Purdue Researchers Peer into the ‘Fog of the Machine Learning Accelerator War’

September 27, 2021

Making sense of ML performance and benchmark data is an ongoing challenge. In light of last week’s release of the most recent MLPerf (v1.1) inference results, now is perhaps a good time to review how valuable (or not) such ML benchmarks are and the challenges they face. Two researchers... Read more…

LLNL, Purdue Researchers Harness GPU Mixed Precision for Accuracy-Performance Tradeoff

August 5, 2019

Computational scientists have long relied on high-precision arithmetic to accurately solve a wide range of problems, from modeling nuclear reactors to predictin Read more…

Purdue Researchers Hit DARPA Cooling Target of 1000W/cm^2

October 24, 2017

Cooling is an ongoing challenge in all of computing. Now, a group of researchers from Purdue University have devised an ‘intra-chip' cooling technique that hi Read more…

Microsoft, Purdue Tackle Topological Quantum Computer

May 31, 2017

Topological qubits are among the more baffling, and if practical, more promising ways to approach scalable quantum computing. At least that’s what Microsoft, Read more…

Purdue Showcases New Concepts in Semiconducting

December 15, 2016

At the international IEDM 2016 conference earlier this month, Purdue University researchers revealed a number of technologies and concepts aimed at transformin Read more…

DDN Data Depot Speeds Purdue Throughput

August 11, 2015

Purdue University, like most big research institutions, relies on a constantly evolving cyber infrastructure to support its large and diverse community of resea Read more…

The Week in Review – 08/19/2010

August 19, 2010

Purdue group invents energy management device that prevents need for costly datacenter shutdowns; and Dell announces its intention to purchase 3PAR for 1.15 billion. We recap those stories and more in our weekly wrapup. Read more…

The Week in Review – 11/12/2009

November 12, 2009

Ohio Supercomputer Center and Nimbis Services partner to provide e-commerce service; and Purdue announces fin-shaped transistor that could lead to smaller, faster computer processors. We recap those stories and more in our weekly wrapup. Read more…

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In this era, expansion in digital infrastructure capacity is inevitable. Parallel to this, climate change consciousness is also rising, making sustainability a mandatory part of the organization’s functioning. As computing workloads such as AI and HPC continue to surge, so does the energy consumption, posing environmental woes. IT departments within organizations have a crucial role in combating this challenge. They can significantly drive sustainable practices by influencing newer technologies and process adoption that aid in mitigating the effects of climate change.

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How Direct Liquid Cooling Improves Data Center Energy Efficiency

Data centers are experiencing increasing power consumption, space constraints and cooling demands due to the unprecedented computing power required by today’s chips and servers. HVAC cooling systems consume approximately 40% of a data center’s electricity. These systems traditionally use air conditioning, air handling and fans to cool the data center facility and IT equipment, ultimately resulting in high energy consumption and high carbon emissions. Data centers are moving to direct liquid cooled (DLC) systems to improve cooling efficiency thus lowering their PUE, operating expenses (OPEX) and carbon footprint.

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