Directory

Harrison Kim's directory photo.

Harrison Kim

Professor

Primary Affiliation

Intelligence, Learning, and Plasticity

Affiliations

Status Part-time Faculty

Home Department of Industrial and Enterprise Systems Engineering

Phone 265-9437

Email hmkim@illinois.edu

Address 2005 Beckman Institute, 405 North Mathews Avenue

  • Biography

    Harrison Kim is a professor in the Department of Industrial and Enterprise Systems Engineering. He is an award-winning educator, researcher, and designer in engineering design, analytics, and systems optimization. He is the director of the Enterprise Systems Optimization Laboratory. He is also affiliated with the Computational Science and Engineering Program and the Beckman Institute at the University of Illinois.

    He joined the University of Illinois in 2005 after postdoctoral training under Prof. Wei Chen at Northwestern University and has been leading the enterprise systems optimization lab. Prior to joining Illinois, he held positions in research and consulting -- the US Army Automotive Research Center, Northwestern University, and a business-IT consulting company.

    Kim’s research focuses on a variety of areas of complex systems design and large-scale optimization utilizing mathematical programming, simulation, knowledge discovery and analytics.

    Education

    • B.S., mechanical engineering, Korea Advanced Institute of Science and Technology (KAIST), 1995
    • M.S., mechanical engineering, Korea Advanced Institute of Science and Technology (KAIST), 1997
    • Ph.D., mechanical engineering, University of Michigan, 2001 
    • Postdoctoral Research Associate, Northwestern University, 2003-2004
  • Honors
    • 2021: Reviewers’ Choice Award, International Conference on Engineering Design (ICED) – Top 10% among papers accepted.
    • 2020: List of Teachers Ranked Excellent (Spring)
    • 2019: ASME Kos Ishii - Toshiba Award
    • 2019: Reviewers’ Choice Award, International Conference on Engineering Design (ICED) – Top 10% among more than 400 papers accepted.
    • 2019: List of Teachers Ranked Excellent (Spring)
    • 2018: List of Teachers Ranked Excellent (Fall)
    • 2017: List of Teachers Ranked Excellent (Spring)
    • 2016: List of Teachers Ranked Excellent (Fall)
    • 2016: Fellow, American Society of Mechanical Engineers (ASME)
    • 2015: Donald Biggar Willett Faculty Scholar, College of Engineering, University of Illinois
    • 2015: John Deere Supplier Innovator Award, Design for Environment
  • Research

    Research interests:

    • Design engineering and optimization for complex systems

    • Design for environment, life cycle design

    • AI-based sustainable product design

    • Energy systems engineering: renewable energy, vehicle electrification, resilience

    • Green, sustainable product design, manufacturing and remanufacturing

    Research areas:

    • Data Analytics

    • Design and Manufacturing

    Harrison Kim’s current research is concerned with (1) engineering system design and optimization, (2) design analytics for product portfolio design, and (3) multilevel multidisciplinary optimization for energy systems engineering. His research approach is based on mathematical programming and optimization including his original contribution to the analytical target cascading (http://www.targetcascading.com). He publishes actively in research societies. ASME, AIAA, Design Society. In addition to NSF grants, Kim is currently leading Design for Environment and Sustainability project with Deere and Co.

  • 2022

    • Kim, J., Park, S., and Kim, H. M. "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): 024501, 2022.
    • Kim, J., Park, S., and Kim, H. M. "Optimal Modular Remanufactured Product Configuration and Harvesting Planning for End-of-Life Products," Transactions of ASME: Journal of Mechanical Design, 144(4): 042001, 2022.
    • Saidani, M., and Kim, H. M., "Nexus Between Life Cycle Assessment, Circularity, and Sustainability Indicators—Part I: a Review," Circular Economy and Sustainability, 2022.
    • Saidani, M., Cluzel, F., Leroy, Y., Pigosso, D., Kravchenko, M., and Kim, H. M., "Nexus Between Life Cycle Assessment, Circularity, and Sustainability Indicators—Part II: Experimentations," Circular Economy and Sustainability, 2022.

