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Journal Articles

Finding Social Networks Among Online Reviewers for Customer Segmentation

Seyoung Park, Harrison M. Kim
Journal: Journal of Mechanical Design
Article Type: Research Papers
J. Mech. Des. December 2022, 144(12): 121703.
Paper No: MD-22-1222
DOI: https://doi.org/10.1115/1.4055624
Published Online: October 10, 2022
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Topics: Image segmentation, Design, Construction
Journal Articles

Phrase Embedding and Clustering for Sub-Feature Extraction From Online Data

Seyoung Park, Harrison M. Kim
Journal: Journal of Mechanical Design
Article Type: Technical Briefs
J. Mech. Des. May 2022, 144(5): 054501.
Paper No: MD-21-1257
DOI: https://doi.org/10.1115/1.4052904
Published Online: December 6, 2021
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Topics: Batteries, Design, Feature extraction, Fingerprints, Noise (Sound), Preferences, Product design, Security, Storage, Natural language processing
Proceedings Papers

Optimal Modular Remanufactured Product Configuration and Harvesting Planning for End-of-Life Products

Jinju Kim, Seyoung Park, Harrison M. Kim
Proc. ASME. IDETC-CIE2021, Volume 5: 26th Design for Manufacturing and the Life Cycle Conference (DFMLC), V005T05A021, August 17–19, 2021
Paper No: DETC2021-69964
DOI: https://doi.org/10.1115/DETC2021-69964
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Topics: Design, Manufacturing, Product design
Proceedings Papers

Data-Driven Customer Segmentation Based On Online Review Analysis and Customer Network Construction

Seyoung Park, Harrison M. Kim
Proc. ASME. IDETC-CIE2021, Volume 3A: 47th Design Automation Conference (DAC), V03AT03A015, August 17–19, 2021
Paper No: DETC2021-70036
DOI: https://doi.org/10.1115/DETC2021-70036
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Topics: Construction, Image segmentation, Preferences, Design, Product design
Proceedings Papers

Investigate the Influence of Online Ratings and Reviews in Purchase Behavior Using Customer Choice Sets

Kangcheng Lin, Harrison M. Kim
Proc. ASME. IDETC-CIE2021, Volume 3A: 47th Design Automation Conference (DAC), V03AT03A017, August 17–19, 2021
Paper No: DETC2021-70806
DOI: https://doi.org/10.1115/DETC2021-70806
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Topics: Feedback, Laptop computers, Preferences, Probability, Product design
Journal Articles

Optimal Modular Remanufactured Product Configuration and Harvesting Planning for End-of-Life Products

Jinju Kim, Seyoung Park, Harrison M. Kim
Journal: Journal of Mechanical Design
Article Type: Research Papers
J. Mech. Des. April 2022, 144(4): 042001.
Paper No: MD-21-1352
DOI: https://doi.org/10.1115/1.4052389
Published Online: November 9, 2021
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Topics: Design, Product design, Manufacturing, Optimization
Journal Articles

Analysis of Dynamic Changes in Customer Sentiment on Product Features After the Outbreak of COVID-19 Based on Online Reviews

Jinju Kim, Seyoung Park, Harrison M. Kim
Journal: Journal of Mechanical Design
Article Type: Technical Briefs
J. Mech. Des. February 2022, 144(2): 024501.
Paper No: MD-21-1175
DOI: https://doi.org/10.1115/1.4052789
Published Online: November 9, 2021
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Topics: Batteries, Data collection, Design, Feature extraction, Preferences, Profitability, Product design
Journal Articles

Designing an Optimal Modular-Based Product Family Under Intellectual Property and Sustainability Considerations

Jinju Kim, Michael Saidani, Harrison M. Kim
Journal: Journal of Mechanical Design
Article Type: Research Papers
J. Mech. Des. November 2021, 143(11): 112002.
Paper No: MD-20-1439
DOI: https://doi.org/10.1115/1.4050747
Published Online: May 24, 2021
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Topics: Design, Security, Sustainability, Product architecture
Journal Articles

Approach for Importance–Performance Analysis of Product Attributes From Online Reviews

Junegak Joung, Harrison M. Kim
Journal: Journal of Mechanical Design
Article Type: Research Papers
J. Mech. Des. August 2021, 143(8): 081705.
Paper No: MD-20-1538
DOI: https://doi.org/10.1115/1.4049865
Published Online: February 11, 2021
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Topics: Artificial neural networks, Product design, Design
Journal Articles

Automated Keyword Filtering in Latent Dirichlet Allocation for Identifying Product Attributes From Online Reviews

Junegak Joung, Harrison M. Kim
Journal: Journal of Mechanical Design
Article Type: Technical Briefs
J. Mech. Des. August 2021, 143(8): 084501.
Paper No: MD-20-1445
DOI: https://doi.org/10.1115/1.4048960
Published Online: February 9, 2021
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Topics: Filtration, Noise (Sound)
Proceedings Papers

