[PDF][PDF] Understanding the Implications of Uncertainty in Embodied Carbon Models for Sustainable Computing

A Bhagavathula, L Han, U Gupta - HotCarbon, 2024 - hotcarbon.org
Quantifying the embodied carbon emissions of computer systems is a growing area of
interest and several models to do so have already been established. However, these …

U-DUCT: Uncertainty-aware Dynamic Unified Carbon Modeling Tool for Datacenter Scheduling

W Guan, YK Zhao, C Ababei - 2024 IEEE 15th International …, 2024 - ieeexplore.ieee.org
Datacenters have been a significant source of global carbon emissions. Researchers have
developed tools to quantify the emissions of datacenters, aiming to enable environmentally …

Energy-/Carbon-Aware Evaluation and Optimization of 3D IC Architecture with Digital Compute-in-Memory Designs

HJ Byun, U Gupta, JS Seo - IEEE Journal on Exploratory Solid …, 2024 - ieeexplore.ieee.org
Several 2-D architectures have been presented, including systolic arrays or compute-in-
memory (CIM) arrays for energy-efficient artificial intelligence (AI) inference. To increase the …

Towards 3D Acceleration for low-power Mixture-of-Experts and Multi-Head Attention Spiking Transformers

B Xu, J Hwang, P Vanna-iampikul, Y Yin… - arXiv preprint arXiv …, 2024 - arxiv.org
Spiking Neural Networks (SNNs) provide a brain-inspired and event-driven mechanism that
is believed to be critical to unlock energy-efficient deep learning. The mixture-of-experts …

Carbon-Aware Design of DNN Accelerators: Bridging Performance and Sustainability

AM Panteleaki… - 2024 IEEE Computer …, 2024 - ieeexplore.ieee.org
The rise of Machine Learning (ML) and the wide use of Deep Neural Networks (DNNs) have
led to the development of specialized DNN accelerators, aimed at improving the computing …

GreenFPGA: Evaluating FPGAs as Environmentally Sustainable Computing Solutions

C Choppali Sudarshan, A Arora… - Proceedings of the 61st …, 2024 - dl.acm.org
Growing global concerns about climate change highlight the need for environmentally
sustainable computing. The ecological impact of computing, including operational and …

R-DUCT: Robust Dynamic Unified Carbon Modeling Tool Under Severe Uncertainty

W Guan, YK Zhao, C Ababei - 2024 IEEE 15th International …, 2024 - ieeexplore.ieee.org
Quantifying uncertainty in carbon modeling is a growing area of interest, and researchers
have already developed uncertainty-aware carbon modeling tools. However, these tools …