Ikjin Lee, Assistant Professor 7109, N7-4, Mechanical Engineering Department Korea Advanced Institute of Science and Technology (KAIST) 291 Daehak-ro, Yuseong-gu, Daejeon 305-701, Republic of Korea Tel: +82-42-350-3041, Fax: +82-42-350-3210, Email: [email protected] _______________________________________________________________________ EDUCATION B.S. M.S. Ph.D. Mechanical Engineering Mechanical Engineering Mechanical Engineering Seoul National University, Korea Seoul National University, Korea University of Iowa 1993-2001 2001-2003 2003-2008 RESEARCH AREA Reliability-Based Design Optimization (RBDO) Reliability-Based Robust Design Optimization (RBRDO) System Reliability Analysis and Design Optimization Design under Uncertainties with Lack of Information Design under Uncertainties with Correlated Input Variables Sampling-Based RBDO with Parallel Computing Surrogate Model Generation (Meta-modeling) PROFESSIONAL EXPERIENCES University of Iowa University of Iowa University of Iowa University of Iowa University of Connecticut KAIST Research Assistant Teaching Assistant Postdoctoral Research Scholar Adjunct Professor Assistant Professor Assistant Professor 2003~2008 2006~2007 2008.8~2011.7 2010.7~2011.7 2011.8~2013.7 2013.8~ TEACHING EXPERIENCES ME3224 ME3227 ME5895/ME3295 ME5511/ME3295 MAE340 Analysis and Design of Mechanisms Design of Machine Elements Probabilistic Engineering Design Principles of Optimum Design Engineering Design Fall 2011 Spring 2012 Fall 2012 Spring 2013 Fall 2013 AWARDS 1. ISSMO/Springer Prize for a young scientist, International Society of Structural and Multidisciplinary Optimization (ISSMO), 2009. 2. Cited in Marquis Who’s Who in America, 64th Edition, 2010. 1 PROJECT ACTIVITY U.S. Army Tank-Automotive Command (TACOM) Caterpillar 994F Axle Pad Project U.S. Army Automotive Research Center (ARC) on FMTV Wind Turbine Optimization with Clippers supported by Iowa Wind Project (IAWIND) Dynamic Analysis Software Development & Design Optimization by Stanley Black & Decker PROFESSIONAL SERVICES Paper Reviewer (Reviewed 52 Journal Papers and 31 Conference Papers) 1. Structural and Multidisciplinary Optimization (SMO) 2. ASME Journal of Mechanical Design (JMD) 3. Journal of Soils and Sediments (JSSS) 4. Mechanism and Machine Theory (MECHMT) 5. Journal of Optimization Theory and Applications (JOTA) 6. International Journal of Vehicle Design (IJVD) 7. Entropy 8. Mechanics Based Design of Structures and Machines 9. Probabilistic Engineering Mechanics (PREM) 10. Computers and Industrial Engineering (CAIE) 11. Engineering Optimization (GENO) 12. Computer Methods in Applied Mechanics and Engineering (CMAME) 13. Applied Mathematical Modeling (APM) 14. Mechanical Systems and Signal Processing (MSSP) 15. ASME (IDETC/CIE) Conference 16. AIAA/MAO Conference Paper Review Coordinator 1. Paper review coordinator for the 37th Design Automation Conference of 2011 ASME International Design Engineering Technical Conferences (IDETC), 2011~2014. Program Committee 1. Local organizing committee for 10th World Congress of Structural Multidisciplinary Optimization (WCSMO), 2013. 2. International scientific and organizing committee for 5th International Conference on Computational Methods (ICCM), 2014. 3. Scientific committee for 8th China-Japan-Korea Joint Symposium on Optimization of Structural and Mechanical Systems (CJK-OSM8), 2014. 4. Local organizing committee for 12th World Congress on Computational Mechanics (WCCM), 2016 2 Other Professional Activities 1. Chaired sessions at the 38th Design Automation Conference of 2012 ASME International Design Engineering Technical Conferences (IDETC), August 2012. 2. Chaired sessions at the World Congress of Structural Multidisciplinary Optimization (WCSMO) 10, May 2013. 