    2021

    • Joung, J. and Kim, H. M., " Automated Keyword Filtering in Latent Dirichlet Allocation for Identifying Product Attributes From Online Reviews" Transactions of ASME: Journal of Mechanical Design, 2021.
    • Joung, J. and Kim, H. M., "Approach for Importance–Performance Analysis of Product Attributes From Online Reviews" Transactions of ASME: Journal of Mechanical Design, 2021.
    • Kim, J., Saidani, M., and Kim, H. M. "Designing an optimal modular-based product family under intellectual property and sustainability considerations," Transactions of ASME: Journal of Mechanical Design, April, 2021.
    • Li, J., Akdeniz, N., Kim, H.M., Gates, R., Wang, X., and Wang, K., "Optimal manure utilization chain for distributed animal farms: model development and a case study from Hangzhou, China," Agricultural Systems, 2021.
    • Park, S. and Kim, H. M. "Phrase Embedding and Clustering for Part-level Feature Extraction from Online Data," Transactions of ASME: Journal of Mechanical Design, 2021.
    • Saidani, M. and Kim, H. M. "Quantification of the environmental and economic benefits of the electrification of lawn mowers on the U.S. residential market," International Journal of Life Cycle Assessment, April 2021.
    • Saidani, M., and Kim, H. M., "A Discrete Event Simulation-Based Model to Optimally Design and Dimension Mobile COVID-19 Saliva-Based Testing Stations," Simulation in Healthcare: The Journal of the Society for Simulation in Healthcare: April 2021 - Volume 16 - Issue 2 - p 151-152, 2021.
    • Saidani, M., Cluzel, F., Yannou, B., and Kim, H. M. "Circular economy as a key for industrial value chain resilience in a post-COVID world: what do future engineers think?," Procedia CIRP, 103 (2021) 26–31, 2021.
    • Saidani, M., Joung, J., Kim, H. M., and Yannou, B. "Combining life cycle assessment and online customer reviews to design more sustainable products - Case study on a printing machine," Procedia CIRP, 109 (2022) 604-609, 2021.
    • Saidani, M., Kim, J., and Kim, H. M., "Designing Optimal COVID-19 Testing Stations Locally: A Discrete Event Simulation Model Applied on a University Campus" PLoS ONE, Vol. 16, No. 6, 2021.
    • Saidani, M., Pan, E., Kim, H. M., Wattonville, J., Greenlee, A., Shannon, T., Yannou, B., Leroy, Y. and Cluzel, F. "Comparative life cycle assessment and costing of an autonomous lawn mowing system with human- operated alternatives: implication for sustainable design improvements," International Journal of Sustainable Engineering, 2021.
    • Saidani, M., Yannou, B., Leroy, Y. Cluzel, F., and Kim, H. M., "Multi-tool methodology to evaluate action levers to close the loop on critical materials – Application to precious metals used in catalytic converters," Sustainable Production and Consumption, Accepted, Jan. 2021.

    2020

    • Kim, H.M., Cluzel, F., Leroy, Y., Yannou, B. and Bertoluci, G., "Research perspectives in sustainable design," Design Science Journal, Vol. 6, E7, 2020.
    • Kim, J. and Kim, H. M., "Impact of Generational Commonality of Short Life Cycle Products in Manufacturing and Remanufacturing Processes," Accepted, Transactions of ASME: Journal of Mechanical Design, 2020.
    • Li, J., Akdeniz, N., Kim, H.M., Gates, R., Wang, X., and Wang, K., "Optimal manure utilization chain for distributed animal farms: model development and a case study from Hangzhou, China," Agricultural Systems, Nov. 2020.
    • Li, J., Wang, X., Kim, H.M., Gates, R., and Wang, K., "Optimal Design of Manure Management for Intensive Swine Feeding Operation: A Modeling Method Based on Analytical Target Cascading," Journal of Cleaner Production, Oct. 2020.
    • Saidani, M., Pan, E., Kim, H. M., Greenlee, A., Wattonville, J., Yannou, B., Leroy, Y., and Cluzel, F. "Assessing the environmental and economic sustainability of autonomous systems: A case study in the agricultural industry," Procedia CIRP, 2020.

    2019

    • Han, H., Chang, S., and Kim, H. M., "Multiple Target Exploration Approach for Design Exploration Using a Swarm Intelligence and Clustering," Transactions of ASME: Journal of Mechanical Design, 141(9), 091401, 2019.
    • Suryadi, D. and Kim, H. M., "A Data-driven Methodology to Construct Customer Choice Sets Using Online Data and Customer Reviews" 141(11), 111103, 2019.

    2018

    • Quan, N. and Kim, H. M. "Greedy Robust Wind Farm Layout Optimization With Feasibility Guarantee" Engineering Optimization Journal, September 2018.
    • Suryadi, D. and Kim, H. M. "A Systematic Methodology Based on Word Embedding for Identifying the Relation Between Online Customer Reviews and Sales Rank," Transactions of ASME: Journal of Mechanical Design, Vol. 140, No. 12, 2018.

    2017

    • Avrithi, K. and Kim, H. M. "Optimization of Piping Supports and Supporting Structure," Transactions of ASME: Journal of Pressure Vessel Technology, Vol. 139, No. 4, 2017.
    • Preface by the programme chairs Maier, A. M., Škec, S., Kim, H. and Oehmen, J., 2017, In: Proceedings of the International Conference on Engineering Design, ICED. 3, DS87-3, p. ii
    • Preface by the programme chairs Maier, A. M., Škec, S., Kim, H., Kokkolaras, M. and Oehmen, J., 2017, In: Proceedings of the International Conference on Engineering Design, ICED. 1, DS87-1, p. ii
    • Preface by the programme chairs Maier, A. M., Škec, S., Kim, H., Kokkolaras, M. and Oehmen, J., 2017, In: Proceedings of the International Conference on Engineering Design, ICED. 2, DS87-2, p. ii
    • Preface by the programme chairs Maier, A. M., Škec, S., Kim, H., Kokkolaras, M. and Oehmen, J., 2017, In: Proceedings of the International Conference on Engineering Design, ICED. 6, DS87-6, p. ii
    • Quan, N. and Kim, H. M. "A Tight Upper Bound for Quadratic Knapsack Problems in Grid-Based Wind Farm Layout Optimization," Engineering Optimization Journal, 2017.
    • Two stage mini-max algorithm for grid-based wind farm layout optimization Quan, N. and Kim, H. H. M., 2017, 43rd Design Automation Conference. American Society of Mechanical Engineers (ASME), (Proceedings of the ASME Design Engineering Technical Conference; vol. 2A-2017).
    • Value of bootstrapping staged deployment of infrastructure: Case study in space infrastructure deployment Ho, K., Chen, H. and Kim, H. H. M., 2017, 22nd Design for Manufacturing and the Life Cycle Conference; 11th International Conference on Micro- and Nanosystems. American Society of Mechanical Engineers (ASME), (Proceedings of the ASME Design Engineering Technical Conference; vol. 4).

