Spatial distribution and influencing factors of carbon emissions from private cars in China: simulation analysis based on trajectory big data DOI
Wenjie Chen, Xiaogang Wu, Zhu Xiao

et al.

Environment Development and Sustainability, Journal Year: 2024, Volume and Issue: unknown

Published: Nov. 11, 2024

Language: Английский

Optimizing Photovoltaic-Storage Building Energy Systems: A Comparative Study of Rule-Based and Reinforcement Learning Control for Grid Stability and Self-Consumption DOI Open Access
Xin Liu, Zhonghua Gou

Journal of Physics Conference Series, Journal Year: 2025, Volume and Issue: 3001(1), P. 012030 - 012030

Published: April 1, 2025

Abstract With the advancement of energy transition, adoption photovoltaic systems in residential buildings has been increasing. However, their intermittent and unstable nature poses challenges to grid stability. Integrating storage batteries into building emerged as a key solution enhance reliability. Despite this, optimizing battery charging discharging strategies achieve self-sufficiency, peak load shaving, supply-demand balance remains challenge. This study introduces two control strategies: Rule Based Control (RBC) approach Reinforcement Learning model using Proximal Policy Optimization (PPO). These dynamically coordinate PV generation, user demand operations reduce dependency minimize fluctuations. Firstly, physics-informed machine learning was developed accurately predict flows under varying states, enabling informed decision-making on feedback or consumption. Results from experiments with real data indicate that combined use physics-based models can building-grid usage an accuracy up 92%. Furthermore, compares effectiveness RBC PPO refining strategies. Performance evaluations case demonstrate both (28% 94%) (27% 86%) significantly self-consumption outperforming traditional methods (15% 38%). In terms operational strategies, exhibits superior performance over stabilizing enhancing controllability. research offers new insights for interactions supports deployment integrated PV-storage applications.

Language: Английский

Citations

0
Assessing hydrogen storage challenges based on circular economy through comparative decision-making methods under uncertainty DOI
Seyyed Jalaladdin Hosseini Dehshiri, Ali Mostafaeipour, Maghsoud Amiri

et al.

International Journal of Hydrogen Energy, Journal Year: 2025, Volume and Issue: 138, P. 914 - 927

Published: May 21, 2025

Language: Английский

Citations

0
Multi-Objective Energy Management for EV Charging in Residential Buildings: A Comparative Evaluation of Metaheuristic Algorithms DOI
Nima Khosravi

Sustainable Cities and Society, Journal Year: 2025, Volume and Issue: unknown, P. 106514 - 106514

Published: June 1, 2025

Language: Английский

Citations

0
Circular economy and energy storage technologies: A comprehensive approach to reduce emission and promoting sustainable growth DOI Creative Commons

De Xiao,

Xiaotian Xu, Z. Xu

et al.

Energy Reports, Journal Year: 2025, Volume and Issue: 13, P. 6596 - 6608

Published: June 1, 2025

Language: Английский

Citations

0
A large-scale supplier evaluation approach for circular economy in the presence of circular criteria interactions and weight consistency DOI
Jiali Wang,

Wenqi Jiang,

Ting Huang

et al.

Expert Systems with Applications, Journal Year: 2024, Volume and Issue: 261, P. 125500 - 125500

Published: Oct. 9, 2024

Language: Английский

Citations

1
Spatial distribution and influencing factors of carbon emissions from private cars in China: simulation analysis based on trajectory big data DOI
Wenjie Chen, Xiaogang Wu, Zhu Xiao

et al.

Environment Development and Sustainability, Journal Year: 2024, Volume and Issue: unknown

Published: Nov. 11, 2024

Language: Английский

Citations

1