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Title: Empowering Scientific Discovery Through Computing at the Advanced Photon Source

Conference ·

This paper explores the challenges and solutions for managing and processing the vast amount of data generated by the Advanced Photon Source (APS), a synchrotron light source facility producing ultra-bright x-rays for diverse scientific domains. With 68 experimental beamlines covering materials research, biology, and more, the APS serves a wide user base across academia, government, and industry. The ongoing upgrade of the APS storage ring and installation of new instruments will amplify data generation and processing demands. This paper discusses the approach to address these demands through automated data processing using standardized workflows that produce faster scientific insights. The APS Data Management System coordinates various data related tasks to manage storage, data transfer, metadata cataloging, data processing, and interfaces with tools provided by Globus. Through integration with the Argonne Leadership Computing Facility (ALCF), APS users can efficiently access high-performance computing resources. Standardized workflows have led to reduced computational burdens on scientists and greater accessibility of high performance computing resources. We demonstrate how standardization and collaboration enable scientists to rapidly convert raw data into meaningful scientific results, establishing a streamlined path from data collection to analysis and ultimately to publication.

Research Organization:
Argonne National Laboratory (ANL), Argonne, IL (United States)
Sponsoring Organization:
USDOE Office of Science - Office of Basic Energy Sciences - Scientific User Facilities Division; USDOE Office of Science - Office of Advanced Scientific Computing Research (ASCR)
DOE Contract Number:
AC02-06CH11357
OSTI ID:
2246620
Resource Relation:
Conference: 5th Annual Workshop on Large-scale Experiment-in-the-Loop Computing in conjunction with SC23 The International Conference for High Performance Computing, Networking, Storage and Analysis - (Denver, CO, US, 11/12/23-11/17/23), 11/12/23 - 11/12/23, Denver, CO, US
Country of Publication:
United States
Language:
English

References (11)

Bluesky's Ahead: A Multi-Facility Collaboration for an a la Carte Software Project for Data Acquisition and Management journal May 2019
Bridging Data Center AI Systems with Edge Computing for Actionable Information Retrieval conference November 2021
Linking scientific instruments and computation: Patterns, technologies, and experiences journal October 2022
APS Data Management System journal August 2018
TomoGAN: low-dose synchrotron x-ray tomography with generative adversarial networks: discussion journal January 2020
Deep Learning Accelerated Light Source Experiments conference November 2019
GSAS-II : the genesis of a modern open-source all purpose crystallography software package journal March 2013
Software as a service for data scientists journal February 2012
Globus Online: Accelerating and Democratizing Science through Cloud-Based Services journal May 2011
TomocuPy – efficient GPU-based tomographic reconstruction with asynchronous data processing journal January 2023
The Upgrade of the Advanced Photon Source text January 2018