Importance-Performance Analysis of Product Attributes Using Explainable Deep Neural Network From Online Reviews

Junegak Joung, Harrison M. Kim
Proc. ASME. IDETC-CIE2020, Volume 11A: 46th Design Automation Conference (DAC), V11AT11A015, August 17–19, 2020
Paper No: DETC2020-22382
DOI: https://doi.org/10.1115/DETC2020-22382
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Topics: Artificial neural networks, Product design
Proceedings Papers

Improving the Accuracy and Diversity of Feature Extraction From Online Reviews Using Keyword Embedding and Two Clustering Methods

Seyoung Park, Harrison M. Kim
Proc. ASME. IDETC-CIE2020, Volume 11A: 46th Design Automation Conference (DAC), V11AT11A020, August 17–19, 2020
Paper No: DETC2020-22642
DOI: https://doi.org/10.1115/DETC2020-22642
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Topics: Feature extraction, Filters, Noise (Sound), Preferences, Product design, Product development
Proceedings Papers

Optimal Product Family Architecture Design and Commonality Decision for Sustainability and Intellectual Property Protection

Jinju Kim, Michael Saidani, Harrison M. Kim
Proc. ASME. IDETC-CIE2020, Volume 11B: 46th Design Automation Conference (DAC), V11BT11A034, August 17–19, 2020
Paper No: DETC2020-22488
DOI: https://doi.org/10.1115/DETC2020-22488
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Topics: Design, Intellectual property, Sustainability, Cost benefit analysis, Product design, Recycling, Security, Tradeoffs
Journal Articles

Impact of Generational Commonality of Short Life Cycle Products in Manufacturing and Remanufacturing Processes

Jinju Kim, Harrison M. Kim
Journal: Journal of Mechanical Design
Article Type: Research Papers
J. Mech. Des. December 2020, 142(12): 122001.
Paper No: MD-19-1712
DOI: https://doi.org/10.1115/1.4047092
Published Online: July 24, 2020
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Topics: Cycles, Manufacturing, Design
Journal Articles

A Data-Driven Approach to Product Usage Context Identification From Online Customer Reviews

Dedy Suryadi, Harrison M. Kim
Journal: Journal of Mechanical Design
Article Type: Research Papers
J. Mech. Des. December 2019, 141(12): 121104.
Paper No: MD-19-1173
DOI: https://doi.org/10.1115/1.4044523
Published Online: October 30, 2019
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Topics: Laptop computers, Product design
Journal Articles

A Data-Driven Methodology to Construct Customer Choice Sets Using Online Data and Customer Reviews

Dedy Suryadi, Harrison M. Kim
Journal: Journal of Mechanical Design
Article Type: Research Papers
J. Mech. Des. November 2019, 141(11): 111103.
Paper No: MD-18-1788
DOI: https://doi.org/10.1115/1.4044198
Published Online: September 25, 2019
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Topics: Laptop computers, Performance evaluation, Probability, Preferences, Natural language processing, Engineering design, Disks
Journal Articles

A Mixed Integer Linear Programing Formulation for Unrestricted Wind Farm Layout Optimization

Ning Quan, Harrison M. Kim
Journal: Journal of Mechanical Design
Article Type: Research-Article
J. Mech. Des. June 2016, 138(6): 061404.
Paper No: MD-15-1687
DOI: https://doi.org/10.1115/1.4033239
Published Online: April 20, 2016
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Topics: Turbines, Wakes, Wind, Wind farms, Optimization
Journal Articles

Predictive Model Selection for Forecasting Product Returns

Jungmok Ma, Harrison M. Kim
Journal: Journal of Mechanical Design
Article Type: Technical Briefs
J. Mech. Des. May 2016, 138(5): 054501.
Paper No: MD-15-1664
DOI: https://doi.org/10.1115/1.4033086
Published Online: April 6, 2016
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Topics: Algorithms, Sales, Selection algorithm, Modeling, Errors, Design
Proceedings Papers

Predictive Modeling of Product Returns for Remanufacturing

Jungmok Ma, Harrison M. Kim
Proc. ASME. IDETC-CIE2015, Volume 2A: 41st Design Automation Conference, V02AT03A010, August 2–5, 2015
Paper No: DETC2015-46875
DOI: https://doi.org/10.1115/DETC2015-46875
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Topics: Algorithms, Modeling, Product design, Sales, Selection algorithm, Uncertainty
Proceedings Papers

Predictive Usage Mining for Sustainability of Complex Systems Design

Jungmok Ma, Harrison M. Kim
Proc. ASME. IDETC-CIE2014, Volume 4: 19th Design for Manufacturing and the Life Cycle Conference; 8th International Conference on Micro- and Nanosystems, V004T06A054, August 17–20, 2014
Paper No: DETC2014-34755
DOI: https://doi.org/10.1115/DETC2014-34755
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Topics: Complex systems, Design, Mining, Sustainability, Algorithms, Time series, Image segmentation, Agricultural machinery, Life cycle assessment, Sensors