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Publications

Journal Papers under Review

*corresponding author

[3] Kang, N., Ren, Y., Feinberg, F. M., and Papalambros, P. Y. “Form + Function: Optimizing Aesthetic Product Design via Adaptive, Geometrized Preference Elicitation”, Marketing Science (PDF)

[2] Jung, Y., Lee, J., Lee, M., Kang, N.*, and Lee I. “Probabilistic Analytical Target Cascading using Kernel Density Estimation for Accurate Uncertainty Propagation”, Structural and Multidisciplinary Optimization (PDF)

[1] Lee, U., Kang, N.*, and Lee I. “Choice Data Generation using Usage Scenarios and Discounted Cash Flow Analysis", Journal of Choice Modelling (PDF)

Journal Papers (International)

[17] Lee, U., Kang, N.*, and Lee I. (2019) “Shared Autonomous Electric Vehicle Design and Operations Under Uncertainties: A Reliability-based Design Optimization Approach”, Structural and Multidisciplinary Optimization (conditionally accepted) (PDF)

[16] Oh, S., Jung, Y., Kim, S., Lee, I., and Kang, N.* (2019) “Deep Generative Design: Integration of Topology Optimization and Generative Models”, Journal of Mechanical Design, 141(11), 111405 (PDF) (arXiv)

[15] Kim, S., Chang, J., Park, H. H., Song, S. U., Cha, C. B., Kim, J. W., Kang, N.* (2019) “Autonomous Taxi Service Design and User Experience”, International Journal of Human–Computer Interaction (accepted) (PDF)

[14] Kang, N., Feinberg, F. M., and Papalambros, P. Y. (2019) “Designing Profitable Joint Product-Service Channels”, Design Science, Vol. 5, e12 (PDF)

[13] Koh, S. R., Hur, S. H., and Kang, N.* (2019) “Feasibility Study on the Korean Government’s Hybrid Conversion Project of Small Diesel Trucks for Parcel Delivery Services”, Journal of Cleaner Production, 232, pp.559-574 (PDF)

[12] Lee, U., Kang, N.*, and Lee, I. (2019) “Selection of optimal target reliability in RBDO through reliability-based design for market systems (RBDMS) and application to electric vehicle design”, Structural and Multidisciplinary Optimization, 60(3), pp.949–963 (PDF)

[11] Kang, N., Bayrak, A., and Papalambros, P. Y. (2018) "Robustness and Real Options for Vehicle Design and Investment Decisions under Gas Price and Regulatory Uncertainties”, Journal of Mechanical Design, 140(10), 101404 (PDF)

[10] Jung, Y., Kang, N., and Lee I. (2018) “Modified Augmented Lagrangian Coordination and Alternating Direction Method of Multipliers with Parallelization in Non-hierarchical Analytical Target Cascading", Structural and Multidisciplinary Optimization, 58(2), pp. 555-573. (PDF)

[9] Kang, N., Burnap, A., Kim, K. H., Reed, M. P., and Papalambros, P. Y. (2017) “Influence of Automobile Seat Form and Comfort Rating on Willingness to Pay”, International Journal of Vehicle Design, 75(1/2/3/4), pp.75-90 (PDF)

[8] Kang, N., Feinberg, F. M., and Papalambros, P. Y. (2017) “Autonomous Electric Vehicle Sharing System Design”, Journal of Mechanical Design, 139(1), 011402. (PDF)

[7] Bayrak, A., Kang, N.*, and Papalambros, P. Y. (2016) “Decomposition Based Design Optimization of Hybrid Electric Powertrain Architectures: Simultaneous Configuration and Sizing Design”, Journal of Mechanical Design, 138(7), 071405 (PDF)

[6] Kang, N., Ren, Y., Feinberg, F. M., and Papalambros, P. Y. (2016) “Public Investment and Electric Vehicle Design: A Model-based Market Analysis Framework with Application to a USA-China Comparison Study”, Design Science, Vol. 2, e6 (PDF)

[5] D’Souza, K., Bayrak, A. E., Kang, N., Wang, H., Altin, B., Barton, K., Hu, J., Papalambros, P. Y., Epureanu, B. I., and Gerth, R. (2016) “An Integrated Design Approach for Evaluating the Effectiveness and Cost of a Fleet”, Journal of Defense Modeling and Simulation, 13(4), pp. 381-397. (PDF)

