The Role of Artificial Intelligence in Transforming the Energy Sector: A Comprehensive Review DOI
Elissaios Sarmas, Vangelis Marinakis, Haris Doukas

et al.

Learning and analytics in intelligent systems, Journal Year: 2025, Volume and Issue: unknown, P. 21 - 61

Published: Jan. 1, 2025

Language: Английский

Explainable AI-Based Ensemble Clustering for Load Profiling and Demand Response DOI Creative Commons
Elissaios Sarmas, Afroditi Fragkiadaki, Vangelis Marinakis

et al.

Energies, Journal Year: 2024, Volume and Issue: 17(22), P. 5559 - 5559

Published: Nov. 7, 2024

Smart meter data provide an in-depth perspective on household energy usage. This research leverages such to enhance demand response (DR) programs through a novel application of ensemble clustering. Despite its promising capabilities, our literature review identified notable under-utilization clustering in this domain. To address shortcoming, we applied advanced method and compared performance with traditional algorithms, namely, K-Means++, fuzzy K-Means, Hierarchical Agglomerative Clustering, Spectral Gaussian Mixture Models (GMMs), BIRCH, Self-Organizing Maps (SOMs), across dataset 5567 households for range cluster counts from three nine. The these algorithms was assessed using extensive set evaluation metrics, including the Silhouette Score, Davies–Bouldin Calinski–Harabasz Dunn Index. Notably, while often ranked among top performers, it did not consistently surpass all individual indicating potential further optimization. Unlike approaches that seek algorithmically optimal number clusters, proposes practical six-cluster solution designed meet operational needs utility providers. For case, best performing algorithm according metrics study is enhanced by integrating Explainable AI (xAI) techniques, which improve interpretability transparency results.

Language: Английский

Citations

6
Determining the optimal azimuth for solar-ready buildings: Simulating for maximising the economic value of solar PV installations in Lapland, Finland. DOI Creative Commons
Vinay Shekar, Abraham Daniel, Antonio Calò

et al.

Renewable Energy, Journal Year: 2025, Volume and Issue: unknown, P. 122357 - 122357

Published: Jan. 1, 2025

Language: Английский

Citations

0
A Standardized Parametric Framework for Techno-economic Analysis of Renewable and Clean Energy Systems DOI Creative Commons
Muhammad Sadiq, Ahmad Mayyas, Max Wei

et al.

Renewable Energy, Journal Year: 2025, Volume and Issue: unknown, P. 122493 - 122493

Published: Jan. 1, 2025

Language: Английский

Citations

0
Intersectionality in residental solar adoption: Examining socio-demographics, racial diversity, geography, solar suitability, and policy in the United States DOI Creative Commons
Gerald Jones, Chien Chen,

Wei-An Chen

et al.

Energy Strategy Reviews, Journal Year: 2025, Volume and Issue: 58, P. 101648 - 101648

Published: Feb. 12, 2025

Language: Английский

Citations

0
Optimization Model for Electric Vehicle Integration and Energy Storage to Achieve Energy Autonomy DOI
Elissaios Sarmas, Vangelis Marinakis, Haris Doukas

et al.

Learning and analytics in intelligent systems, Journal Year: 2025, Volume and Issue: unknown, P. 227 - 254

Published: Jan. 1, 2025

Language: Английский

Citations

0
Deep Learning Models for Short-Term Forecasting of Photovoltaic Energy Production DOI
Elissaios Sarmas, Vangelis Marinakis, Haris Doukas

et al.

Learning and analytics in intelligent systems, Journal Year: 2025, Volume and Issue: unknown, P. 87 - 127

Published: Jan. 1, 2025

Language: Английский

Citations

0
The Role of Artificial Intelligence in Transforming the Energy Sector: A Comprehensive Review DOI
Elissaios Sarmas, Vangelis Marinakis, Haris Doukas

et al.

Learning and analytics in intelligent systems, Journal Year: 2025, Volume and Issue: unknown, P. 21 - 61

Published: Jan. 1, 2025

Language: Английский

Citations

0