1st nanoMFG Node Workshop on Data-Science ENabled Advances in Nanomanufacturing (DSEAN)

By Kimani C Toussaint1, ST H Tawfick1, Chenhui Shao1, Narayan Aluru1, Placid M. Ferreira1, Elif Ertekin1, Taylor, Hayden2, Jay R Roloff3

1. Mechanical Science and Engineering, University of Illinois at Urbana-Champaign, Urbana, IL 2. Mechanical Engineering, University of California at Berkeley, Berkeley, CA 3. University of Illinois at Urbana-Champaign

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Abstract

 

NSF nanomanufacturing (nanoMFG) node group photo

 

The NSF nanomanufacturing (nanoMFG) node, hosted at the University of Illinois at Urbana-Champaign, presents its 1st workshop exploring the potential opportunities for an emerging area at the intersection of data science and nanomanufacturing. This workshop brought together experts in nanomanufacturing, data science, and cyberinfrastructure. The workshop will center on the opportunities to leverage the following 3 themes in nanomanufacturing:

  1. Data opportunities and challenges in nanomanufacturing processes, characterization, and metrology
  2. Data infrastructure: real-time collection, storage, and sharing
  3. Data-enabled modeling, large-scale computing, and machine intelligence

Topics that were discussed include the following:

  • Data infrastructure for nanomanufacturing
  • Unique aspects of data-driven nanomanufacturing [real-time, large combinatorial domain, multiprocess integration, large span of potential applications (multi time and spatial scales)]
  • Using nanomanufacturing process data to improve the process
  • Leverage data to increase productivity and yield
  • Using machine intelligence to tackle process optimization
  • Structuring, formatting and archiving process data 
  • Tension between data ownership and sharing
  • Data-enabled modeling and large-scale computing of nanomanufacturing processes
  • Storing nanomanufacturing, metrology and characterization data

An outcome of this workshop will be a forthcoming position paper on data-driven nanomanufacturing.

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Cite this work

Researchers should cite this work as follows:

  • Kimani C Toussaint, ST H Tawfick, Chenhui Shao, Narayan Aluru, Placid M. Ferreira, Elif Ertekin, Taylor, Hayden, Jay R Roloff (2019), "1st nanoMFG Node Workshop on Data-Science ENabled Advances in Nanomanufacturing (DSEAN)," https://nanohub.org/resources/30180.

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Time

Location

NCSA Room 1040, University of Illinois at Urbana-Champaign, Urbana, IL

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In This Workshop

  1. Introduction to the NSF Nanomanufacturing Node

    20 Mar 2019 | Online Presentations | Contributor(s): Kimani C Toussaint

  2. Summary of Day 1 Activities and Overview of Day 2

    22 Apr 2019 | Online Presentations | Contributor(s): Kimani C Toussaint

  3. NSF's Advanced Manufacturing Program and Research in Nanomanufacturing

    02 Apr 2019 | Online Presentations | Contributor(s): Khershed P. Cooper

  4. Manufacturing at the Nanoscale: Challenges and Opportunities

    28 Mar 2019 | Online Presentations | Contributor(s): Placid M. Ferreira, Jay R Roloff

  5. Engineering-Driven Data Analytics for in-situ Process Monitoring of Nanomanufacturing

    28 Mar 2019 | Online Presentations | Contributor(s): Jianjun Shi

  6. Role of Computing and In situ Measurements in Scalable Manufacturing of Nanoscale Materials and Interfaces

    22 Apr 2019 | Online Presentations | Contributor(s): Santanu Chaudhuri

  7. Nanomanufacturing with 2D Materials Informed by Machine Learning

    22 Apr 2019 | Online Presentations | Contributor(s): Joel Ager

  8. Midwest Big Data Hub: Partnerships and Projects to Advance the Data Ecosystem

    18 Apr 2019 | Online Presentations | Contributor(s): Melissa Cragin

  9. Mechanically-Driven Nano-Manufacturing of Atomically-Thin Origami and Kirigami Structures

    22 Apr 2019 | Online Presentations | Contributor(s): Sungwoo Nam

  10. Infrastructure for Data-Driven Discovery: Materials Data Facility and DLHub

    15 Apr 2019 | Online Presentations | Contributor(s): Ian Foster

  11. Real-Time Micro-service Operating Infrastructure for Scientific Workflows

    15 May 2019 | Online Presentations | Contributor(s): Klara Nahrstedt

  12. Gr-ResQ: Graphene Processing and Analysis Data

    15 May 2019 | Online Presentations | Contributor(s): ST H Tawfick