
Computation and Data-Driven Discovery (C3D)
Data-Intensive Research Programs
Mission Statement
CSI’s Computation and Data Driven Discovery (C3D) Division addresses the challenges and requirements of science and engineering applications that demand large-scale and innovative computing solutions.
About C3D
C3D is the CSI gateway for expertise in high-performance workflows, distributed computing technologies, and FAIR (Findability, Accessibility, Interoperability, and Reusability) data. C3D integrates high-performance computing, machine learning, and streaming analytics, and translates them into reproducible science and scientific discovery. C3D conducts research, develops solutions, and provides expertise in workflows, scalable software, and analytics to address the challenges and requirements of science and engineering applications that demand large-scale, innovative solutions. C3D specializes in distributed computing research, software systems that support streaming and real-time analytics, and reproducibility. The team’s work includes performing advanced research into extreme-scale and extensible workflow systems, transparent and reproducible artificial intelligence systems in science, and real-time data analytics with a focus on explainability. Contact any C3D member for additional information and collaboration opportunities.
Projects
- Dynamic Visualization and Visual Analytics for Scientific Data
- Experimental Data Curation with the Open-source Invenio Platform
- High Performance Iterative Tomography Reconstructions
- Provenance and Reproducibility Tools for Multi-Modal X-ray Spectroscopy Experiments
- Replicating Machine Learning Experiments in Materials Sciences
- Text Mining the Scientific Literature for X-ray Absorption Spectroscopy
- Supporting Heterogeneous Task Placement for High-performance Scientific Workflows at Scale
- Streaming Visualization for Performance Anomaly Detection
- Explainable Approaches for Deep Learning Model Understanding