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Call for Papers: CFDML2021: Second International Workshop on the Application of Machine Learning Techniques to Computational Fluid Dynamics and Solid Mechanics Simulations and Analysis

Event Type
Conference/Workshop
Sponsor
NCSA Deep Learning Major Research Instrument Project
Date
Mar 30, 2021   5:00 pm  
Registration
Paper submission
Views
5
Originating Calendar
NCSA-related events

This workshop will stimulate this research by providing a venue to exchange new ideas and discuss challenges and opportunities as well as expose this newly emerging field to a broader research community. We aim to bring together researchers and industrial practitioners working on any aspects of applying ML to the CFD and related domains in order to provide a venue for discussion, knowledge transfer, and collaboration among the research community.

We are soliciting papers on all aspects of CFD where ML plays a significant role or enables the solution of complex problems in CFD and related fields. Topics of interest include, but are not limited to: physics-based modeling with the main focus on fluid physics, such as reduced modeling for dimensionality reduction and the Reynolds-averaged Navier-Stokes (RANS) turbulence modeling; shape and topology optimization in solids; prediction of aeroacoustics; uncertainty quantification and reliability analysis; reinforcement learning for the design of active/passive flow control, and any ML approach that enables or enhances any of the above techniques.

The workshop will consist of 20-minute talks and will conclude with a panel session, where experts working in the field will discuss the most pressing challenges and attempt to identify the most promising directions to continue developing in the near future. Accepted papers will be published in a Springer LNCS proceedings volume that will accompany the ISC proceedings volume.

C3DTI will host a series of online information sessions to provide an overview of the call for proposals and discuss the computing resources available to research award recipients as well as office hours with technical staff. Below are the dates and times for each information session and details about office hours.

Computing Resources Information Sessions (Online)

  • Tuesday, February 23, 2:00–3:00 p.m. PT / 5:00–6:00 p.m. ET
    Zoom webinar: https://berkeley.zoom.us/j/95880959454
    This online information session will take a deeper dive into the capabilities of the C3 AI Suite.
  • Tuesday, March 2, 10:00–11:00 a.m. PT / 1:00–2:00 p.m. ET
    Zoom webinar: https://berkeley.zoom.us/j/99845556376
    This online information session will discuss Ex Machina, a C3 AI tool that enables anyone to develop, scale, and apply AI insights without writing code.

Weekly Office Hours (Online)

Additionally, the C3DTI Development Operations and C3 AI technical support teams will be available every Tuesday from 2:00–3:00 p.m. PT / 5:00–6:00 p.m. ET between March 2 and March 23.
Zoom meeting: https://illinois.zoom.com/j/87825348092?pwd=c1k1VWkxRXRQQTRuWllxUnN0Q256Zz09

Questions about general eligibility, proposal preparation, or research awards should be directed to the C3DTI by e-mail at proposals@c3dti.ai.

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