Surendra Byna
Professor
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About
Surendra Byna is a Professor at The Ohio State University in the United States. His research areas include high-performance computing (HPC), machine learning applications, and data readiness for artificial intelligence. He has contributed significantly to the understanding of I/O performance in HPC systems and has published various articles addressing key challenges in scalable data management and analysis of climate phenomena. His recent work also explores data analysis regarding COVID-19 impacts in the USA.
Articles (13)
Year:
2025
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2025
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2025
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2025
Year:
2024
Year:
2023
The high-performance computing I/O stack has been complex due to multiple software layers, the inter-dependencies among these layers, and the different performance tuning options for each layer. In this complex stack, the definition of an “I/O access pattern” has been reappropriated to describe what an application is doing to write or read data from the perspective of different layers of the stack, often comprising a different set of features. It has become common to have to redefine what is meant when discussing a pattern in every new study, as no assumption can be made. This survey aims to propose a baseline taxonomy, harnessing the I/O community’s knowledge over the past 20 years. This definition can serve as a common ground for high-performance computing I/O researchers and developers to apply known I/O tuning strategies and design new strategies for improving I/O performance. We seek to summarize and bring a consensus to the multiple ways to describe a pattern based on common features already used by the community over the years.
Year:
2023
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2023
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2023
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2022
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2022
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2021
Year:
2020
Collaborators (3)
Ashok Srinivasan
William Nystul Eminent Scholar Chair and Professor
University of West Florida
Shadi Ibrahim
Université de Rennes 1
Sunggon Kim
Seoul National University
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