    2016

    • A Mixed Integer Linear Programing Formulation for Unrestricted Wind Farm Layout Optimization Quan, N. and Kim, H. M., Jun 1 2016, In: Journal of Mechanical Design. 138, 6, 061404.
    • A tight upper bound for grid-based wind farm layout optimization Quan, N. and Kim, H., 2016, 42nd Design Automation Conference. American Society of Mechanical Engineers (ASME), (Proceedings of the ASME Design Engineering Technical Conference; vol. 2A-2016).
    • Identifying the relations between product features and sales rank from online reviews Suryadi, D. and Kim, H. H. M., 2016, 42nd Design Automation Conference. American Society of Mechanical Engineers (ASME), (Proceedings of the ASME Design Engineering Technical Conference; vol. 2A-2016).
    • Kwak, M.; Kim, H. M., Modeling the Time-Varying Advantages of a Remanufactured Product: Is “Reman” Better Than “Brand New”? Journal of Mechanical Design 2016, 138, (5), 051701, DOI:10.1115/1.4032808.
    • Ma, J.; Kim, H. M., Predictive Model Selection for Forecasting Product Returns. Journal of Mechanical Design 2016, 138, (5), 054501, DOI:10.1115/1.4033086.
    • Modeling the time-varying advantages of a remanufactured product: Is "reman" better than "brand new"? Kwak, M. and Kim, H., May 2016, In: Journal of Mechanical Design. 138, 5, 051701.
    • Predictive model selection for forecasting product returns Ma, J. and Kim, H. M., May 2016, In: Journal of Mechanical Design. 138, 5, 054501.
    • Quan, N.; Kim, H. M., A Mixed Integer Linear Programing Formulation for Unrestricted Wind Farm Layout Optimization. Journal of Mechanical Design 2016, 138, (6), 0614404-0614404-0614409, DOI:10.1115/1.4033239.

    2015

    • A mixed integer linear programming formulation for unrestricted wind farm layout optimization Quan, N. and Kim, H. H. M., 2015, 41st Design Automation Conference. American Society of Mechanical Engineers (ASME), (Proceedings of the ASME Design Engineering Technical Conference; vol. 2A-2015).
    • Design for life-cycle profit with simultaneous consideration of initial manufacturing and end-of-life remanufacturing Kwak, M. and Kim, H., Jan 2 2015, In: Engineering Optimization. 47, 1, p. 18-35 18 p.
    • Ma, J.; Kim, H. M., Highly Customizable Product Family Design with Predictive, Data-Driven Family Design Method. Research in Engineering Design 2015, September, 1-17.
    • Ma, J.; Kim, H. M., Predictive Usage Mining for Life Cycle Assessment. Transportation Research - Part D 2015, 38, 125-143.
    • Predictive modeling of product returns for remanufacturing Ma, J. and Kim, H. H. M., 2015, 41st Design Automation Conference. American Society of Mechanical Engineers (ASME), (Proceedings of the ASME Design Engineering Technical Conference; vol. 2A-2015).
    • Predictive usage mining for life cycle assessment Ma, J. and Kim, H. H. M., Jul 1 2015, In: Transportation Research Part D: Transport and Environment. 38, p. 125-143 19 p.
    • Remanufacturing: A model for products with physical and technological obsolescence Minjung, K. and Harrison, K., 2015, In: Proceedings of the International Conference on Engineering Design, ICED. 4, DS 80-04, p. 135-144 10 p.
    • Task-based LCA for environmental impact assessment of multiple Heterogenous systems Quan, N., Kim, H. H. M., Knight, E., Nelson, J. and Finamore, P., 2015, In: Proceedings of the International Conference on Engineering Design, ICED. 1, DS 80-01, p. 161-170 10 p.

    2014

    • Continuous preference trend mining for optimal product design with multiple profit cycles Ma, J. and Kim, H. M., Jun 2014, In: Journal of Mechanical Design, Transactions of the ASME. 136, 6, 061002.
    • Demand trend mining for predictive life cycle design Ma, J., Kwak, M. and Kim, H. M., Apr 1 2014, In: Journal of Cleaner Production. 68, p. 189-199 11 p.
    • Iteration complexity of the alternating direction method of multipliers for quasi-separable problems in multi-disciplinary design optimization Quan, N. and Kim, H. H. M., 2014, 40th Design Automation Conference. American Society of Mechanical Engineers (ASME), (Proceedings of the ASME Design Engineering Technical Conference; vol. 2B).
    • Lu, S.; Kim, H. M., Wind Farm Layout Design Optimization through Multidisciplinary Design Optimization with Complementarity Constraints. Engineering Optimization Journal 2014 (Jan 2014), 1-25, DOI:10.1080/0305215X.2013.861457.
    • Ma, J.; Kwak, M.; Kim, H. M., Demand Trend Mining for Predictive Life Cycle Design. Journal of Cleaner Production 2014, 68, 189-199, DOI:10.1016/j.jclepro.2014.01.026.
    • Ma, J.; Kim, H. M., Continuous Preference Trend Mining for Optimal Product Design with Multiple Profit Cycles. Transactions of ASME: Journal of Mechanical Design 2014, 136, (9), DOI:10.1115/ 1.4026937.
    • Predictive usage mining for sustainability of complex systems design Ma, J. and Kim, H. M., 2014, 19th Design for Manufacturing and the Life Cycle Conference; 8th International Conference on Micro- andNanosystems. American Society of Mechanical Engineers (ASME), (Proceedings of the ASME Design Engineering Technical Conference; vol. 4).
    • Predictive, data-driven product family design Ma, J. and Kim, H. M., 2014, 40th Design Automation Conference. American Society of Mechanical Engineers (ASME), (Proceedings of the ASME Design Engineering Technical Conference; vol. 2A).
    • Product family architecture design with predictive, data-driven product family design method Ma, J. and Kim, H. M., Jan 1 2016, In: Research in Engineering Design. 27, 1, p. 5-21 17 p.
    • Product family design and recovery for lifecycle Kwak, M. and Kim, H. H. M., Jan 1 2014, Advances in Product Family and Product Platform Design: Methods and Applications. Springer, p. 707-735 29 p.
    • Wind farm layout design optimization through multi-scenario decomposition with complementarity constraints Lu, S. and Kim, H. M., Dec 26 2014, In: Engineering Optimization. 46, 12, p. 1669-1693 25 p.

