Satchit Ramnath

Assistant Professor

Office: 210 Fluor Daniel Building
Phone: (864) 656-6248
Email: sramnat@clemson.edu

Education

Ph.D., The Ohio State University, 2022
M.S., Arizona State University, 2016
B.S., JNTU, Hyderabad (India) 2011

Research Interests

Computer-aided engineering, structural/design optimization, Knowledge-based Systems in product design, and (applied) ML in product design.

Selected Publications

• Adrian, A, Ramnath, S, Sunkara, SC, Korkolis, Y, Davidson, JK, & Shah, JJ. "Curating Datasets of Flexible Assemblies to Predict Spring-Back Behavior for Machine Learning Purposes." Proceedings of the ASME 2022 17th International Manufacturing Science and Engineering Conference. Volume 2: Manufacturing Processes; Manufacturing Systems. West Lafayette, Indiana, USA. June 27–July 1, 2022. V002T06A025. ASME. https://doi.org/10.1115/MSEC2022-85718
• Ramnath, Satchit et al. (2022). OSU-Honda automobile hood dataset (CarHoods10k) [Dataset]. Dryad. https://doi.org/10.5061/dryad.2fqz612pt
• P. Wollstadt, M. Bujny, S. Ramnath, J. J. Shah, D. Detwiler and S. Menzel, "CarHoods10k: An Industry-Grade Data Set for Representation Learning and Design Optimization in Engineering Applications," in IEEE Transactions on Evolutionary Computation, vol. 26, no. 6, pp. 1221-1235, Dec. 2022, doi: 10.1109/TEVC.2022.3147013.
• Ramnath, S, Haghighi, P, Ma, J, Shah, JJ, & Detwiler, D. "Design Science Meets Data Science: Curating Large Design Datasets for Engineered Artifacts." Proceedings of the ASME 2020 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference. Volume 9: 40th Computers and Information in Engineering Conference (CIE). Virtual, Online. August 17–19, 2020. V009T09A043. ASME. https://doi.org/10.1115/DETC2020-22377
• Satchit Ramnath, Payam Haghighi, Adarsh Venkiteswaran & Jami J. Shah (2020) Interoperability of CAD geometry and product manufacturing information for computer integrated manufacturing, International Journal of Computer Integrated Manufacturing, 33:2, 116-132, DOI: 10.1080/0951192X.2020.1718760
• Ramnath, S, Haghighi, P, Kim, JH, Detwiler, D, Berry, M, Shah, JJ, Aulig, N, Wollstadt, P, & Menzel, S. "Automatically Generating 60,000 CAD Variants for Big Data Applications." Proceedings of the ASME 2019 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference. Volume 1: 39th Computers and Information in Engineering Conference. Anaheim, California, USA. August 18–21, 2019. V001T02A006. ASME. https://doi.org/10.1115/DETC2019-97378