Latest news/updates
This mini-site is intended to provide information and collaborative resources for organizers and attendees of the SC24 Digital Twins workshop
"Digital twins are revolutionizing industry, transforming science, global policy, climate change and healthcare. This full day workshop first surveys digital twins in HPC environments then dives into a focused look at digital twins of HPC data centers. Evolving from basic 3D models to highly accurate replicas, digital twins serve as reliable data sources for decision-making, ranging from subatomic to cosmic scales. Applications in computational biomedicine, energy, and automation hint at future roles in quantum computing. The morning session seeks to foster a digital twins community in HPC, highlighting the potential to drive breakthroughs and inform critical policy decisions. Pivoting to HPC infrastructure, digital twins are transforming data centers, providing precise virtual models for enhanced efficiency. These models enable exploration of "what-if" analyses and complex behaviors across disciplines. The afternoon session addresses power and cooling efficiency, network behavior, and AR/VR applications, aiming to advance energy-efficient, sustainable computing solutions for next-generation infrastructures.
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"A digital twin is a set of virtual information constructs that mimics the structure, context, and behavior of a natural, engineered, or social system (or system-of-systems), is dynamically updated with data from its physical twin, has a predictive capability, and informs decisions that realize value. The bidirectional interaction between the virtual and the physical is central to the digital twin."
Workshop Format & Schedule
Please refer to this link for the official SC24 Workshop Agenda
Workshop and Session Chairs:
Andrea Townsend-Nicholson, Professor of Biochemistry & Molecular Biology at University College London
Bio: Andrea holds a chair in Biochemistry & Molecular Biology at University College London (UCL). She obtained a BSc degree in Molecular Genetics & Molecular Biology (University of Toronto, Canada; 1986) and a DSc degree in Cellular & Molecular Biology (Université Louis Pasteur, France; 1990), completed postdoctoral training at the Garvan Institute of Medical Research (Sydney Australia;1991-1995) and UCL (1995-1999), and held a British Heart Foundation Fellowship at UCL from 1999-2001. Her research focuses on understanding the molecular basis of cell surface receptor function in health and disease using a combination of experimental and computational methodologies. Andrea is particularly interested in facilitating the introduction of personalised medicine into clinical practice and in the development of computational methodologies that converge with experimental findings. She teaches medical and undergraduate bioscience students to use supercomputers as part of their taught university curriculum.
Peter Messmer - Director of Developer Technology - Digital Twins, HPC Viz, NVIDIA - co-chair
Bio: Peter is a senior manager in the HPC Developer Technology group at NVIDIA. He and his team work on tools and technologies to help clients use GPUs to accelerate their scientific discovery processes. Peter holds an MSc and PhD in physics from ETH Zurich, Switzerland, with a specialization in kinetic plasma physics and nonlinear optics.
Wes Brewer - Senior Researcher AI for Science & Digital Twins, Oak Ridge National Laboratory - co-chair
Bio: Wesley Brewer is a Senior Research Scientist in the Analytics & AI Methods at Scale (AAIMS) group at Oak Ridge National Laboratory. He holds a PhD in Computational Engineering from Mississippi State University and a MS in Ocean Engineering from MIT. Wesley's background is in computational fluid dynamics (CFD), he has considerable experience in modeling and simulation, as well as machine learning for science and engineering applications at scale on HPC. He has developed several CFD codes the U.S. Navy utilized in the design and analysis of advanced propulsion systems. Moreover, he’s developed a number of machine-learned models to support the U.S. Army’s helicopter program as well as the DoD in general, for which he won the 2019 DoD HPCMP Hero Award. Recently joining ORNL, Wes is leading an international initiative to develop ExaDigiT, an open-source framework for modeling liquid-cooled supercomputers, exemplified by its application on Frontier, an exascale supercomputer.
Barton Fiske - Senior Alliances Manager - HPC DevTools, HPC Viz - co-chair, org lead
Bio: As senior alliances and product manager for math libraries and devtools at NVIDIA, Barton has been fascinated by 3D graphics, visualization and computer gaming from a very early age and pursued his degree in Computer Science specifically to further these interests into a full blown profession. A graduate of the Rochester Institute of Technology, Barton has more than 30 years experience in a variety of prior roles, ranging from software engineer to systems engineer and demo architect to senior cloud architect and director of technical sales and evangelism. Barton is the co-author of two books on Java programming and has developed dozens of interactive 2D, 3D and VR demo experiences for a wide variety of industrial scenarios, from global product launches to end user applications. He is currently using Digital Twin technology in his own life to manage and maintain models of his seaside home in Newport, RI.
Elisabeth Mayer (LRZ) Digital Twins @ SC24 -l session co-chair
Bio: Elisabeth Mayer has been working at Centre for Virtual Reality and Visualisation (V2C) of the Leibniz Supercomputing Centre (LRZ) since 2017. Her research fields include Virtual Reality, rendering workflows and visualisation of big datasets. Her interests and expertise include 3D-modelling, game engines and VR. Additionally, she regularly participates in Game Jams and art projects.