    2013

    • Addressing supply-side risk in uncertain power markets: Stochastic Nash models, scalable algorithms and error analysis Kannan, A., Shanbhag, U. V. and Kim, H. M., Oct 1 2013, In: Optimization Methods and Software. 28, 5, p. 1095-1138 44 p.
    • Continuous preference trend mining for optimal product design with multiple profit cycles Ma, J. and Kim, H. M., 2013, 39th Design Automation Conference. American Society of Mechanical Engineers, V03BT03A001. (Proceedings of the ASME Design Engineering Technical Conference; vol. 3 B).
    • Design for lifecycle profit with a simultaneous consideration of initial manufacturing and end-of-life remanufacturing Kwak, M. and Kim, H. H. M., 2013, Proceedings of the 19th International Conference on Engineering Design: Design for Harmonies, ICED 2013. Vol. 5 DS75-05. p. 171-180 10 p.
    • Economic and Environmental Impacts of Product Service Lifetime: A Life-Cycle Perspective Kwak, M. and Kim, H., 2013, Lecture Notes in Production Engineering. Springer, p. 177-189 13 p. (Lecture Notes in Production Engineering; vol. Part F1129).
    • Exploring Opportunities to Improve Life Cycle Environmental Performance of a Complex Product Kwak, M. and Kim, H., 2013, Lecture Notes in Production Engineering. Springer, p. 735-744 10 p. (Lecture Notes in Production Engineering; vol. Part F1158).
    • Green profit maximization through joint pricing and production planning of new and remanufactured products Kwak, M., Koritz, K. and Kim, H. H. M., 2013, 39th Design Automation Conference. American Society of Mechanical Engineers, V03BT03A039. (Proceedings of the ASME Design Engineering Technical Conference; vol. 3 B).
    • Kwak, M.; Kim, H. M., Design for Lifecycle Profit with a Simultaneous Consideration of Initial Manufacturing and End-of-Life Remanufacturing. Engineering Optimization Journal 2013 (Dec 2013), 1-18, DOI:10.1080/0305215X.2013.868450.
    • Kwak, M.; Kim, H. M., Market Positioning of Remanufactured Products with Optimal Planning for Part Upgrades. Transactions of ASME: Journal of Mechanical Design, 2013, 135, (1).
    • Kwak, M.; Kim, H. M., Product Family Design and Recovery for Lifecycle. Advances in Product Family and Product Platform Design, (Edited by Simpson, T., Jiao, R., Siddique, Z. and Holtta-Otto, K.), Springer, 2013.
    • Market positioning of remanufactured products with optimal planning for part upgrades Kwak, M. and Kim, H., 2013, In: Journal of Mechanical Design. 135, 1, 11007.

