Innovative Solutions for Combating Climate Change: Advancing Sustainable Energy and Consumption Practices for a Greener Future

Sustainability, Journal Year: 2025, Volume and Issue: 17(6), P. 2697 - 2697

Published: March 18, 2025

This paper investigates strategies to address climate change by promoting sustainable energy technologies and consumption practices. It examines renewable sources such as solar, wind, geothermal their potential reduce greenhouse gas emissions. The study also explores optimization techniques, focusing on genetic algorithms (GAs) smart systems like grids microgrids, which enhance efficiency sustainability. research highlights the role of circular economy in fostering through recycling waste management. Furthermore, economic trade-offs between environmental harm, impact both fossil fuel energies. A dual methodological approach is employed: first, an endogenous growth model excluding factors, followed a modified version incorporating considerations. Using continuous algorithm data from 2000 2025, forecasts optimal trajectory for energy’s share global under two scenarios. findings suggest that could represent 82.4% total constraints, up current 45%. hindered challenges droughts, hydropower production. concludes achieving transition requires comprehensive policies integrating expansion, efficiency, protection. These provide important insights into optimizing pathways They serve foundation future policy recommendations, aiming ensure low emission balancing need with preservation environment.

Language: Английский

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Reinforcement Learning for Optimizing Renewable Energy Utilization in Buildings: A Review on Applications and Innovations

Energies, Journal Year: 2025, Volume and Issue: 18(7), P. 1724 - 1724

Published: March 30, 2025

The integration of renewable energy systems into modern buildings is essential for enhancing efficiency, reducing carbon footprints, and advancing intelligent management. However, optimizing RES operations within building management introduces significant complexity, requiring advanced control strategies. One branch algorithms concerns reinforcement learning, a data-driven strategy capable dynamically managing sources other subsystems under uncertainty real-time constraints. current review systematically examines RL-based strategies applied in BEMS frameworks integrating technologies between 2015 2025, classifying them by algorithmic approach evaluating the role multi-agent hybrid methods improving adaptability occupant comfort. Following thorough explanation rigorous selection process—which targeted most impactful peer-reviewed publications from last decade, paper presents mathematical concepts RL RL, along with detailed summaries summary tables integrated works to facilitate quick reference key findings. For evaluation, outlines different attributes field considering following: methodologies RL; agent types; value-action networks; reward functions; baseline approaches; typologies. Grounded on findings presented evaluation section, offers structured synthesis emerging research trends future directions, identifying strengths limitations

Language: Английский

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Big data grace: Implementations of the feature engineering and data science algorithms for environmental protection law

Alexandria Engineering Journal, Journal Year: 2025, Volume and Issue: 125, P. 256 - 264

Published: April 16, 2025

Language: Английский

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Advances in Standardised Battery Testing for Enhanced Safety and Innovation in Electric Vehicles: A Comprehensive Review

Batteries, Journal Year: 2025, Volume and Issue: 11(4), P. 157 - 157

Published: April 16, 2025

Standardised battery tests are essential for evaluating the safety, reliability, and performance of modern technologies, especially with rapid emergence innovations such as solid-state lithium–sulphur batteries. This review reveals critical shortcomings in current international standards (e.g., IEC, IEEE, SAE), which often do not keep pace technological developments harmonised across regions, limiting their effectiveness real-world applications. The paper stresses need continuous test protocols through collaboration between researchers, manufacturers, regulators. A detailed case study BYD Dolphin demonstrates practical importance comprehensive testing conditions, spanning electrical, thermal, mechanical ranges. concludes that up-to-date, harmonised, scenario-specific methods needed to ensure accurate assessment, support global comparability, enable safe introduction next-generation batteries electric mobility energy storage. Future work should prioritise operational monitoring, open access data sharing, development sustainability-focused practices recycling reclamation.

Language: Английский

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