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Kang, Namwoo (강남우)
부교수, (조천식모빌리티대학원)

http://www.smartdesignlab.org/

Research Area
Generative Design, Design Optimization, Artificial Intelligence
Co-researchers
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    NO Title, Author(s) (Publication Title, Volume Issue, Page, Issue Date)
    1
    Optimization of module structure considering mechanical and thermal safety of pouch cell lithium-ion batteries using a reliability-based design optimization approach

    Lee, Ungki; Kang, Namwoo; Lee, Yoon Koo, JOURNAL OF ENERGY STORAGE, v.72, 2023-11

    2
    Shared autonomous electric vehicle system design and optimization under dynamic battery degradation considering varying load conditions

    Lee, Ungki; Kang, Namwoo; Lee, Yoon Koo, JOURNAL OF CLEANER PRODUCTION, v.423, 2023-10

    3
    Topology optimization via machine learning and deep learning: a review

    Shin, Seungyeon; Shin, Dongju; Kang, Namwoo, JOURNAL OF COMPUTATIONAL DESIGN AND ENGINEERING, v.10, no.4, pp.1736 - 1766, 2023-07

    4
    Adaptive neural network ensemble using prediction frequency

    Lee, Ungki; Kang, Namwoo, JOURNAL OF COMPUTATIONAL DESIGN AND ENGINEERING, v.10, no.4, pp.1547 - 1560, 2023-07

    5
    Wheel impact test by deep learning: prediction of location and magnitude of maximum stress

    Shin, Seungyeon; Jin, Ah-hyeon; Yoo, Soyoung; et al, STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION, v.66, no.1, 2023-01

    6
    Deep learning-based inverse design for engineering systems: multidisciplinary design optimization of automotive brakes

    Kim, Seongsin; Jwa, Minyoung; Lee, Soonwook; et al, STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION, v.65, no.11, 2022-11

    7
    Multi-scale design optimization of electric vehicles by analytical target cascading: From battery cell level to marketing level

    Lee, Yoon Koo; Lee, Ungki; Kang, Namwoo, JOURNAL OF CLEANER PRODUCTION, v.368, 2022-09

    8
    Safety monitoring system of personal mobility driving using deep learning

    Kim, Eunji; Ryu, Hanyoung; Oh, Hyunji; et al, JOURNAL OF COMPUTATIONAL DESIGN AND ENGINEERING, v.9, no.4, pp.1397 - 1409, 2022-08

    9
    Generative Design by Reinforcement Learning: Enhancing the Diversity of Topology Optimization Designs

    Jang, Seowoo; Yoo, Soyoung; Kang, Namwoo, COMPUTER-AIDED DESIGN, v.146, 2022-05

    10
    Effect of Robo-Taxi User Experience on User Acceptance: Field Test Data Analysis

    Lee, Sunghee; Yoo, Soyoung; Kim, Seongsin; et al, TRANSPORTATION RESEARCH RECORD, v.2676, no.2, pp.350 - 366, 2022-02

    11
    Idle vehicle relocation strategy through deep learning for shared autonomous electric vehicle system optimization

    Kim, Seongsin; Lee, Ungki; Lee, Ikjin; et al, JOURNAL OF CLEANER PRODUCTION, v.333, 2022-01

    12
    Design optimisation of a hybrid electric vehicle cooling system considering performance and packaging

    Lee, Kwang Jae; Kang, Namwoo; Kokkolaras, Michael; et al, INTERNATIONAL JOURNAL OF VEHICLE DESIGN, v.85, no.2-4, pp.154 - 177, 2021-12

    13
    Explainable artificial intelligence for manufacturing cost estimation and machining feature visualization

    Yoo, Soyoung; Kang, Namwoo, EXPERT SYSTEMS WITH APPLICATIONS, v.183, 2021-11

    14
    Integrating deep learning into CAD/CAE system: generative design and evaluation of 3D conceptual wheel

    Yoo, Soyoung; Lee, Sunghee; Kim, Seongsin; et al, STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION, v.64, no.4, pp.2725 - 2747, 2021-10

    15
    자율주행 자동차의 딜레마 시나리오에서 운전자 관점의 도덕 코드

    이기쁨; 임지민; 강남우; et al, 한국디자인리서치, v.5, no.1, pp.125 - 135, 2020-03

    16
    Deep Generative Design: Integration of Topology Optimization and Generative Models

    Oh, Sangeun; Jung, Yongsu; Kim, Seongsin; et al, JOURNAL OF MECHANICAL DESIGN, v.141, no.11, 2019-11

    17
    Robustness and Real Options for Vehicle Design and Investment Decisions Under Gas Price and Regulatory Uncertainties

    Kang, Namwoo; Bayrak, Alparslan Emrah; Papalambros, Panos Y., JOURNAL OF MECHANICAL DESIGN, v.140, no.10, 2018-10

    18
    Modified augmented Lagrangian coordination and alternating direction method of multipliers with parallelization in non-hierarchical analytical target cascading

    Jung, Yongsu; Kang, Namwoo; Lee, Ikjin, STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION, v.58, no.2, pp.555 - 573, 2018-08

    19
    Influence of automobile seat form and comfort rating on willingness-to-pay

    Kang, Namwoo; Burnap, Alex; Kim, K. Han; et al, INTERNATIONAL JOURNAL OF VEHICLE DESIGN, v.75, no.1-4, pp.75 - 90, 2017-12

    20
    Autonomous Electric Vehicle Sharing System Design

    Kang, Namwoo; Feinberg, Fred M.; Papalambros, Panos Y., JOURNAL OF MECHANICAL DESIGN, v.139, no.1, 2017-01
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