Projects
We are working on several exciting projects with the goal of boost the productivity of large-scale computer clusters. Broadly speaking, our research themes can be classified into four categories: (1) Resource Management and Scheduling, (2) Energy Efficiency, (3) AI4Science, and (4) Digital Twins (ModSim and Visualization).
Funded projects Heading link
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Tachyon: Intelligent Multi-Scale Modeling of Distributed Resilient Infrastructure and Workflows for Data Intensive HEP Analyses
A collaborative project funded by DOE (PIs: C. Carothers, Z. Lan, K. Ma, A. Norman, and R. Ross in alphabetic order).
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MINT: Multi-resource INtelligenT management of hybrid workloads
A research project funded by NSF (PI: Z. Lan).
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AI4LCF: Adaptive Resource Management and Scheduling for Leadership Computing Facility
A research project funded by DOE/ANL (PI: Z. Lan in partnership with the scheduling team at ANL led by M. Papka)
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Kronos: Enabling Long Timescale PDES Simulations via Multi-Resolution Methods
A collaborative project funded by DOE (PIs: K. Brown, Z. Lan, and C. Carothers).
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HQ Visualization
A research project funded by Argonne Lab (PI: M. Papka).
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Chicagoland Computational Traineeship in High Energy Particle Physics (C2theP2)
An educational program funded by DOE (co PIs: M. Papka and Z. Lan).
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FOUNT: Scaffolded, Hands-On Learning for a Data-Centric Future
A CyberTraining project funded by NSF (site PI: M. Papka).
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Human-Robot Interactions and Modeling
A research project on digital twins funded by DOE (site PI: M. Papka).
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PPoSS Planning: SEEr: Scalable, Energy-Efficient HPC environment for AI-enabled science
A collaborative project funded by NSF (PIs: Z. Lan (lead), V. Taylor , and M. Papka).
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Cobalt: A High Performance, Multi-Dimensional Batch Scheduler for Pre-exascale and Beyond Systems
A research project funded by DOE/ANL (PI: Z. Lan).
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IRON: Reducing Workload Interference on Massively Parallel Platforms
A research project funded by NSF (PI: Z. Lan).
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Collaborative Research:Experimental-based Research Application Execution Time, Power, Resilience
A collaborative research project funded by NSF (PIs: V. Taylor (lead), Z. Lan).
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SPEaR: Toward Smart HPC through Active Learning and Intelligent Scheduling
A research project funded by NSF (PI: Z. Lan).
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Parallel Programming Patterns for Financial Engineering (completed)
A research project funded by Intel (M. Dixon & Z. Lan).
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COTA: A Cooperative Framework for Topology Awareness on Large-scale Systems (completed)
A research project funded NSF (PI: Z. Lan).
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Nvidia Teaching Center Program at Illinois Institute of Technology (completed)
A project funded by Nvidia (Z. Lan & I. Raicu).
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HPC Analytics for Extreme Scale Computing (completed)
A research project funded by DOE/ANL (PI: Z. Lan).
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Intelligent Storage Resource Services for the RAINS Project (completed)
A research project funded by DOE/ANL (PI: Z. Lan).
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Online System Monitoring, Diagnosing, and Predicting on Large-scale Systems (completed)
A research project funded by DOE/Sandia (PI: Z. Lan).
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PetaART: Toward Petascale Cosmological Simulations using the Adaptive Refinement Tree (ART) Code (completed)
A collaborative research project funded by NSF (PIs: A. Kravtsov, N. Gnedin, and Z. Lan).
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RAPS: Recovery Aware Parallel computing Systems (completed)
A research project funded by NSF (PI: Z. Lan).
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FENCE: Fault awareness ENabled Computing Environment (completed)
A research project funded by NSF (PI: Z. Lan).
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Exploring Large-scale Adaptive Applications on Distributed Terascale Facilities (completed)
A research project funded by NSF NPACI (PI: Z. Lan).
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Network Performance Predicting and Scheduling for Grid Computing (completed)
A project funded by IXUPP (PI: Z. Lan).