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Debugging and Optimization

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Projects
Project Title Project Institution Project Owner Tags Status
Ultrafast Spectral Energy Distribution Modeling of Galaxies using GPUs Siena College John Moustakas optimization, parallelization, astrophysics, gpu, python Reviewing Applicants
Waveform Systematics for Black Hole Binary Mergers Models (extension) University of Rhode Island -- Center for Computational Research Gaurav Khanna ai, AI/ML, astrophysics, conda, cuda, distributed-computing, jupyterhub, neural-networks Reviewing Applicants
Mapping mass and radius of compact objects to neutron star equation of state or boson star scalar potential Long Island University - Post Steven Liebling ai, astrophysics, deep-learning, machine-learning, neural-networks, nvidia, python, pytorch Recruiting
Numerical simulation of earthquake cycles on oceanic transform faults University of Rhode Island -- Bay Campus Gaurav Khanna oceanography Recruiting
Comparative Analysis of Foreign Direct Investments and Remittances to Five English-Speaking West African Countries Using Statistical, Machine Learning and Deep learning Models Carrie Brown Recruiting
Medical Diagnostics of Chest X-Ray Images with Deep Convolutional Neural Networks (CNN) Kean University Balamurugan Desinghu ai, big-data, gpu On Hold
Computational Simulation of One-Dimensional Porous Polymers The University at Albany, SUNY Jeremy Feldblyum computational-chemistry, materials-science, monte-carlo In Progress
Performance Benchmarks and Optimizations of a Gravitational-Wave Simulation Software LIU Post Steven Liebling astrophysics, c++, matlab In Progress
Expanding computational resources for gravitational wave detection pipelines in medium-latency and beyond University of Rhode Island Gaurav Khanna Analysis and Algorithms, astrophysics, benchmarking, data-transfer, gravitational-waves, parallelization, python, scheduling In Progress
Natural Language Processing of a Low Resource Language (Igbo, an African Language) Stanley Nwoji In Progress
Bias and Fairness in Machine Learning: Identifying Bias Ahmed Rashed machine-learning, natural-language-processing In Progress
Develop a data portal for the organization of molecular and imaging data University of Rhode Island -- Bay Campus Gaurav Khanna archiving, aws, bioinformatics, biology, Cloud, Data Storage, docker, genomics In Progress
Transformer-Models for Translating Tax Code University of Connecticut - Stamford Andrew Sherman ai, natural-language-processing, python In Progress
Remote sensing data management for large-area forest mapping projects University of Maine Kasey Legaard api, data-management, data-sharing, gis, python, sql In Progress
Steered Molecular Dynamics Simulations on Human beta Defensin Crossing Model Bacterial Lipid Membranes University of Rhode Island Gaurav Khanna molecular-dynamics In Progress
Developing machine learning interatomic potentials for classical molecular dynamics simulations of complex perovskites University of Rhode Island Gaurav Khanna machine-learning, molecular-dynamics In Progress
Quantum mechanical simulation of fluorine-containing biomolecules University of Rhode Island Gaurav Khanna quantum-mechanics In Progress
Waveform Systematics for Black Hole Binary Mergers Models University of Rhode Island -- Center for Computational Research Gaurav Khanna gravitational-waves In Progress
Does HPC Offer Advantages in Metabolic Network Modeling, Simulation and Optimization? University of Rhode Island Gaurav Khanna fortran In Progress
Computational pipelines for the analysis of plastic-degrading genes University of Rhode Island Gaurav Khanna bioinformatics, biology, workflow, workforce-development In Progress
Biogeochemical cycling consequences due to the impacts on the cellular response to warming oceans University of Rhode Island -- Bay Campus Gaurav Khanna oceanography In Progress
An Evaluation of Methods for Handling Missing Data in Randomized Controlled Trials with Omitted Moderation Effects University of Rhode Island Gaurav Khanna spss In Progress
Improving habitat suitability models to understand how mesophotic coral reef distribution will respond to climate change University of Rhode Island -- Bay Campus Gaurav Khanna computational-fluid-dynamics, job-array, job-submission, oceanography In Progress
Statistical Analysis of criminal cases in the United States District Court of Puerto Rico Providence College Gaurav Khanna In Progress
Training Program to Study the Computation of Molecular Reaction Mechanisms using Gaussian on High Performance Computing (HPC) Systems Udi Zelzion In Progress
Mental Health and TikTok University of Rhode Island -- Harrington School Gaurav Khanna In Progress
Discovering the Structure, Function, and Evolution of Sirtuins and Associated Proteins in Aiptasia: A Deep Learning and Integrative Genomics Approach Wilmington University Anita Schwartz In Progress
Framework for Reduction of Ambiguity in Text Data from Generative AI Udi Zelzion ai, natural-language-processing, python In Progress
Training Program to Study Text Data Analytics on HPC Systems Udi Zelzion ai, natural-language-processing, python In Progress
Physical chemistry studies of environmental pollutant transformations: SIMION modeling of ion behavior in an electric field New Jersey Institute of Technology Galen Collier computational-chemistry, particle-physics, programming, scripting Halted
Delaware Microbiome Mapping and Database Development University of Delaware Christina Callahan Halted
High throughput Python pipeline to identify Horizontal Gene Transfer Cabrini University Vinayak Mathur bioinformatics, biology, data-wrangling, genomics, github, python, workflow Halted
Developing deep learning algorithms to analyze Raman spectral data for brain cancer diagnosis Southern CT State University Binlin Wu gpu, image-processing, machine-learning, neural-networks, python Halted
Metagenomic analysis to identify gene clusters associated with IgA production SUNY Upstate Medical University Joel Wilmore bioinformatics, biology, genomics, python, r, research-facilitation Finishing Up
Simulating 21st century boreal forests and fire with a state-of-the-art process-based model Cary Institute Winslow Hansen biology, cluster-support, dependencies, deployment, netcdf, performance-tuning, r Finishing Up
Searching for Signals of Cosmic Anisotropy Connecticut College Michael Seifert Finishing Up
Deep convolutional neural networks (dCNN) for image segmentation, instance labeling, and tracking. University of Delaware Anita Schwartz bash, bioinformatics, computational-chemistry, debugging, machine-learning, programming, python, scripting, slurm, software-installation, tensorflow Complete
