis Marinakis, et al.
Pubblicazione: (2020-03-01)

PERSONNEL TRAINING IN THE FIELD OF ENERGY SAVING: EXPERIENCE, PROBLEMS, PROSPECTS
di: E. Zubeeva
Pubblicazione: (2017-11-01)

The Potential of AI in Information Provision in Energy-Efficient Renovations: A Narrative Review of Literature
di: C. Koray Bingöl, et al.
Pubblicazione: (2025-01-01)

The “rebound effect” of energy efficient actions to be performed as part of a major renovation of apartment buildings
di: Valeriy Mishchenko, et al.
Pubblicazione: (2021-05-01)

AI and Data Democratisation for Intelligent Energy Management
di: Vangelis Marinakis, et al.
Pubblicazione: (2021-07-01)

Estimation of Energy Profile and Possible Energy Savings of Unclassified Buildings
di: Aleksandrs Geikins, et al.
Pubblicazione: (2022-07-01)

Energy saving and energy efficiency policies in the European union
di: S. T. Kasyuk
Pubblicazione: (2017-12-01)

Energy efficiency challenges in multi-apartment building renovation in Lithuania / Iššūkiai energijos vartojimo efektyvumui vykdant daugiabučių namų modernizaciją Lietuvoje
di: Darius Biekša, et al.
Pubblicazione: (2011-12-01)

Residential Building Renovation Considering Energy, Carbon Emissions, and Cost: An Approach Integrating Machine Learning and Evolutionary Generation
di: Rudai Shan, et al.
Pubblicazione: (2025-02-01)

Bridging the Gap to Decarbonization: Evaluating Energy Renovation Performance and Compliance
di: Gašper Stegnar
Pubblicazione: (2025-02-01)

Calculation of Fuel and Energy Resource Consumption during Building Demolition
di: Korol Elena, et al.
Pubblicazione: (2023-01-01)

Reshaping the energy landscape of Crete through renewable energy valleys
di: Panagiotis Skaloumpakas, et al.
Pubblicazione: (2024-04-01)

PROBLEMS AND PROSPECTS OF ENERGY SAVING IN RUSSIA
di: A. S. Flaksman
Pubblicazione: (2019-12-01)

Problems of legal maintenance of energy saving and energy efficiency in the Republic of Kazakhstan
di: Dzhangabulova A.K., et al.
Pubblicazione: (2017-03-01)

The Comfort Tool: Assessment and Promotion of Energy Efficiency and Universal Design in Home Renovations
di: Ermal Kapedani, et al.
Pubblicazione: (2022-04-01)

European Union Energy Saving Policy
di: N. Y. Kaveshnikov
Pubblicazione: (2014-08-01)

ESSENCE OF ENERGY SAVING STRATEGY IN INDUSTRIAL ENTERPRISES
di: E. Yurina, et al.
Pubblicazione: (2022-02-01)

Approach to refurbishment of timber preschool buildings with a view on energy and economic efficiency
di: Nataša Šuman, et al.
Pubblicazione: (2019-01-01)

Identification of Cost-Optimal Measures for Energy Renovation of Thermal Envelopes in Different Types of Public School Buildings in the City of Valencia
di: María Esther Liébana-Durán, et al.
Pubblicazione: (2021-05-01)

Energy Saving at Cities
di: Alberto-Jesus Perea-Moreno, et al.
Pubblicazione: (2020-07-01)

Data center energy efficiency case and energy saving operation
di: Jieliang LOU
Pubblicazione: (2019-02-01)