    2012

    • A functionally - Aware product schematic clustering algorithm Quan, N. and Kim, H. H. M., 2012, ASME 2012 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference, IDETC/CIE 2012. PARTS A AND B ed. p. 1011-1021 11 p. (Proceedings of the ASME Design Engineering Technical Conference; vol. 3, no. PARTS A AND B).
    • Analytical Target Cascading for end-of-life recovery management Kwak, M. and Kim, H. M., 2012, 12th AIAA Aviation Technology, Integration, and Operations (ATIO) Conference and 14th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference. American Institute of Aeronautics and Astronautics Inc., (12th AIAA Aviation Technology, Integration and Operations (ATIO) Conference and 14th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference).
    • Comparative life cycle assessment of complex heavy-duty off-road equipment Kwak, M., Kim, L., Kim, H. M., Finamore, P. and Hazewinkel, H., 2012, ASME 2012 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference, IDETC/CIE 2012. p. 425-433 9 p. (Proceedings of the ASME Design Engineering Technical Conference; vol. 5).
    • Formulating second-hand market value as a function of product specifications, age, and conditions Kwak, M., Kim, H. H. M. and Thurston, D. L., 2012, In: Journal of Mechanical Design. 134, 3, 032001.
    • Incorporating security considerations into optimal product architecture and component sharing decision in product family design Rojas Arciniegas, A. J. and Kim, H. M., Jan 1 2012, In: Engineering Optimization. 44, 1, p. 55-74 20 p.
    • Kannan, A.; Shanbhag, U. V.; Kim, H. M., Addressing supply-side risk in uncertain power markets: stochastic Nash models, scalable algorithms and error analysis. Optimization Methods and Software, 2012. DOI:10.1080/10556788.2012.676756
    • Kwak, M.; Kim, H. M.; Thurston, D., Formulating Second-Hand Market Value as a Function of Product Specifications, Age, and Condition. Transactions of ASME: Journal of Mechanical Design, 2012, 134, (3).
    • Life cycle assessment of complex heavy duty equipment Kwak, M., Kim, L., Sarvana, O., Kim, H. M., Finamore, P. and Hazewinkel, H., 2012, ASME/ISCIE 2012 International Symposium on Flexible Automation, ISFA 2012. American Society of Mechanical Engineers (ASME), p. 625-635 11 p. (ASME/ISCIE 2012 International Symposium on Flexible Automation, ISFA 2012).
    • Pre-life and end-of-life combined profit optimization with predictive product lifecycle design Ma, J., Kwak, M. and Kim, H. H. M., 2012, ASME 2012 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference, IDETC/CIE 2012. PARTS A AND B ed. p. 1315-1327 13 p. (Proceedings of the ASME Design Engineering Technical Conference; vol. 3, no. PARTS A AND B).
    • To extend, or to shorten: Optimal lifetime planning Kwak, M. and Kim, H. M., 2012, ASME 2012 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference, IDETC/CIE 2012. PARTS A AND B ed. p. 1329-1337 9 p. (Proceedings of the ASME Design Engineering Technical Conference; vol. 3, no. PARTS A AND B).
    • Wind farm layout design optimization through multidisciplinary design optimization with complementarity constraints Lu, S. and Kim, H. M., 2012, 12th AIAA Aviation Technology, Integration, and Operations (ATIO) Conference and 14th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference. (12th AIAA Aviation Technology, Integration and Operations (ATIO) Conference and 14th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference).

    2011

    • Assessing product family design from an end-of-life perspective Kwak, M. and Kim, H. M., Mar 2011, In: Engineering Optimization. 43, 3, p. 233-255 23 p.
    • E-waste stream analysis and design implications Kwak, M., Behdad, S., Zhao, Y., Kim, H. H. M. and Thurston, D. L., 2011, In: Journal of Mechanical Design. 133, 10, 101003.
    • Hybrid power generation system design optimization based on a Markovian reliability analysis approach Lu, S. and Kim, H. M., 2011, ASME 2011 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference, IDETC/CIE 2011. PARTS A AND B ed. p. 1201-1211 11 p. (Proceedings of the ASME Design Engineering Technical Conference; vol. 5, no. PARTS A AND B).
    • Kannan, A.; Shanbhag, U. V.; Kim, H. M., Strategic Behavior in Power Markets under Uncertainty. Journal of Energy Systems, 2011, 2, (2).
    • Kwak, M.; Behdad, S.; Zhao, Y.; Kim, H. M.; Thurston, D., E-waste Stream Analysis and Design Implications. Transactions of ASME: Journal of Mechanical Design, 2011, 133, (10).
    • Kwak, M.; Kim, H. M., Assessing Product Family Design from an End-of-Life Perspective. Engineering Optimization Journal, 2011, 43, (3), 233-255.
    • Market-driven positioning of remanufactured product for design for remanufacturing with part upgrade Kwak, M. and Kim, H. H. M., 2011, ASME 2011 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference, IDETC/CIE 2011. p. 1043-1055 13 p. (Proceedings of the ASME Design Engineering Technical Conference; vol. 9).
    • Modelling time-varying value of an end-of life product for design for recovery Kwak, M. and Kim, H. H. M., 2011, ICED 11 - 18th International Conference on Engineering Design - Impacting Society Through Engineering Design. p. 70-80 11 p. (ICED 11 - 18th International Conference on Engineering Design - Impacting Society Through Engineering Design; vol. 5).
    • Optimal component sharing in a product family by simultaneous consideration of minimum description length and impact metric Rojas Arciniegas, A. J. and Kim, H. M., Feb 2011, In: Engineering Optimization. 43, 2, p. 175-192 18 p.
    • Predicting emerging product design trend by mining publicly available customer review data Tucker, C. and Kim, H. H. M., 2011, ICED 11 - 18th International Conference on Engineering Design - Impacting Society Through Engineering Design. p. 43-52 10 p. (ICED 11 - 18th International Conference on Engineering Design - Impacting Society Through Engineering Design; vol. 6).
    • Rojas, A.; Kim, H. M., Optimal Component Sharing in a Product Family by Simultaneous Consideration of Minimum Description Length and Impact Metric. Engineering Optimization Journal, 2011, 43, (2), 175-192.
    • Strategic behavior in power markets under uncertainty Kannan, A., Shanbhag, U. V. and Kim, H. H. M., May 2011, In: Energy Systems. 2, 2, p. 115-141 27 p.
    • Trend mining for predictive product design Tucker, C. S. and Kim, H. M., 2011, In: Journal of Mechanical Design. 133, 11, 111008.
    • Tucker, C.; Kim, H. M., Trend Mining for Predictive Product Design. Transactions of ASME: Journal of Mechanical Design, 2011, 133, (11).

