Lin Guo's research includes machine learning-based optimization, data-driven methods for manufacturing/design/healthcare, knowledge-based systems, and engineering education.
Selected Publications:
Guo, L., Allen, J. K., & Mistree, F. 2024 Optimize or satisfice in engineering design?. Research in Engineering Design, 1-29.
Guo, L., & Chen, S. 2024 Satisficing strategy in engineering design. Journal of Mechanical Design, 146(5).
Wang, R., Guo, L., Huang, Y., & Yan, Y. 2024.Decision-guidance method for knowledge discovery and reuse in multi-goal engineering design problems. Advanced Engineering Informatics, 61, 102502.
Guo, L., Nellippallil, A. B., Smith, W. F., Allen, J. K., & Mistree, F. 2024 An Adaptive Linear Programming Algorithm with Parameter Learning. Algorithms, 17(2), 88.
Guo, L., Milisavljevic-Syed, J., Wang, R., Huang, Y., Allen, J. K., & Mistree, F. 2023 Managing multi-goal design problems using adaptive leveling- weighting-clustering algorithm. Research in Engineering Design, 34(1), 39-60.
Academic Appointments:
South Dakota School of Mines & Tech. Assistant Professor 2021-present ****
Other Employments:
Production Planning Engineer, LEGO Group, 2016
Purchasing Engineer/Supply Chain Engineer, Schneider Electric, 2011-2015
Risk analyst, China Construction Bank, 2007-2008.
Dr. Guo is dedicated to cultivating lifelong learners, crucial in today's dynamic landscape. By nurturing self-reflection, students develop critical thinking and autonomy. She strikes a balance between practical skills and theoretical knowledge, preparing students for real-industry demands. Central to her approach is prioritizing student success and fostering a supportive learning environment.