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Interest in sustainability information has surged in recent years. However, the data required for a life cycle assessment (LCA) that maps the materials and processes from product manufacturing to disposal into environmental impacts (EI) are…

As artificial intelligence (AI) models quickly spread and become more advanced, they are requiring an ever-increasing amount of data and compute capability, leading to a significant energy cost. Training and inference of AI models including…

新兴技术 · 计算机科学 2026-05-05 Anirudh Shankar , Avhishek Chatterjee , Anjan Chakravorty

Electronic logbooks contain valuable information about activities and events concerning their associated particle accelerator facilities. However, the highly technical nature of logbook entries can hinder their usability and automation. As…

The integration of Artificial Intelligence into sustainable finance represents a transformative paradigm shift in how Environmental, Social, and Governance factors are analyzed, predicted, and incorporated into investment decisions. This…

计算工程、金融与科学 · 计算机科学 2026-05-26 Eduardo C. Garrido-Merchán , Esther Vaquero Lafuente , Elisa Aracil

Rapid advances in artificial intelligence (AI) in the last decade have largely been built upon the wide applications of deep learning (DL). However, the high carbon footprint yielded by larger and larger DL networks becomes a concern for…

机器学习 · 计算机科学 2022-11-01 C. -C. Jay Kuo , Azad M. Madni

The rapid advancement of Artificial Intelligence (AI) has created unprecedented demands for computational power, yet methods for evaluating the performance, efficiency, and environmental impact of deployed models remain fragmented. Current…

性能 · 计算机科学 2025-10-22 Hongyuan Liu , Xinyang Liu , Guosheng Hu

Reduced environmental effect, lower operating costs, and a stable and sustainable energy supply for current and future generations are the main reasons why power optimization is important. Power optimization makes ensuring that energy is…

人工智能 · 计算机科学 2024-06-25 Parag Biswas , Abdur Rashid , Angona Biswas , Md Abdullah Al Nasim , Kishor Datta Gupta , Roy George

The energy demand of modern cloud services, particularly those related to generative AI, is increasing at an unprecedented pace. To date, carbon-aware computing strategies have primarily focused on batch process scheduling or…

分布式、并行与集群计算 · 计算机科学 2026-03-05 Philipp Wiesner , Dennis Grinwald , Philipp Weiß , Patrick Wilhelm , Ramin Khalili , Odej Kao

Nowadays there are algorithms, methods, and platforms that are being created to accelerate the discovery of materials that are able to absorb or adsorb $CO_2$ molecules that are in the atmosphere or during the combustion in power plants,…

人工智能 · 计算机科学 2022-05-20 Maira Gatti de Bayser

This paper presents a solution to address carbon emission mitigation for end-to-end edge computing systems, including the computing at battery-powered edge devices and servers, as well as the communications between them. We design and…

网络与互联网体系结构 · 计算机科学 2024-04-29 Hongyu Ke , Wanxin Jin , Haoxin Wang

The development of privacy-enhancing technologies has made immense progress in reducing trade-offs between privacy and performance in data exchange and analysis. Similar tools for structured transparency could be useful for AI governance by…

人工智能 · 计算机科学 2023-03-22 Emma Bluemke , Tantum Collins , Ben Garfinkel , Andrew Trask

Fueled by the soaring popularity of large language and foundation models, the accelerated growth of artificial intelligence (AI) models' enormous environmental footprint has come under increased scrutiny. While many approaches have been…

人工智能 · 计算机科学 2024-05-03 Pengfei Li , Jianyi Yang , Adam Wierman , Shaolei Ren

This chapter explores the convergence of two major developments: the rise of environmental, social, and governance (ESG) investing and the exponential growth of artificial intelligence (AI) technology. The increased demand for diverse ESG…

人工智能 · 计算机科学 2025-05-20 Georgios Pavlidis

The rapid advancement of AI, particularly large language models (LLMs), has raised significant concerns about the energy use and carbon emissions associated with model training and inference. However, existing tools for measuring and…

分布式、并行与集群计算 · 计算机科学 2025-10-31 Hongzhen Huang , Kunming Zhang , Hanlong Liao , Kui Wu , Guoming Tang

Artificial intelligence (AI) has become a crucial instrument for streamlining processes in various industries, including electrical power systems, as a result of recent digitalization. Algorithms for artificial intelligence are data-driven…

机器学习 · 计算机科学 2024-10-22 Abdur Rashid , Parag Biswas , Angona Biswas , MD Abdullah Al Nasim , Kishor Datta Gupta , Roy George

There is growing recognition among financial institutions, financial regulators and policy makers of the importance of addressing nature-related risks and opportunities. Evaluating and assessing nature-related risks for financial…

The immense technological progress in artificial intelligence research and applications is increasingly drawing attention to the environmental sustainability of such systems, a field that has been termed Green AI. With this contribution we…

计算机与社会 · 计算机科学 2024-07-16 Christian Clemm , Lutz Stobbe , Kishan Wimalawarne , Jan Druschke

The number and complexity of artificial intelligence (AI) applications is growing relentlessly. As a result, even with the many algorithmic and mathematical advances experienced over past decades as well as the impressive energy efficiency…

机器学习 · 计算机科学 2023-12-18 Jose Duato , Jose I. Mestre , Manuel F. Dolz , Enrique S. Quintana-Ortí

Artificial Intelligence (AI) presents opportunities to develop tools and techniques for addressing some of the major global challenges and deliver solutions with significant social and economic impacts. The application of AI has…

人工智能 · 计算机科学 2022-02-08 Shivam Gupta , Auriol Degbelo

Ensuring fairness in AI systems is critical, especially in high-stakes domains such as lending, hiring, and healthcare. This urgency is reflected in emerging global regulations that mandate fairness assessments and independent bias audits.…

机器学习 · 计算机科学 2025-08-19 Varsha Ramineni , Hossein A. Rahmani , Emine Yilmaz , David Barber