    2010

    •  Lu, S.; Schroeder, N.; Kim, H. M.; and Shanbhag, U., Hybrid Power/Energy Generation System Design through Multidisciplinary and Multilevel Design Optimization Problems with Complementarity Constraints. Transactions of ASME: Journal of Mechanical Design, 2010, 132, (10), 101007
    •  Ramani, K.; Ramanujan, D.; Bernstein, W.; Zhao, F.; Sutherland, J.; Handwerker, C.; Choi, J.; Kim, H.; Thurston, D., Integrated Sustainable Life Cycle Design: A Review. Transactions of ASME: Journal of Mechanical Design, 2010, 132, (9), 091004. (Special issue on sustainability)
    • A regularized inexact penalty decomposition algorithm for multidisciplinary design optimization problems with complementarity constraints Lu, S. and Kim, H. M., Apr 2010, In: Journal of Mechanical Design. 132, 4, p. 410051-4100512 3690462 p.
    • A ReliefF attribute weighting and X-means clustering methodology for top-down product family optimization Tucker, C. S., Kim, H. M., Barker, D. E. and Zhang, Y., Jul 2010, In: Engineering Optimization. 42, 7, p. 593-616 24 p.
    • Capturing emergent behavior in multi-response systems through data trend mining Tucker, C. S. and Kim, H. M., 2010, 13th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference 2010. (13th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference 2010).
    • Design optimization of hybrid power/energy generation systems with diesel backups through multistage optimization with complementarity constraints Lu, S., Schroeder, N. B., Kim, H. M., Ha, C., Repalle, J. and Benanzer, T. W., 2010, 13th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference 2010. (13th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference 2010).
    • Effect of product design on buyback price of end-of-use consumer electronics Kwak, M., Kim, H. M. and Thurston, D., 2010, ASME 2010 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference, IDETC/CIE2010. p. 145-154 10 p. (Proceedings of the ASME Design Engineering Technical Conference; vol. 6).
    • Evaluating end-of-life recovery profit by a simultaneous consideration of product design and recovery network design Kwak, M. and Kim, H. M., Jul 2010, In: Journal of Mechanical Design. 132, 7, p. 710011-7100117 6390107 p.
    • E-waste stream analysis and design implications Behdad, S., Kwak, M., Zhao, Y., Kim, H. and Thurston, D., 2010, ASME 2010 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference, IDETC/CIE2010. p. 449-461 13 p. (Proceedings of the ASME Design Engineering Technical Conference; vol. 6).
    • Hybrid power/energy generation system design through multistage design optimization problem with complementarity constraints Lu, S., Schroeder, N. B. and Kim, H. H. M., 2010, ASME 2010 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference, IDETC/CIE2010. PARTS A AND B ed. p. 633-645 13 p. (Proceedings of the ASME Design Engineering Technical Conference; vol. 1, no. PARTS A AND B).
    • Hybrid power/energy generation through multidisciplinary and multilevel design optimization with complementarity constraints Lu, S., Schroeder, N. B., Kim, H. M. and Shanbhag, U. V., 2010, In: Journal of Mechanical Design. 132, 10, 101007.
    • Incorporating security considerations into optimal product architecture and component sharing decision in product family design Arciniegas, A. J. R. and Kim, H. M., 2010, ASME 2010 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference, IDETC/CIE2010. p. 507-517 11 p. (Proceedings of the ASME Design Engineering Technical Conference; vol. 5).
    • Integrated sustainable life cycle design: A Review Ramani, K., Ramanujan, D., Bernstein, W. Z., Zhao, F., Sutherland, J., Handwerker, C., Choi, J. K., Kim, H. and Thurston, D., 2010, In: Journal of Mechanical Design. 132, 9, p. 910041-9100415 8190375 p.
    • Parallel, multistage model for enterprise system planning and design Kim, H. H. M., Lu, S., Kim, J. S. and Kim, B. D., Mar 2010, In: IEEE Systems Journal. 4, 1, p. 6-14 9 p., 5409524.
    • Rojas, A.; Kim, H. M., Incorporating Security Considerations into Optimal Product Architecture and Component Sharing Decision in Product Family Design. Engineering Optimization Journal, 2012, 44, (1).
    • Selective disassembly and simultaneous end-of-life decision making for multiple products Behdad, S., Kwak, M., Kim, H. H. M. and Thurston, D. L., 2010, Proceedings of the ASME International Design Engineering Technical Conferences and Computers and Information in Engineering Conference 2009, DETC2009. PART A ed. p. 313-321 9 p. (Proceedings of the ASME International Design Engineering Technical Conferences and Computers and Information in Engineering Conference 2009, DETC2009; vol. 8, no. PART A).
    • Simultaneous selective disassembly and end-of-life decision making for multiple products that share disassembly operations Behdad, S., Kwak, M., Kim, H. and Thurston, D., Apr 2010, In: Journal of Mechanical Design. 132, 4, p. 410021-410029 9 p.
    • Sustainable product design by a simultaneous consideration of pre-life and end-of-life of products Kwak, M. and Kim, H. M., 2010, Proceedings of the ASME International Design Engineering Technical Conferences and Computers and Information in Engineering Conference 2009, DETC2009. PART B ed. p. 784-797 14 p. (Proceedings of the ASME International Design Engineering Technical Conferences and Computers and Information in Engineering Conference 2009, DETC2009; vol. 8, no. PART B).
    • Trend mining for predictive product design Tucker, C. S. and Kim, H. M., 2010, ASME 2010 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference, IDETC/CIE2010. PARTS A AND B ed. p. 1007-1021 15 p. (Proceedings of the ASME Design Engineering Technical Conference; vol. 1, no. PARTS A AND B).
    • Varying lifecycle lengths within a product take-back portfolio Zhao, Y., Pandey, V., Kim, H. H. M. and Thurston, D. L., 2010, In: Journal of Mechanical Design. 132, 9, p. 910121-9101210 8191090 p.