3. Chaired sessions at the 39th Design Automation Conference of 2013 ASME International Design Engineering Technical Conferences (IDETC), August 2013. Membership American Society of Mechanical Engineers (ASME) American Institute of Aeronautics and Astronautics (AIAA) International Society for Structural and Multidisciplinary Optimization (ISSMO) Korea Society of Mechanical Engineers (KSME) Korea Society of Computational Mechanics (KSCM) Korea Society of Design Optimization (KSDO) Proposal Review Panel 1. Romanian Executive Agency for Higher Education, Research, Development and Innovation Funding (UEFISCDI) Proposal Review Panel (2011,2013) CONFERENCE SEMINAR PRESENTATIONS 1. Presented a seminar “Alternative Methods for Reliability-Based Robust Design Optimization Including Dimension Reduction Method,” at ARC conference, Ann Arbor, MI, May 24, 2006. 2. Presented a seminar “Alternative Methods for Reliability-Based Robust Design Optimization Including Dimension Reduction Method,” at 2006 ASME IDETC, Philadelphia, Pennsylvania, September 10-13, 2006. 3. Presented a seminar “RBDO Using MPP-Based Dimension Reduction Method (DRM) for Multidimensional Highly Nonlinear Systems,” at ARC conference, Ann Arbor, MI, May 16, 2007. 4. Presented a seminar “RBDO Using MPP-Based Dimension Reduction Method (DRM) for Multidimensional Highly Nonlinear Systems” at WCSMO7 conference, Seoul, Korea, May 22, 2007. 5. Presented a seminar “A New Inverse Reliability Analysis Method Using MPP-Based Dimension Reduction Method (DRM),” at 2007 ASME IDETC, Las Vegas, Nevada, September 4-7, 2007. 6. Presented a seminar “System Reliability-Based Design Optimization Using MPP-Based Dimension Reduction Method,” at ARC conference, Ann Arbor, MI, May 21, 2008. 7. Presented a seminar “Sensitivity Analyses of FORM-Based and DRM-Based Performance Measure Approach for Reliability-Based Design Optimization,” at 2008 ASME IDETC, New York City, New York, August 3-6, 2008. 8. Presented a seminar “Comparison Study between Probabilistic and Possibilistic Approach for Problems with Correlated Input and Lack of Input Statistical Information” at ARC conference, Ann Arbor, MI, May 13, 2009. 3 9. Presented a seminar “Comparison Study between Probabilistic and Possibilistic Approach for Problems with Correlated Input and Lack of Input Statistical Information” at WCSMO8 conference, Lisbon, Portugal, June 1-5, 2009. 10. Presented an award speech “RBDO Using MPP-Based Dimension Reduction Method (DRM) for Multidimensional Highly Nonlinear Systems” at WCSMO8 conference, Lisbon, Portugal, June 1-5, 2009. 11. Presented a seminar “Comparison Study between Probabilistic and Possibilistic Approach for Problems with Correlated Input and Lack of Input Statistical Information” at 2009 ASME IDETC, San Diego, California, August 31-September 2, 2009. 12. Presented a seminar “Sampling-Based Stochastic Sensitivity Analysis Using Score functions for RBDO problems with Correlated Random Variables” at ARC conference, Ann Arbor, MI, May 11, 2010. 13. Presented a seminar “Sampling-Based Stochastic Sensitivity Analysis Using Score functions for RBDO problems with Correlated Random Variables” at 2010 ASME IDETC, Montreal, Canada, August 16, 2010. 14. Presented a seminar “Equivalent Standard Deviation to Convert High-Reliability Model to Low-Reliability Model for Efficiency of Sampling-Based RBDO” at ARC conference, Ann Arbor, MI, May 24, 2011. 15. Presented a seminar “Equivalent Standard Deviation to Convert High-Reliability Model to Low-Reliability Model for Efficiency of Sampling-Based RBDO” at 2011 ASME IDETC, Washington, D.C., August 28-31, 2011. 16. Presented a seminar “A Novel Second-Order Reliability Method (SORM) Using NonCentral or Generalized Chi-Squared Distributions” at 2012 ASME IDETC, Chicago, Illinois, August 13-15, 2012. 17. Presented a seminar “Probabilistic Sensitivity Analysis for Novel Second-Order Reliability Method (SORM) Using Generalized Chi-squared Distribution” at WCSMO10 conference, Orlando, FL, May 19-24, 2013. 