Building Accessible ML-driven systems for large-scale scientific data

Peer-Reviewed Journal

1. Expanding Access to Science Participation: A FAIR Framework for Petascale Data Visualization and Analytics — Dec 2025. A. Panta, A. Sahistan, X. Huang, A. A. Gooch, G. Scorzelli, H. Torres, P. Klein, G. A. Ovando-Montejo, P. Lindstrom, V. Pascucci.
2. "Enhancing Scientific Research with FAIR Digital Objects in the National Science Data Fabric — Sep 2023. M. Taufer, H. Martinez, J. Luettgau, L. Whitnah, G. Scorzelli, P. Newell, A. Panta, P.-T. Bremer, D. Fils, C. R. Kirkpatrick, and V. Pascucci. Computing in Science & Engineering, 25(5), 39–47.

Peer-Reviewed Conferences

1. Data for Power Systems Applications: Lessons in Reusing Wildfire Smoke Data for Solar PV Studies — Aug 2025. A. Salinas, I. Sohail, V. Pascucci, P. Stefanakis, S. Amjad, A. Panta, et al. (HICSS 2026, To appear)
2. Large Data Acquisition and Analytics at Synchrotron Radiation Facilities — 2025. A. Panta, G. Scorzelli, A. Gooch, W. Sun, K. Shanks, S. Sarker, D. Bougie, K. Soloway, R. Verberg, T. Berman, G. Tarcea, J. Allison, M. Taufer, V. Pascucci. (IEEE Big Data 2025)
3. Visualization and Analytics of Petascale Data: Equity as a Tide that Lifts All Boats — Oct 2024. A. Panta, X. Huang, N. McCurdy, et al. (LDAV 2024)

Peer-Reviewed Workshops

1. Scalable Climate Data Analysis: Balancing Petascale Fidelity and Computational Cost — May 2025.



2. Leveraging National Science Data Fabric Services to Train Data Scientists — Nov 2024.

Abstracts & Posters

1. A Voice-Enabled AI Agent for Interactive Visualization and Analysis of NASA's Downscaled Dataset — Dec 2025, AGU.
2. From Validation to Societal Value: A User-Centric Framework for Evaluating Regional Climate Models — Dec 2025, AGU.
3. Scalable Web-Based Exploration and RAG-enhanced Insights for NASA's Downscaled Climate Data — May 2025, CNG Conference.
4. Real-time Web-based Visualization and Analytics of Petascale Climate Data From the Cloud — Apr 2025, AGU Student Showcase.
5. Managing Large-scale Atmospheric and Oceanic Climate Data for Efficient Analysis and On-the-fly Interactive Visualization — Dec 2024, AGU.
6. Visualization of a Petascale Climate Data from a Browser: A NASA Usecase — Aug 2024, WIRED Symposium.

Unified & Interactive Framework for Data Intelligence

Azure AI Search + OpenAI + cloud-hosted climate data for natural-language querying, dynamic subsetting, and on-demand analytics.

Dynamic Super-Resolution for Multi-variate Climate Data

Custom CNN + upsampling with multi-quality inputs to reconstruct full-resolution fields on demand.

OpenVisus

Python APIs & data-access plugins for high-performance streaming and multiresolution visualization.

NASA AIST Open Climate Workbench

Scalable streaming, subsetting, and real-time visualization inside AIST OCW workflows.

Tutorials

• NASA ARSET Program: Assessing Extreme Weather Statistics using NASA Earth eXchange Global Daily Downscaled Projections (NEX-GDDP-CMIP6)
  A. Mehta, B. Thrasher, H. K. Lee, A. Goodman, A. Panta, V. Pascucci, G. Scorzelli

  743 participants 93 countries
  Sep 2025
• Tutorial: Strategies for Large-Scale Data Analysis with the National Science Data Fabric (NSDF)
  M. Taufer, V. Pascucci, J. Marquez, A. Gooch, A. Panta · IEEE IPDPS, 2025
  Jun 2025
• Enabling Scientific Discovery: Harnessing the Power of the National Science Data Fabric for Large-Scale Data Analysis
  V. Pascucci, A. Gooch, A. Panta, X. Huang, A. Sahıstan, G. Scorzelli, M. Taufer, J. Marquez, H. Martinez, P. Olaya, G. Laboy, J. Ashworth · IEEE VIS, 2024
  Nov 2024
• Using the NSDF Services for End-to-End Analysis and Visualization of Large Scientific Data
  H. Martinez, A. Panta, P. Olaya, G. Laboy, J. Ashworth, G. Scorzelli, J. Marquez, V. Pascucci, M. Taufer · NSDF Webinar Series, 2024
  Apr 2024

Invited Presentations

• OpenVisus for Visualization of Petascale Scientific Data
  NASA Earth Exchange (NEX) Biweekly Meeting · Remote
  Mar 2025
• OpenVisus for Petascale Scientific Visualization
  NCAR Earth System Data Science (ESDS) Initiative · Remote
  Mar 2025