An optimized search algorithm for gravitational waves from post-merger remnants University of Rhode Island Gaurav Khanna astrophysics, conda, cuda, gpu, parallelization, python Complete
High Performance Computing vs Quantum Computing for Neural Networks supporting Artificial Intelligence Pace University Avery Leider ai, big-data, deep-learning, github, hpc-cluster-architecture, hpc-operations, jupyterhub, machine-learning, natural-language-processing, proposal-development, python, quantum-mechanics, research-facilitation, research-grants, resources, scikit-learn, singularity, vectorization Complete
Model Mie scattering and light propagation through a high scattering medium using Monte Carlo simulation Southern Connecticut State University Binlin Wu matlab, monte-carlo, programming, scheduling Complete
Deep learning for biomedical image analysis Southern Connecticut State University Binlin Wu ai, big-data, deep-learning, gpu, machine-learning, matlab, python, tensorflow Complete
Optimization of Mouse Social Behavior Data Analyses Pipeline University of Delaware Anita Schwartz bash, batch-jobs, environment-modules, job-sizing, lustre, matlab, nfs, putty, scheduling, sge, slurm, ssh, unix-environment, x11 Complete
Electrostatics of the GABA(A) receptor pore Rutgers University–Camden Galen Collier bash, molecular-dynamics, namd, programming, programming-best-practices, scripting, slurm Complete
Parallel analysis of variants in multiple bear genomes: algorithmic solutions Rutgers University–Camden Galen Collier Data-Facing, bioinformatics Complete
Hybrid systems and LIFE methods for Mycobacterium tuberculosis Rutgers-Camden Sean McQuade matlab Complete
Analyzing NJ COVID-19 responses with Control theory, extending a study from earlier this year. Rutgers-Camden Sean McQuade matlab, programming, programming-best-practices Complete
Amsterdam Modeling Suite Software Usage on Penn State’s Roar Computer Clusters Penn State University - Altoona Campus Jeffrey J. Nucciarone batch-jobs, cluster-support, computational-chemistry, file-transfer, hpc-operations, job-sizing, management, pbs, permissions, provisioning, putty, quantum-mechanics, schedulers, scheduling, ssh, terminal-emulation-and-window-management Complete
Project WiCCED ML University of Delaware Anita Schwartz docker, hadoop, jupyterhub, kubernetes, machine-learning, programming-best-practices, python, r, software-installation, spark, tensorflow, tuning Complete
Host-symbiont population genomics - analyzing the intraspecific variability of methanogenic archaeal endosymbionts of genus Methanocorpusculum hosted by a marine anaerobic ciliate Metopus sp. (Metopida) University of Rhode Island -- Bay Campus Gaurav Khanna bioinformatics, biology, genomics Complete
Assembly and Taxonomic Profiling of Metagenomic Sequences using Deep Learning University of Rhode Island Gaurav Khanna ai, bioinformatics, biology, deep-learning, gpu, hardware, machine-learning, neural-networks, python Complete
Establish Computational Analysis Infrastructure for the CCRI 16-inch Telescope. Community College of Rhode Island Gaurav Khanna astrophysics, data-analysis, git, python, research-facilitation, scripting Complete
US Tax Code to Natural Language Parsable Data for Programming Languages University of Connecticut - Stamford Katherine Nelson natural-language-processing, python, sql Complete
Calculation of Polymer Hydrophobicity Penn State-New Kensington Rob Mathers cleanup, git, github, optimization, python Complete
Statistical Analysis of criminal cases in the United States District Court of Puerto Rico Salve Regina University Gaurav Khanna ai, data-analysis, machine-learning, python Complete
Understanding Covid-19 Pandemic through Social Media Discussion Bryant University Gaurav Khanna ai, data-analysis, natural-language-processing, programming, programming-best-practices, python Complete
Developing subject-specific models for the study of traumatic brain injury Robert Morris University Rika Carlsen finite-element-analysis, image-processing, matlab, programming, unix-environment, workflow Complete
Investigating the Association between Environmental Characteristics and Psychological Well-Being Kean University Galen Collier ai, api, data-analysis, gis, image-processing, machine-learning, programming, programming-best-practices, python Complete
Vector Representation with a Finance Corpus Rhode Island College Gaurav Khanna bash, batch-jobs, deep-learning, distributed-computing, machine-learning, programming, python, research-facilitation, ssh Complete
Coral Genomics: An assessment of metabolic pathways and genes influencing coral bleaching. Implications for the development of hydra as a model organism. Wilmington University Anita Schwartz genomics Complete
Deep-learning facilitated microscopy for the dissection of durable resistance to plant disease. University of Delaware Anita Schwartz deep-learning, python Complete
Predictive Simulation of Pulsed Electric Field Exposure Effects on Vegetable Tissues and Bacterial Suspensions Rowan University Galen Collier Complete
Detecting Covid-19 Misinformation on Social Media Bryant University Gaurav Khanna ai, bash, batch-jobs, big-data, biology, cuda Complete
Digital Infrastructure for "The North Woods Project" University of Rhode Island Gaurav Khanna Domain Tools, professional-development, research-facilitation Complete
Gravitational-wave Inference with Waveform Uncertainty University of Rhode Island -- Center for Computational Research Gaurav Khanna astrophysics, benchmarking, deep-learning, gravitational-waves, machine-learning Complete
Novel Transformer based methods for Automatic Classification and Quantification of Stromule Dynamics from Microscopy Images University of Delaware Anita Schwartz bioinformatics Complete
A Longitude Study of Global Warming Discussion on Social Media Bryant University Gaurav Khanna big-data, data-analysis, data-science Complete
Improving earthquake detection and localization with deep learning University of Rhode Island -- Bay Campus Gaurav Khanna oceanography Complete
Development of personalized healthy food incentives to improve diet and cardiovascular risk University of Rhode Island Gaurav Khanna biology Complete
Gender GAP in bankruptcy filings Carrie Brown
Consumer reaction to inflation news: simulation analysis of stress in response to the news language Carrie Brown
Bias and Fairness in Machine Learning: Mitigating Bias with unstructured data CR-Penn State Carrie Brown
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Resources