18. Presented a seminar “Sampling-Based Design Optimization in the Presence of Interval Variables” at APCOM&ISCM 2013, Singapore, December 12, 2013, Keynote Speech. 19. Presented a seminar “Reliability-Based Vehicle Safety Assessment and Design Optimization of Roadway Radius and Speed Limit in Windy Environments” at KSME conference, Jeongseon, Korea, December 19, 2013. INVITED SEMINAR PRESENTATIONS 1. Presented a seminar “Reliability-based Design Optimization: The Past, Present, and Future,” at the University of Iowa, October 1, 2009. 2. Provided a lecture on “Sampling-based RBDO using the Dynamic Kriging and Stochastic Sensitivity Analysis” to John Deere, August, 2010. 3. Presented a seminar “Sampling-Based RBDO Using the Dynamic Kriging (D-Kriging) Method and Stochastic Sensitivity Analysis” at ARC seminar, the University of Michigan, Ann Arbor, MI, October 29, 2010. 4. Provided a seminar “Recent Improvements on Reliability-Based Design Optimization (RBDO) Methodology,” at the University of Connecticut, March 2, 2011. 4 5. Provided a seminar “Recent Improvements on Reliability-Based Design Optimization (RBDO) Methodology,” at the Korea Advanced Institute of Science and Technology (KAIST), April 8, 2011. 6. Provided a workshop on “Sampling-Based RBDO Using Dynamic Kriging Method and Stochastic Sensitivity Analysis” to Army TARDEC members, Warren, MI, April 19, 2011. 7. Presented a seminar “Reliability-Based Design Optimization,” at Hanyang University, August 20, 2013. 8. Presented a seminar “Application of RBDO to Vehicle Design,” at Hyundai Motors, October 25, 2013. 9. Presented a seminar “Application of RBDO to Vehicle Design,” at Doosan Infracore, November 22, 2013. 10. Presented a seminar “Reliability Assessment and its Application to Shipbuilding and Ocean Plant Design,” at Samsung Heavy Industry, June 20, 2014. PUBLICATIONS Books 1. Lee, I., Dimension Reduction Method for Design under Uncertainty: Applications of Dimension Reduction Method to Reliability-Based Design Optimization and Robust Design Optimization, LAP LAMBERT Academic Publishing, 2010. Ph. D. Thesis 1. “Reliability-Based Design Optimization and Robust Design Optimization Using Univariate Dimension Reduction Method,” University of Iowa, 2008. Papers in Technical Journals (International) 1. Lee, I., Choi, K.K., Du, L., and Gorsich, D., “Dimension Reduction Method for Reliability-Based Robust Design Optimization,” Special Issue of Computer & Structures: Structural and Multidisciplinary Optimization, Vol. 86, pp. 1550–1562, 2008. 2. Lee, I., Choi, K.K., Du, L., and Gorsich, D., “Inverse Analysis Method Using MPPBased Dimension Reduction for Reliability-Based Design Optimization of Nonlinear and Multi-Dimensional Systems,” Special Issue of Computer Methods in Applied Mechanics and Engineering: Computational Methods in Optimization Considering Uncertainties, Vol. 198, No. 1, pp. 14-27, 2008. 3. Noh, Y., Choi, K.K., and Lee, I., “Reduction of Ordering Effect in RBDO Using Dimension Reduction Method,” AIAA Journal, Vol. 47, No. 4, pp. 994-1004, 2009. 4. Lee, I., Choi, K.K., and Gorsich, D., “Sensitivity Analyses of FORM-Based and DRM-Based Performance Measure Approach (PMA) for Reliability-Based Design Optimization (RBDO),” International Journal for Numerical Methods in Engineering, Vol. 82, No.1, pp. 26-46, 2010. 5. Lee, I., Choi, K.K., and Gorsich, D., “System Reliability-Based Design Optimization Using the MPP-Based Dimension Reduction Method,” Journal of Structural and Multidisciplinary Optimization, Vol. 41, No. 6, pp. 823-839, 2010. 5 6. Noh, Y., Choi, K.K., and Lee, I., “Identification of Marginal and Joint CDFs Using Bayesian Method for RBDO,” Journal of Structural and Multidisciplinary Optimization, Vol. 40, No. 1, pp. 35-51, 2010. 7. Noh, Y., Choi, K.K., and Lee, I., “Comparison Study between MCMC-based and Weight-based Bayesian Methods for Identifications of Joint Distribution,” Journal of Structural and Multidisciplinary Optimization, Vol. 42, No. 6, pp. 823-833, 2010. 