    2009

    • A comparative study of data-intensive demand modeling techniques in relation to product design and development Tucker, C. S., Hoyle, C., Kim, H. M. and Chen, W., 2009, ASME 2009 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference, IDETC/CIE2009. PARTS A AND B ed. p. 371-383 13 p. (Proceedings of the ASME Design Engineering Technical Conference; vol. 5, no. PARTS A AND B).
    • A regularized inexact penalty decomposition algorithm for multidisciplinary design optimization problem with complementarity constraints Lu, S. and Kim, H. H. M., 2009, ASME 2009 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference, IDETC/CIE2009. PARTS A AND B ed. p. 517-527 11 p. (Proceedings of the ASME Design Engineering Technical Conference; vol. 5, no. PARTS A AND B).
    • Data-driven decision tree classification for product portfolio design optimization Tucker, C. S. and Kim, H. M., Dec 2009, In: Journal of Computing and Information Science in Engineering. 9, 4, p. 1-14 14 p.
    • Simultaneous consideration of product design and end-of-life recovery network design Kwak, M. and Kim, H. M., 2009, DS 58-7: Proceedings of ICED 09, the 17th International Conference on Engineering Design. p. 93-104 12 p. (DS 58-7: Proceedings of ICED 09, the 17th International Conference on Engineering Design).
    • Sustainable product design by a simultaneous consideration of pre-life and end-of-life of products Kwak, M. and Kim, H. M., 2009, ASME 2009 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference, IDETC/CIE2009. PARTS A AND B ed. p. 785-797 13 p. (Proceedings of the ASME Design Engineering Technical Conference; vol. 8, no. PARTS A AND B).
    • Varying lifecycle lengths within a portfolio for product take-back Zhao, Y., Pandey, V., Kim, H. H. M. and Thurston, D. L., 2009, ASME 2009 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference, IDETC/CIE2009. PARTS A AND B ed. p. 323-335 13 p. (Proceedings of the ASME Design Engineering Technical Conference; vol. 8, no. PARTS A AND B).

    2008

    • Data-mining driven reconfigurable product family design framework for aerodynamic particle separators Tucker, C. S., Barker, D. E., Kim, H. M. and Zhang, Y., 2008, 12th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference, MAO. 2008-6065. (12th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference, MAO).
    • Multidisciplinary and multilevel design optimization problems with equilibrium constraints Lu, S., Shanbhag, U. V. and Kim, H. M., 2008, 12th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference, MAO. American Institute of Aeronautics and Astronautics Inc., 2008-6023. (12th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference, MAO).
    • Optimal product portfolio formulation by merging predictive data mining with multilevel optimization Tucker, C. S. and Kim, H. M., Apr 2008, In: Journal of Mechanical Design. 130, 4, 041103.
    • Parallel, multistage model for enterprise system of systems Kim, H., Lu, S., Kim, J. S. and Kim, B. D., 2008, 2008 IEEE International Conference on System of Systems Engineering, SoSE 2008. 4724158. (2008 IEEE International Conference on System of Systems Engineering, SoSE 2008).
    • Product family concept generation and validation through predictive decision tree data mining and multi-level optimization Tucker, C. S. and Kim, H. M., 2008, 33rd Design Automation Conference. American Society of Mechanical Engineers (ASME), p. 971-987 17 p. (2007 Proceedings of the ASME International Design Engineering Technical Conferences and Computers and Information in Engineering Conference, DETC2007; vol. 6 PART B).
    • Pseudo-hierarchical multistage model for system of systems design and operations Kim, H. M. and Hidalgo, I. J., 2008, 2007 Proceedings of the ASME International Design Engineering Technical Conferences and Computers and Information in Engineering Conference, DETC2007. p. 371-385 15 p. (2007 Proceedings of the ASME International Design Engineering Technical Conferences and Computers and Information in Engineering Conference, DETC2007; vol. 6 PART A).

    2007

    • System of systems engineering model by multistage analytical target cascading Kim, H. M., 2007, 17th Annual International Symposium of the International Council on Systems Engineering, INCOSE 2007 - Systems Engineering: Key to Intelligent Enterprises. p. 1117-1131 15 p. (17th Annual International Symposium of the International Council on Systems Engineering, INCOSE 2007 - Systems Engineering: Key to Intelligent Enterprises; vol. 2).
    • System of systems optimization approach to reconfigurable system design for operations Kim, H. H. M. and Hidalgo, J., 2007, IIE Annual Conference and Expo 2007 - Industrial Engineering's Critical Role in a Flat World - Conference Proceedings. p. 94-99 6 p.