[4] Kang, N., Feinberg, F. M., and Papalambros, P. Y. (2015) “Integrated Decision Making in Electric Vehicle and Charging Station Location Network Design”, Journal of Mechanical Design, 137(6), 061402. (PDF)

[3] Kang, N., Kokkolaras, M., Papalambros, P. Y., Park, J., Na, W., Yoo, S., and Featherman, D. (2014) “Optimal Design of Commercial Vehicle Systems Using Analytical Target Cascading”, Structural and Multidisciplinary Optimization, 50(6), pp. 1103-1114. (PDF)

[2] Kang, N., Kokkolaras, M., and Papalambros, P. Y. (2014) “Solving Multiobjective Optimization Problem Using Quasi-separable MDO Formulations and Analytical Target Cascading”, Structural and Multidisciplinary Optimization, 50(5), pp. 849-859. (PDF)

[1] Kang, N., Kim, J. and Park, Y. (2007) “Integration of marketing domain and R&D domain in NPD design process”, Industrial Management & Data Systems, 107(6), pp. 780-801. (PDF)

Journal Papers (Korean)

[1] Kwon, Y., Byun, J., and Kang, N. (2019) “소형 경유 트럭에 대한 친환경 트럭으로의 개조 기술 선택에 관한 연구”, 대한교통학회지, 37(2), pp. 135-147. (PDF)

Conference Proceedings (International)

[14] Kim, S., Lee, S., and Kang, N.* (2019) “AI-based Design Automation: Generative Design + Generative Models”, KSME-JSME Joint Symposium on Computational Mechanics & CAE.

[13] Yoo, S., Lee, S., Kim, S., and Kang, N.* (2019) “Gender Differences in User Experience of Autonomous Taxi Service”, The 3rd Cultural DNA Workshop 2019.

[12] Oh, S., Jung, Y., Lee, I., and Kang, N.* (2018) “Design Automation by Integrating Generative Adversarial Networks and Topology Optimization”, Proceedings of the ASME 2018 International Design & Engineering Technical Conferences. (PDF)

[11] Lee, U., Kang, N.*, and Lee, I. (2017) “Reliability-based Design Optimization (RBDO) for Electric Vehicle Market Systems”, Proceedings of the ASME 2017 International Design & Engineering Technical Conferences. (PDF)

[10] Jung, Y., Kang, N., and Lee I. (2017) “Convergence Strategy for Parallel Solving of Analytical Target Cascading with Augmented Lagrangian Coordination”, Proceedings to the 12th World Congress on Structural and Multidisciplinary Optimization.(PDF)

[9] Min, D.A., Kang, N., Rhim, J., and Lee, J.H. (2017) “A Sense of Dichotomy in Household Space and Smartphone”, The 2nd Cultural DNA Workshop 2017. (PDF)

[8] Kang, N., Bayrak, A., and Papalambros, P. Y. (2016) “A Real Options Approach to Hybrid Electric Vehicle Architecture Design for Flexibility”, Proceedings of the ASME 2016 International Design & Engineering Technical Conferences. (PDF)

[7] Kang, N., Feinberg, F. M., and Papalambros, P. Y. (2015) “Autonomous Electric Vehicle Sharing System Design”, Proceedings of the ASME 2015 International Design & Engineering Technical Conferences (Dow Distinguished Award for Interdisciplinary Sustainability). (PDF)

[6] Bayrak, A., Kang, N.*, and Papalambros, P. Y. (2015) “Decomposition Based Design Optimization of Hybrid Electric Powertrain Architectures: Simultaneous Configuration and Sizing Design”, Proceedings of the ASME 2015 International Design & Engineering Technical Conferences. (PDF)

[5] Kang, N., Emmanoulopoulos, M., Ren, Y., Feinberg, F. M., and Papalambros, P. Y. (2015) “A Framework for Quantitative Analysis of Government Policy Influence on Electric Vehicle Market”, Proceedings of the 20th International Conference on Engineering Design. (PDF)

[4] Kang, N., Feinberg, F. M., and Papalambros, P. Y. (2014) “Integrated Decision Making in Electric Vehicle and Charging Station Location Network Design”, Proceedings of the ASME 2014 International Design & Engineering Technical Conferences. (PDF)

[3] Kang, N., Feinberg, F. M., and Papalambros, P. Y. (2013) “A Framework for Enterprise-driven Product Service Systems Design”, Proceedings of the 19th International Conference on Engineering Design. (PDF)