8. Lee, I., Choi, K.K., Noh, Y. Zhao, L., and Gorsich D., “Sampling-Based Stochastic Sensitivity Analysis Using Score Functions for RBDO Problems with Correlated Random Variables,” Journal of Mechanical Design, Vol. 133, No. 2, 21003, 2011. 9. Noh, Y., Choi, K.K., and Lee, I., “Reliability-Based Design Optimization with Confidence Level under Input Model Uncertainty Due to Limited Test Data,” Journal of Structural and Multidisciplinary Optimization, Vol. 43, No. 4, pp. 443-458, 2011. 10. Zhao, L., Choi, K.K., and Lee, I., “Metamodeling Method Using Dynamic Kriging for Design Optimization,” AIAA Journal, Vol. 49, No. 9, pp. 2034-2046, 2011. 11. Noh, Y., Choi, K.K., and Lee, I., “Reliability-based Design Optimization with Confidence Level for Non-Gaussian Distributions Using Bootstrap Method,” Journal of Mechanical Design, Vol. 133, No. 9, 91001, 2011. 12. Lee, I., Choi, K.K., and Zhao, L., “Sampling-Based RBDO Using the Stochastic Sensitivity Analysis and Dynamic Kriging Method,” Journal of Structural and Multidisciplinary Optimization, Vol. 44, No. 3, pp. 299-317, 2011. 13. Lee, I., Noh, Y., and Yoo, D., “A Novel Second-Order Reliability Method (SORM) Using Non-Central or Generalized Chi-Squared Distributions,” Special Issue of Journal of Mechanical Design on Design under Uncertainty, Vol. 134, No. 10, 100912, 2012. 14. Lee, I., Choi, K.K., Noh, Y., and Lamb, D., “Comparison Study between Probabilistic and Possibilistic Methods for Problems under a Lack of Correlated Input Statistical Information,” Journal of Structural and Multidisciplinary Optimization, Vol. 47, No. 2, pp. 175-189, 2013. 15. Song, H., Choi, K.K., Lee, I., Zhao, L., and Gorsich, D., “Adaptive Virtual Support Vector Machine for Reliability Analysis of High-Dimensional Problems,” Journal of Structural and Multidisciplinary Optimization, Vol. 47, No. 4, pp. 479-491, 2013. 16. Lee, I., Choi, K.K., and Shin, J., “Equivalent Target Probability of Failure to Convert High-reliability Model to Low-reliability Model for Efficiency of Sampling-based RBDO,” Journal of Structural and Multidisciplinary Optimization, Vol. 48, No. 2, pp. 235-248, 2013. 17. Zhao, L., Choi, K.K., Lee, I., and Gorsich, D., “Conservative Surrogate Model using Weighted Kriging Variance for Sampling-based RBDO,” Journal of Mechanical Design, Vol. 135, No. 9, 091003, 2013. 18. Yoo, D., and Lee, I., “Sampling-based Approach for Design Optimization in the Presence of Interval Variables,” Journal of Structural and Multidisciplinary Optimization, Vol. 49, No. 2, pp. 253-266, 2014. 19. Shin, J., and Lee, I., “Reliability-Based Design Optimization (RBDO) of Roadway Horizontal Curves Using First-Order Reliability Method (FORM),” Engineering Optimization, published online (DOI:10.1080/0305215X.2014.908871), 2014. 6 20. Shin, J., and Lee, I., “Reliability-Based Vehicle Safety Assessment and Design Optimization of Roadway Radius and Speed Limit in Windy Environments,” Journal of Mechanical Design, Vol. 136. No. 8, 081006, 2014. 21. Yoo, D., Lee, I., and Cho, H., “Probabilistic Sensitivity Analysis for Novel SecondOrder Reliability Method using Generalized Chi-Squared Distribution,” Journal of Structural and Multidisciplinary Optimization, Accepted, 2014. Technical Notes 1. Zhao, L., Choi, K.K., and Lee, I., “Reply by the Authors to the Comment by H. Liang and M. Zhu,” AIAA Journal, Vol. 51, No. 12, pp. 2989-2990, 2013. International Conference Proceedings 1. Choi, K.K., Lee, I., and Gorsich, D., “Dimension Reduction Method for ReliabilityBased Robust Design Optimization,” III European Conference on Computational Mechanics, Lisbon, Portugal, June 5-8, 2006. 2. Lee, I., Choi, K.K., and Du, L., “Alternative Methods for Reliability-Based Robust Design Optimization Including Dimension Reduction Method,” 32nd ASME Design Automation Conference, Philadelphia, Pennsylvania, September 10-13, 2006. 