Sustainable ai: Environmental implications, challenges and opportunities

CJ Wu, R Raghavendra, U Gupta… - Proceedings of …, 2022 - proceedings.mlsys.org
This paper explores the environmental impact of the super-linear growth trends for AI from a
holistic perspective, spanning Data, Algorithms, and System Hardware. We characterize the …

Future logic scaling: Towards atomic channels and deconstructed chips

SB Samavedam, J Ryckaert, E Beyne… - 2020 IEEE …, 2020 - ieeexplore.ieee.org
With each new node, cost and complexity of logic technology increases while being
challenged to provide the historical expected improvement in performance. This paper …

ACT: Designing sustainable computer systems with an architectural carbon modeling tool

U Gupta, M Elgamal, G Hills, GY Wei, HHS Lee… - Proceedings of the 49th …, 2022 - dl.acm.org
Given the performance and efficiency optimizations realized by the computer systems and
architecture community over the last decades, the dominating source of computing's carbon …

Llmcarbon: Modeling the end-to-end carbon footprint of large language models

A Faiz, S Kaneda, R Wang, R Osi, P Sharma… - arXiv preprint arXiv …, 2023 - arxiv.org
The carbon footprint associated with large language models (LLMs) is a significant concern,
encompassing emissions from their training, inference, experimentation, and storage …

Assessing the embodied carbon footprint of IoT edge devices with a bottom-up life-cycle approach

T Pirson, D Bol - Journal of Cleaner Production, 2021 - Elsevier
In upcoming years, the number of Internet-of-Things (IoT) devices is expected to surge up to
tens of billions of physical objects. However, while the IoT is often presented as a promising …

The environmental footprint of IC production: review, analysis, and lessons from historical trends

T Pirson, TP Delhaye, AG Pip, G Le Brun… - IEEE Transactions …, 2022 - ieeexplore.ieee.org
Given the ubiquity of electronic devices and the urgent need to decrease our footprint in the
context of global warming and planetary boundaries, it becomes critical to better quantify the …

Is TinyML Sustainable?

S Prakash, M Stewart, C Banbury… - Communications of the …, 2023 - dl.acm.org
Is TinyML Sustainable? Page 1 THE CONTINUED GROWTH of carbon emissions and global
waste presents a great concern for our environment, increasing calls for a more sustainable …

Assessing the environmental impact of atomic layer deposition (ALD) processes and pathways to lower it

M Weber, N Boysen, O Graniel, A Sekkat… - ACS Materials …, 2023 - ACS Publications
Due to concerns on resources depletion, climate change, and overall pollution, the quest
toward more sustainable processes is becoming crucial. Atomic layer deposition (ALD) is a …

The dirty secret of ssds: Embodied carbon

S Tannu, PJ Nair - ACM SIGENERGY Energy Informatics Review, 2023 - dl.acm.org
Scalable Solid-State Drives (SSDs) have ushered in a transformative era in data storage
and accessibility, spanning both data centers and portable devices. However, the strides …

ECO-CHIP: Estimation of Carbon Footprint of Chiplet-based Architectures for Sustainable VLSI

CC Sudarshan, N Matkar, S Vrudhula… - … Symposium on High …, 2024 - ieeexplore.ieee.org
Decades of progress in energy-efficient and low-power design have successfully reduced
the operational carbon footprint in the semiconductor industry. However, this has led to …