† Co-first author * Corresponding author
† Co-first author * Corresponding author
WORKING MANUSCRIPTS
Jiang, Y.†, Park, S.†, Saidani, M., and Kim, H.* Data-Driven Green Profit Design: Sustainable Remanufacturing Based on Customer Segmentation. In Preparation.
JOURNAL PUBLICATIONS
14. Jiang, Y.†, Park, S.†, Lu, Z., Bayless, J., and Kim, H.* (In Press). Designing resilient remanufacturing strategies: A probabilistic framework for uncertainty-aware decision making. Journal of Cleaner Production. [SCIE]
13. Jiang, Y.†, Park, S.†, and Kim, H.* (2026). A dual-stage framework for automated review labeling: Integrating keyword detection and large language models for sub-feature analysis. Transactions of ASME: Journal of Mechanical Design, 148(5). [SCIE] Link
12. Park, S., Joung, J.*, and Kim, H.* (2026). Large language model-based online review classification for subfeature-level customer opinion analysis. Transactions of ASME: Journal of Mechanical Design, 148(4). [SCIE] Link
11. Park, S. and Kim, H.* (2026). Data-driven analysis of usage-feature interactions for new product design. Expert Systems with Applications, 296, Part A. [SCIE] Link
10. Park, S.†, Jiang, Y.†, and Kim, H.* (2025). Importance-induced customer segmentation using explainable machine learning. Transactions of ASME: Journal of Mechanical Design, 147(4). [SCIE] Link
09. Park, S.†, Lin, K.†, Joung, J., and Kim, H.* (2025). An automated data-driven approach for product design strategies to respond to market disruption following COVID-19. Transactions of ASME: Journal of Mechanical Design, 147(3). [SCIE] Link
08. Park, S. and Kim, H.* (2024). Extracting product design guidance from online reviews: An explainable neural network-based approach. Expert Systems with Applications, 236. [SCIE] Link
07. Park, K., Park, S., and Joung, J.* (2023). Contextual meaning-based approach to fine-grained online product review analysis for product design. IEEE Access. [SCIE] Link
06. Park, S. and Kim, H.* (2023). Analysis of brand effects in data-driven design based on online reviews. Transactions of ASME: Journal of Mechanical Design, 145(12). [SCIE] Link
05. Park, S., Joung, J., and Kim, H.* (2023). Spec guidance for engineering design based on data mining and neural networks. Computers in Industry, 144. [SCIE] Link
04. Park, S. and Kim, H.* (2022). Finding social networks among online reviewers for customer segmentation. Transactions of ASME: Journal of Mechanical Design, 144(12). [SCIE] Link
03. Park, S. and Kim, H.* (2022). Phrase embedding and clustering for sub-feature extraction from online data. Transactions of ASME: Journal of Mechanical Design, 144(5). [SCIE] Link
02. Kim, J., Park, S., and Kim, H.* (2022). Optimal modular remanufactured product configuration and harvesting planning for end-of-life products. Transactions of ASME: Journal of Mechanical Design, 144(4). [SCIE] Link
01. Kim, J., Park, S., and Kim, H.* (2022). Analysis of dynamic changes in customer sentiment on product features after the outbreak of covid-19 based on online reviews. Transactions of ASME: Journal of Mechanical Design, 144(2). [SCIE] Link
CONFERENCE PAPERS
09. Park, S.†, Lin, K.†, and Kim, H.* Pi-GenAI: Personality-incorporated generative AI for design concept evaluation. IDETC-CIE. 8/17-20, 2025. Anaheim, CA, USA.
08. Jiang, Y.†, Park, S.†, and Kim, H.* Data-driven green profit design: sustainable remanufacturing based on customer segmentation. IDETC-CIE. 8/17-20, 2025. Anaheim, CA, USA.
07. Park, S.†, Jiang, Y.†, and Kim, H.* Automated sub-feature labeling using prompt-based pretrained language model. IDETC-CIE. 8/25-28, 2024. Washington, D.C., USA.
06. Park, S., and Kim, H.* Investigating the effect of a brand factor in product design based on a data-driven approach using online reviews. IDETC-CIE. 8/20-23, 2023. Boston, MA, USA.
05. Park, S.†, Lin, K.†, Joung, J., Kim, H.* Investigation of customer preference changes following COVID-19 market disruption using online review. 24th ICED. 7/24-28, 2023. Bordeaux, France.
04. Park, S., and Kim, H.* Data-driven customer segmentation based on online review analysis and customer network construction. IDETC-CIE. 8/17-19, 2021. Virtual.
03. Kim, J., Park, S., and Kim, H.* Optimal modular remanufactured product configuration and harvesting planning for end-of-life products. IDETC-CIE. 8/17-19, 2021. Virtual.
02. Kim, J., Park, S., and Kim, H.* Analysis of customer sentiment on product features after the outbreak of coronavirus disease (COVID-19) based on online reviews. 23rd ICED. 8/16-20, 2021. Virtual.
01. Park, S., and Kim, H.* Improving the accuracy and diversity of feature extraction from online reviews using keyword embedding and two clustering methods. IDETC-CIE. 8/17-19, 2020. Virtual.