3. Lee, I., Choi, K.K., and Du, L., “Dimension Reduction Method (DRM) Based RBDO for Highly Nonlinear Systems,” WCSMO7, COEX Seoul, Korea, May 21-25, 2007, Received the ISSMO-Springer Prize. 4. Choi, K.K., Du, L., Lee, I., and Gorsich, D., “A New Robust Concept in Possibility Theory for Possibility-Based Robust Design Optimization,” WCSMO7, COEX Seoul, Korea, May 21-25, 2007. 5. Lee, I., Choi, K.K., Du, L., and Gorsich, D., “A New Inverse Reliability Analysis Method Using MPP-Based Dimension Reduction Method (DRM),” 33rd ASME Design Automation Conference, Las Vegas, Nevada, September 4-7, 2007. 6. Du, L., Choi, K.K., and Lee, I., “Robust Design Concept in Possibility Theory And Optimization For System With Both Random And Fuzzy Input Variables,” the 2007 ASME International Design Engineering Technical Conferences (IDETC), Las Vegas, Nevada, September 4-7, 2007. 7. Lee, I., Choi, K.K., Du, L., and Gorsich, D., “Sensitivity Analyses of FORM-Based and DRM-Based Performance Measure Approach for Reliability-Based Design Optimization,” 34th ASME Design Automation Conference, New York City, New York, August 3-6, 2008. 8. Lee, I., Choi, K.K., Du, L., and Gorsich, D., “System Reliability-Based Design Optimization Using MPP-Based Dimension Reduction Method,” 12th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference, Victoria, British Columbia, September 10-12, 2008. 9. Noh, Y., Choi, K.K., and Lee, I., “MPP-Based Dimension Reduction Method for RBDO Problems with Correlated Input Variables,” 12th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference, Victoria, British Columbia, September 10-12, 2008. 10. Lamb, D., Gorsich, D., Choi, K.K., Noh, Y., and Lee, I., “The Use of Copulas and MPP-based Dimension Reduction Method (DRM) to Assess and Mitigate Engineering Risk in the Army Ground Vehicle,” 26th Army Science Conference, 7 Orlando, Florida, December, 1-4, 2008. 11. Lee, I., Choi, K.K., and Noh, Y., “Comparison Study between Probabilistic and Possibilistic Approach for Problems with Correlated Input and Lack of Input Statistical Information,” WCSMO8, Lisbon, Portugal, June 1-5, 2009. 12. Noh, Y., Choi, K.K., Lee, I., and Gorsich, D., “Reliability-Based Design Optimization with Confidence Level using Copula under Input Model Uncertainty,” WCSMO8, Lisbon, Portugal, June 1-5, 2009. 13. Zhao, L., Choi, K.K., Lee, I., and Gorsich, D., “Sequential Sampling-Based Kriging Method with Dynamic Basis Selection,” WCSMO8, Lisbon, Portugal, June 1-5, 2009. 14. Lee, I., Choi, K.K., and Noh, Y., “Comparison Study between Probabilistic and Possibilistic Approach for Problems with Correlated Input and Lack of Input Statistical Information,” 35th ASME Design Automation Conference, San Diego, California, August 31-September 2, 2009. 15. Noh, Y., Choi, K.K., Lee, I., Gorsich, D., and Lamb, D., “Reliability-Based Design Optimization with Confidence Level using Copula under Input Model Uncertainty,” 35th ASME Design Automation Conference, San Diego, California, August 31September 2, 2009. 16. Zhao, L., Choi, K.K., Lee, I., and Du, L., “Response Surface Method using Sequential Sampling for Reliability-Based Design Optimization,” 35th ASME Design Automation Conference, San Diego, California, August 31-September 2, 2009. 17. Noh, Y., Choi, K.K., Lee, I., Gorsich, D., and Lamb, D., “Reliability-Based Design Optimization with Confidence Level for Non-Gaussian Distributions Using Bootstrap Method,” 6th China-Japan-Korea Joint Symposium on Optimization of Structural and Mechanical Systems, Kyoto, Japan, June 22-25, 2010. 18. Lee, I., Choi, K.K., Noh, Y., Zhao, L., and Gorsich, D., “Sampling-Based Stochastic Sensitivity Analysis Using Score Functions for RBDO Problems with Correlated Random Variables,” 36th ASME Design Automation Conference, Montreal, Canada, August 16-18, 2010. 