Title Category Tags Skill Level
Neurostars Website documentation, image-processing, data-sharing, psychology Beginner, Intermediate, Advanced
Paraview UArizona HPC links (advanced) Docs visualization Intermediate, Advanced
A guide to pip in Python Learning pip, software-installation Beginner, Intermediate

Engagements

GPU-accelerated Ice Sheet Flow Modeling
University of North Dakota

Sea levels are rising (3.7 mm/year and increasing!)! The primary contributor to rising sea levels is enhanced polar ice discharge due to climate change. However, their dynamic response to climate change remains a fundamental uncertainty in future projections. Computational cost limits the simulation time on which models can run to narrow the uncertainty in future sea level rise predictions. The project's overarching goal is to leverage GPU hardware capabilities to significantly alleviate the computational cost and narrow the uncertainty in future sea level rise predictions. Solving time-independent stress balance equations to predict ice velocity or flow is the most computationally expensive part of ice-sheet simulations in terms of computer memory and execution time. The PI developed a preliminary ice-sheet flow GPU implementation for real-world glaciers. This project aims to investigate the GPU implementation further, identify bottlenecks and implement changes to justify it in the price to performance metrics to a "standard" CPU implementation. In addition, develop a performance portable hardware (or architecture) agnostic implementation.

Status: Finishing Up

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