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NetCDFaster: A Geospatial Cyberinfrastructure for Multi-Dimensional Scientific Datasets Full-Stack I/O and Visualization
DescriptionNetCDF's original design included a portable file format and an intuitive application programming interface (API). However, the current NetCDF framework and its derived libraries lack efficient support for querying and visualizing data subsets with low memory use and time cost. Therefore, a full-stack solution to handle and display multidimensional data frames in NetCDF must be developed to meet the research needs. In this project, a next-generation full-stack tool, “NetCDFaster,” was developed to accelerate the reading and viewing of NetCDF data. This tool was derived from serial and parallel interfaces built on MPI-IO. The test results showed that processing time and memory usage were significantly improved than conventional methods.
Event Type
ACM Student Research Competition: Graduate Poster
ACM Student Research Competition: Undergraduate Poster
Posters
TimeWednesday, 15 November 202310am - 5pm MST
Tags
Artificial Intelligence/Machine Learning
Algorithms
Applications
Architecture and Networks
Cloud Computing
Distributed Computing
Data Analysis, Visualization, and Storage
Performance Measurement, Modeling, and Tools
Programming Frameworks and System Software
Registration Categories
TP
XO/EX