Matthias Maiterth - Postdoctoral Research Associate, Oak Ridge National Laboratory - session co-chair
Bio: Dr. Matthias Maiterth is a postdoctoral research associate at Oak Ridge National Laboratory (ORNL), in the Analytics & AI Methods at Scale (AAIMS) Group of Feiyi Wang. Matthias obtained his Bachelor's, Master's, and Doctoral degrees from the Ludwig-Maximilians-Universität München, Germany. His prior work experiences include TUM, LMU, Intel, LLNL, and Siemens. Matthias' research focus is Energy and Power Efficiency for High Performance Computing systems. His current project focus is on developing data-center digital twins, telemetry collection in user space and studies on energy efficiency of GPUs.
This web page provides a list of existing HPC Digital Twins resources conference and workshops unrelated to SC24
SC23 Digital Twins: Practices and Principles for High Performance Computing (1/2 day workshop)
SC22 Digital Twins BoF
BoF Attendees opt-in contact/affiliation list
Questions/Topics below carried forward from George Biro’s slides from SC22 DT BoF:
HPC Challenges / Opportunities
Algorithms
Extremely heterogeneous, distributed computing (leadership computing to edge computing)
Hierarchical model management
Real time performance, streaming / incomplete / stochastic data
Federated, asynchronous, discrete events
Encrypted data
Software
Programming APIs for such complex workflows
I/O, assimilation, uncertainty quantification, optimization, experimental design, physical model learning
Integration of simulation, AI/ML, sensor, data processing / data mining
Systems
Resource allocation, runtimes, monitoring, control,
Interactive steering, interoperability with diverse systems, legacy systems, databases
Data movement: fault tolerant, heterogeneous / wireless network stacks
On demand computing
Hardware
Embedded, FPGAs, ASICs, networks, sensors....
Detailed notes/obs
Around 90 participants, large fraction stayed for the entire session
Had three speakers and lots of discussion.
Ultimate outcome was that we want to organize a workshop both at ISC and SC
Unfortunately, the discussion did not yield a lot of material immediately relevant to the NASEM report
Positioned OV as a platform for building/operating digital twins
Issues identified: Terminology, expectation management, focus. Workshop will need to address them.
Outcome:
Submit workshop proposals for both ISC and SC
Need to have a focused call for papers, to avoid getting too diverse contributions
Probably two “tracks” for twins: Technology for building twins, and application of twins
Need a strong review committee to identify quality papers to avoid hyping the topic
Various folks expressed interest in helping to organize such a workshop, they will reach out.
Detailed summary notes:
Clarified the goal of this BOF: determine if we want a workshop.
Passed a clipboard to collect email addresses of interested folks.
Kicked off with Nils’ slide highlighting the confusion about the term Digital Twin
Made distinction between a digital shadow (replication of the world in digital space) and digital twin
Started a discussion about terminology (and that we don’t want to address it in this BOF)
Raised question what twins people were working on
Devin Bailey (?) from U Arizona on twin of the Amazon/rainforest
Andrea Townsend-Nicholson (Univ College London) builds a digital twin of humans. Distributed a survey on acceptance of digital twins in medicine (below). Seems to be collaborating with @Mark Rothwell already. Is organizing a BOF at ISC, interested in collaboration on a workshop.
George Biros gave a quick presentation of their activities and a collection of nice questions for discussion (link here).
Very well received.
Somebody brought up that the key question to answer when building digitals twins are: “Of what? For what?”
Moved to the discussion about a workshop at SC23 or ISC
General agreement that a workshop is necessary
Nicolas Erdody (nicolas.erdody@openparallel.com) is working on a platform for Digital Twins.
Discussion about how to avoid confusion, danger of hype. Consensus that a workshop committee would need to be careful in selecting contributions, check for substance and scientific rigor
Distinction of infrastructure/building of digital twins, and use of digital twins.
@Barton Fiske volunteered to help organize the workshop
Need for a standard for interoperation of digital twins was brought up.
Bill Tang presented his vision of twins for fusion (verbal only).
Need for collaboration
Timely opportunity as ITER moves forward, other centers are building complex fusion devices.
Voiced strong support for workshop both at ISC and SC
Rob Akers voiced his concern about too wide a topic for a single workshop, needs to be focused
Technology, math, comp sci aspects,..
Additional discussions before/after:
Penelope Clayton-Smith from Quantum Recruitment Corp (penelope@quantumrecruitment.com)
Brian Golembiewski (Intel): brian.p.golembiewki@intel.com
Arya Basu (abasu@ualr.edu) of UA LittleRock is curious about driving cave from HPC system.