[2] Kang, N., Kokkolaras, M., and Papalambros, P. Y. (2013) “Solving Multiobjective Optimization Problem Using Quasi-separable MDO Formulations and Analytical Target Cascading”, Proceedings of the 10th World Congress on Structural and Multidisciplinary Optimization. (PDF)

[1] Kang, N., Kokkolaras, M., Papalambros, P. Y., Park, J., Na, W., Yoo, S., and Featherman, D. (2012) “Optimal Design of Commercial Vehicle Systems Using Analytical Target Cascading”, Proceedings of the 14th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference .(PDF)

Conference Proceedings (Korean)

[14] Jang, S., Youn, Y., and Kang, N.* (2019) “강화학습을 이용한 제너레이티브 디자인”, 대한기계학회 2019년 학술대회

[13] Yoo, S., Lee, S., Kim, S., Kim, E., and Kang, N.* (2019) “자율주행 불안감 해소를 위한 Human-AI Interaction 설계”, 대한기계학회 2019년 학술대회

[12] Lee, S., Yoo, S., Kim, S., Kim, E., and Kang, N.* (2019) “사용자 경험 데이터 주도의 자율주행 택시 기술 수용성 분석”, 대한기계학회 2019년 학술대회 (포스터)

[11] Kim, S. and Kang, N.* (2019) “서울시 자율주행 택시 서비스 디지털트윈 설계를 위한 사전 연구: 딥러닝과 빅데이터를 이용한 승객 수요 예측”, 대한기계학회 2019년 학술대회 (포스터)

[10] Yoo, S. and Kang, N.* (2019) “3D CNN을 이용한 CAD 모델의 제조 단가 예측”, 대한기계학회 2019년 학술대회 (포스터)

[9] Kim, S., Lee, S., Yoo, S., Kim, E., and Kang, N.* (2019) “Generative Design: Engineering Design + Deep Learning”, The AI Korea 2019 컨퍼런스 (포스터)

[8] Kim, S., Lee, S., and Kang, N.* (2019) “딥러닝 기반 제너레이티브 디자인”, 대한기계학회 CAE 및 응용역학부문 2019년도 춘계학술대회

[7] Kim, S. and Kang, N.* (2019) “이상치 탐지를 위한 오토인코더와 CNN의 비교”, 한국PHM학회 정기학술대회 (포스터)

[6] Kang, N. (2019) “최적 설계 분야의 딥러닝 연구 동향”, 한국전산구조공학회 정기학술대회

[5] Lee, U., Kang, N., and Lee, I. (2018) “Improving the Accuracy of Consumer Preference Estimation Using Economic Simulation Model”, 한국전산역학회

[4] Lee, U., Kang, N., and Lee, I. (2017) “전기차 시장을 고려한 신뢰성 기반 최적 설계”, 대한기계학회, pp. 89-90.

[3] Jung, Y., Kang, N., and Lee, I. (2017) “Augmented Lagrangian Coordination을 이용한 Analytical Target Cascading 에서의 Parallelization 도입 및 수렴전략 개발”, 대한기계학회, pp. 188-189.

[2] Kim, J., Kang, N., and Park, Y. (2009) “컨조인트와 트리즈의 통합에 관한 연구”, 기술경영경제학회, pp. 627-647.

[1] Kang, N., Kim, J., and Park, Y. (2006) “신제품 개발 프로세스에서 마케팅 영역과 제조 영역의 통합적 설계 : Conjoint 분석과 Taguchi 방법의 순차적 결합”, 한국경영과학회, Vol. 2006, No. 5, pp. 365-372.

Book Chapters

[2] Min, D. A., Kang, N., Rhim, J., and Lee, J. H. (2018) “A Sense of Dichotomy in Household Space and Smartphone”, Computational Studies on Cultural Variation and Heredity, pp. 95-105, Springer, Singapore.

[1] Papalambros, P. Y. and Kang, N. (2015) "Systems Design - Chapter 8", Principles of Optimal Design (3rd Edition), Cambridge University Press, New York.

Patents

[4] “전기자동차의 운전자를 위한 배터리의 충전 및 교체 정보 제공 방법 및 시스템”, 출원번호: 10-2019-0063430.

[3] “무인 택시 시스템을 이용한 지역 광고 시스템 및 그 방법”, 출원번호: 10-2018-0120545.

[2] “가상 정거장을 이용한 무인 택시 시스템 및 그것을 이용한 무인 택시 매칭 방법”, 출원번호: 10-2018-0120544.

[1] “프로젝트 과정 공유시스템 및 방법”, 출원번호: 10-2017-0098077.