    2006

    • Analytical target cascading in product family design Kokkolaras, M., Fellini, R., Kim, H. M. and Papalambros, P. Y., 2006, Product Platform and Product Family Design: Methods and Applications. Springer, p. 225-240 16 p.
    • Analytical target setting: An enterprise context in optimal product design Cooper, A. B., Georgiopoulos, P., Kim, H. M. and Papalambros, P. Y., Jan 2006, In: Journal of Mechanical Design. 128, 1, p. 4-13 10 p.
    • Lagrangian coordination for enhancing the convergence of analytical target cascading Kim, H. M., Chen, W. and Wiecek, M. M., Oct 2006, In: AIAA journal. 44, 10, p. 2197-2207 11 p.
    • Lagrangian coordination for enhancing the convergence of analytical target cascading Kim, H. M., Wei, C. and Wiecek, M. M., 2006, Collection of Technical Papers - 11th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference. American Institute of Aeronautics and Astronautics Inc., p. 2095-2114 20 p. (Collection of Technical Papers - 11th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference; vol. 4).
    • Multilevel optimization considering variability in design variables of multidisciplinary system Liao, K. W., Kim, H. M. and Ha, C., 2006, Collection of Technical Papers - 11th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference. p. 1846-1854 9 p. (Collection of Technical Papers - 11th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference; vol. 3).
    • Multilevel optimization for enterprise driven decision-based product design Kumar, D., Chen, W. and Kim, H. M., 2006, Collection of Technical Papers - 11th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference. p. 269-286 18 p. (Collection of Technical Papers - 11th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference; vol. 1).
    • Optimal product portfolio formulation: Merging predictive data mining with analytical target cascading Tucker, C. S. and Kim, H. M., 2006, Collection of Technical Papers - 11th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference. American Institute of Aeronautics and Astronautics Inc., p. 768-781 14 p. (Collection of Technical Papers - 11th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference; vol. 2).
    • Probabilistic analytical target cascading: A moment matching formulation for multilevel optimization under uncertainty Liu, H., Chen, W., Kokkolaras, M., Papalambros, P. Y. and Kim, H. M., Jul 2006, In: Journal of Mechanical Design. 128, 4, p. 991-1000 10 p.
    • System of systems optimization by pseudo-hierarchical multistage model Kim, H. M. and Hidalgo, I. J., 2006, Collection of Technical Papers - 11th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference. American Institute of Aeronautics and Astronautics Inc., p. 239-252 14 p. (Collection of Technical Papers - 11th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference; vol. 1).
    • Target exploration for disconnected feasible regions in enterprise-driven multilevel product design Kim, H. M., Kumar, D. K. D., Chen, W. and Papalambros, P. Y., Jan 2006, In: AIAA journal. 44, 1, p. 67-77 11 p.
    • Two-stage system of systems model by linking system design with resource allocation Hidalgo, I. J. and Kim, H. M., 2006, Proceedings of 2006 ASME International Design Engineering Technical Conferences and Computers and Information In Engineering Conference, DETC2006. American Society of Mechanical Engineers (ASME), (Proceedings of the ASME Design Engineering Technical Conference; vol. 2006).

    2005

    • Probabilistic analytical target cascading - A moment matching formulation for multilevel optimization under uncertainty Liu, H., Chen, W., Kokkolaras, M., Papalambros, P. Y. and Kim, H. M., 2005, Proceedings of the ASME International Design Engineering Technical Conferences and Computers and Information in Engineering Conferences - DETC2005: 31st Design Automation Conference. American Society of Mechanical Engineers, p. 1173-1182 10 p. (Proceedings of the ASME International Design Engineering Technical Conferences and Computers and Information in Engineering Conference - DETC2005; vol. 2 B).

    2004

    • Target feasibility achievement in enterprise-driven hierarchical multidisciplinary design Kim, H. M., Kumar, D. K. D., Chen, W. and Papalambros, P. Y., 2004, Collection of Technical Papers - 10th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference. American Institute of Aeronautics and Astronautics Inc., p. 2711-2724 14 p. (Collection of Technical Papers - 10th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference; vol. 5).

    2003

    • Analytical target cascading in automotive vehicle design Kim, H. M., Rideout, D. G., Papalambros, P. Y. and Stein, J. L., Sep 2003, In: Journal of Mechanical Design. 125, 3, p. 481-489 9 p.
    • Analytical target setting: An enterprise context in optimal product design Cooper, A. B., Georgiopoulos, P., Kim, H. M. and Papalambros, P. Y., 2003, p. 307-318. 12 p.
    • Target cascading in optimal system design Kim, H. M., Michelena, N. F., Papalambros, P. Y. and Jiang, T., Sep 2003, In: Journal of Mechanical Design. 125, 3, p. 474-480 7 p.

    2002

    • Extension of the target cascading formulation to the design of product families Kokkolaras, M., Fellini, R., Kim, H. M., Michelena, N. F. and Papalambros, P. Y., Oct 2002, In: Structural and Multidisciplinary Optimization. 24, 4, p. 293-301 9 p.
    • Target cascading in vehicle redesign: A class VI truck study Kim, H. M., Kokkolaras, M., Louca, L. S., Delagrammatikas, G. J., Michelena, N. F., Filipi, Z. S., Papalambros, P. Y., Stein, J. L. and Assanis, D. N., 2002, In: International Journal of Vehicle Design. 29, 3, p. 199-225 27 p.

    2001

    • Analytical target cascading in automotive vehicle design Kim, H. M., Geoff Rideout, D., Papalambros, P. Y. and Stein, J. L., 2001, p. 661-670. 10 p.