19. Noh, Y., Choi, K.K., Lee, I., and Gorsich, D., “Reliability-Based Design Optimization with Confidence Level for Non-Gaussian Distributions Using Bootstrap Method,” 36th ASME Design Automation Conference, Montreal, Canada, August 1618, 2010. 20. Lee, I., Choi, K.K., and Zhao, L., “Sampling-Based RBDO Using the Dynamic Kriging (D-Kriging) Method and Stochastic Sensitivity Analysis,” 13th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference, Fort Worth, Texas, September 13-15, 2010. 21. Zhao, L., Choi, K.K., Lee, I., and Gorsich, D., “A Metamodeling Method Using Dynamic Kriging and Sequential Sampling,” 13th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference, Fort Worth, Texas, September 13-15, 2010. 22. Zhao, L., Choi, K.K., Lee, I., and Gorsich, D., “Conservative Surrogate Model using Weighted Krigin Variance for Sampling-Based RBDO,” WCSMO9, Shizuoka, Japan, June 13-17, 2011. 23. Choi, K.K., Lee, I., Zhao, L., Noh, Y., Lamb, D., and Gorsich, D., “Sampling-Based RBDO Using Stochastic Sensitivity and Dynamic Kriging for Broader Army Applications,” NDIA Ground Vehicle Systems Engineering And Technology Symposium, Dearborn, Michigan, August 9-11, 2011. 8 24. Lee, I., Choi, K.K., and Gorsich, D., “Equivalent Standard Deviation to Convert High-reliability Model to Low-reliability Model for Efficiency of Sampling-based RBDO,” 37th ASME Design Automation Conference, Washington, D.C., August 2831, 2011. 25. Song, H., Choi, K.K., Lee, I., Zhao, L., and Lamb, D., “Adaptive Virtual Support Vector Machine for the Reliability Analysis of High-Dimensional Problems,” 37th ASME Design Automation Conference, Washington, D.C., August 28-31, 2011. 26. Lee, I., Noh, Y., and Yoo, D., “A Novel Second-Order Reliability Method (SORM) Using Non-Central or Generalized Chi-Squared Distributions,” 38th ASME Design Automation Conference, Chicago, Illinois, August 13-15, 2012. 27. Cho, H., Choi, K.K., Lee, I., and Gorsich, D., “A New Formulation for Confidencebased RBDO and Design Sensitivity Analysis,” 38th ASME Design Automation Conference, Chicago, Illinois, August 13-15, 2012. 28. Song, H., Choi, K.K., Lee, I., Zhao, L., and Gorsich, D., “Sampling-based RBDO Using Stochastic Sensitivity-based Analysis and Virtual Support,” 38th ASME Design Automation Conference, Chicago, Illinois, August 13-15, 2012. 29. Yoo, D., Lee, I., and Cho, H., “Probabilistic Sensitivity Analysis for Novel SecondOrder Reliability Method using Generalized Chi-Squared Distribution,” WCSMO10, Orlando, Florida, May 19-24, 2013. 30. Shin, J., and Lee, I., “Reliability-Based Design Optimization of Highway Horizontal Curves Based on first-Order Reliability Method,” WCSMO10, Orlando, Florida, May 19-24, 2013. 31. Yoo, D., and Lee, I., “Sampling-Based Approach for Design Optimization in the Presence of Interval Variables,” WCSMO10, Orlando, Florida, May 19-24, 2013. 32. Shin, J., and Lee, I., “First-Order Reliability Analysis of Vehicle Safety in Highway Horizontal Curves,” 39th ASME Design Automation Conference, Portland, Oregon, August 4-7, 2013. 33. Yoo, D., and Lee, I., “Sampling-based Approach for Design Optimization in the Presence of Interval Variables,” 39th ASME Design Automation Conference, Portland, Oregon, August 4-7, 2013. 34. Yoon, G., Hur, J., Lee, I., and Youn, S., “Efficiency Improvement Approach of Surrogate-model Based BLISS,” 8th China-Japan-Korea Joint Symposium on Optimization of Structural and Mechanical Systems (CJK-OSM8), Gyeongju, Korea, May 25-29, 2014. 35. Lim, J., Lee, I., and Lee, B., “Sequential Optimization and Reliability Assessment Based on Dimension Reduction Method for Accurate and Efficient Reliability-based Design Optimization,” 8th China-Japan-Korea Joint Symposium on Optimization of Structural and Mechanical Systems (CJK-OSM8), Gyeongju, Korea, May 25-29, 2014. 9
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