Explainable AI for Sustainability: Bridging Trust, Ethics, and Accountability
- DOI
- 10.2991/978-94-6463-787-8_44How to use a DOI?
- Keywords
- Explainable AI; Transparent AI; Sustainability
- Abstract
Artificial intelligence (AI) has shown immense potential for addressing sustainability challenges, from optimizing energy systems to advancing precision agriculture. However, the opacity of many AI systems undermines trust, accountability, and ethical alignment, limiting their adoption in high-stake domains. This study highlights the importance of integrating Explainable AI (XAI) into sustainability applications to improve transparency and stakeholder trust. We propose a three-pillar framework centered on technical innovation, stakeholder participation, and policy alignment, supported by case studies in renewable energy optimization and precision agriculture. These examples demonstrate how XAI fosters ethical decision making, improves resource efficiency, and promotes environmental justice. Finally, we discuss future research directions for scaling XAI solutions in various sustainability contexts while ensuring fairness and accountability.
- Copyright
- © 2025 The Author(s)
- Open Access
- Open Access This chapter is licensed under the terms of the Creative Commons Attribution-NonCommercial 4.0 International License (http://creativecommons.org/licenses/by-nc/4.0/), which permits any noncommercial use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license and indicate if changes were made.
Cite this article
TY - CONF AU - Praveen Kumar Myakala AU - Anil Kumar Jonnalagadda PY - 2025 DA - 2025/07/17 TI - Explainable AI for Sustainability: Bridging Trust, Ethics, and Accountability BT - Proceedings of the Recent Advances in Artificial Intelligence for Sustainable Development (RAISD 2025) PB - Atlantis Press SP - 563 EP - 576 SN - 1951-6851 UR - https://doi.org/10.2991/978-94-6463-787-8_44 DO - 10.2991/978-94-6463-787-8_44 ID - Myakala2025 ER -