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Dr Xin Liu

[Dr Xin Liu]

Assistant Professor, Industrial, Manufacturing, and Systems Engineering
Last Updated: September 22, 2021
about me

Research Interests

Research Interests
Multiscale constitutive modeling of composites; Machine learning (neural network); Manufacturing simulation; Micromechanics; Structural mechanics; Finite element analysis; Smart materials.

Biography

Biography

Dr. Xin Liu is an assistant Professor in the Industrial, Manufacturing, & Systems Engineering (IMSE) Department at the University of Texas at Arlington. He is also a member in the Institute for Predictive Performance Methodologies (IPPM) at the UTA Research Institute. Dr. Liu obtained his PhD in 2020 and Master of Engineering in 2016 from Purdue University in Aeronautical and Astronautical Engineering. His expertise is in data-driven multiscale modeling of composite materials and structures. He received the American Society for Composites (ASC) Ph.D. Research Scholarship Award in 2018 and Purdue University Koerner Scholarship in 2017.

Education

Education

    • 2020 PhD in Aeronautics and Astronautics
      Purdue University West Lafayette
    • 2016 ME in Aeronautics and Astronautics
      Purdue University West Lafayette
    • 2014 ME in Civil Engineering
      Nanjing Institute of Technology
    • 2011 BS in Civil Engineering
      Nanjing Institute of Technology

Appointments

Appointments

    • Sept 2020 to Present Assistant Professor
      Industrial, Manufacturing, and Systems Engineering Department, Institute for Predictive Performance Methodologies, University of Texas at Arlington

Memberships

    • Nov 2020 to Present American Institute of Aeronautics and Astronautics
    • Sept 2020 to Present American Society of Composites

Awards and Honors

    • Sep  2018 Ph.D. Research Scholarship Award sponsored by American Society for Composites
    • Jul  2017 Koerner Scholarship sponsored by Purdue University

Support & Funding

Support & Funding

This data is entered manually by the author of the profile and may duplicate data in the Sponsored Projects section.
    • May 2021 to June 2022 An Efficient High-fidelity Design Tool for Advanced Tailorable Composites sponsored by  -  $22982
      Xin Liu (Funded)

Publications


      2021
      • Journal Article
        A review of artificial neural networks in the constitutive modeling of composite materials
        [Liu, Xin, Tian, Su, Tao, Fei, Yu, Wenbin]. Composites. Part B, Engineering. 224, 109152. "Elsevier".
      • Journal Article
        Learning composite constitutive laws via coupling Abaqus and deep neural network
        [Tao, Fei, Liu, Xin, Du, Haodong, Yu, Wenbin]. Composite Structures. 114137. "Elsevier".
      • Journal Article
        Multiscale modeling of the effective thermal conductivity of 2D woven composites by mechanics of structure genome and neural networks
        [Liu, Xin, Peng, Bo, Yu, Wenbin]. International Journal of Heat and Mass Transfer. 179, 121673. "Elsevier".

      In Process
      • Journal Article
        Real-time multiscale prediction of structural performance in material extrusion additive manufacturing
        [Liu, Xin, Kan, Chen, Ye, Zehao]. Additive Manufacturing. Submitted.

      2020
      • Journal Article
        A neural network enhanced system for learning nonlinear constitutive law and failure initiation criterion of composites using indirectly measurable data
        [Liu, Xin, Tao, Fei, Yu, Wenbin]. Composite Structures. 252, 112658. "Elsevier".
      • Journal Article
        Constitutive modeling for time-and temperature-dependent behavior of composites
        [Rique, Orzuri, Liu, Xin, Yu, Wenbin, Pipes, RByron]. Composites. Part B, Engineering. 184, 107726. "Elsevier".
      • Journal Article
        Learning nonlinear constitutive laws using neural network models based on indirectly measurable data
        [Liu, Xin, Tao, Fei, Du, Haodong, Yu, Wenbin, Xu, Kailai]. Journal of Applied Mechanics. 87(8), "American Society of Mechanical Engineers Digital Collection".
      • Journal Article
        Physics-informed artificial neural network approach for axial compression buckling analysis of thin-walled cylinder
        [Tao, Fei, Liu, Xin, Du, Haodong, Yu, Wenbin]. AIAA Journal. 58(6), 2737--2747. "American Institute of Aeronautics and Astronautics".

      2019
      • Journal Article
        A unified approach for thermoelastic constitutive modeling of composite structures
        [Liu, Xin, Yu, Wenbin, Gasco, Federico, Goodsell, Johnathan]. Composites. Part B, Engineering. 172, 649--659. "Elsevier".
      • Journal Article
        Initial failure strength prediction of woven composites using a new yarn failure criterion constructed by deep learning
        [Liu, Xin, Gasco, Federico, Goodsell, Johnathan, Yu, Wenbin]. Composite Structures. 230, 111505. "Elsevier".
      • Journal Article
        Multiscale analysis of multilayer printed circuit board using mechanics of structure genome
        [Tao, Fei, Lyu, Xiuqi, Liu, Xin, Yu, Wenbin]. 1--10. "Taylor \& Francis".
      • Journal Article
        Multiscale analysis of woven composite structures in MSC.Nastran
        [Liu, Xin, Gasco, Federico, Yu, Wenbin, Goodsell, Johnathan, Rouf, Khizar]. Advances in Engineering Software. 135, 102677. "Elsevier". DOI: http://dx.doi.org/10.1016/j.advengsoft.2019.04.008

      2018
      • Journal Article
        Multiscale modeling of viscoelastic behaviors of textile composites
        [Liu, Xin, Tang, Tian, Yu, Wenbin, Pipes, RByron]. 130, 175--186. "Elsevier".
      • Journal Article
        Multiscale structural analysis of textile composites using mechanics of structure genome
        [Rouf, Khizar, Liu, Xin, Yu, Wenbin]. International Journal of Solids and Structures. 136, 89--102. "Elsevier".

      2017
      • Journal Article
        Two-step homogenization of textile composites using mechanics of structure genome
        [Liu, Xin, Rouf, Khizar, Peng, Bo, Yu, Wenbin]. Composite Structures. 171(1), 252--262.

      2016
      • Journal Article
        A novel approach to analyze beam-like composite structures using mechanics of structure genome
        [Liu, Xin, Yu, Wenbin]. Advances in Engineering Software. 100, 238--251. "Elsevier".

      2021
      • Conference Proceeding
        Learning damage constitutive law of composites via lamination theory enhanced Abaqus-PDNN mechanics system
        AIAA Scitech 2021 Forum
        [Tao, Fei, Liu, Xin, Du, Haodong, Yu, Wenbin]. 2022.
      • Conference Proceeding
        Machine learning-assisted modeling of composite materials and structures: a review
        AIAA Scitech 2021 Forum
        [Liu, Xin, Tian, Su, Tao, Fei, Du, Haodong, Yu, Wenbin]. 2023.

      2020
      • Conference Proceeding
        A neural network enhanced system for learning nonlinear constitutive relation of fiber reinforced composites
        AIAA Scitech 2020 Forum
        [Liu, Xin, Tao, Fei, Yu, Wenbin]. 0396.
      • Conference Proceeding
        Learning Composite Constitutive Laws Via Coupling Abaqus and Deep Neural Network
        [Tao, Fei, Liu, Xin, Du, Haodong, Yu, Wenbin]. "American Society for Composites—Thirty-fifth Technical Conference".

      2019
      • Conference Proceeding
        Multiscale Initial Failure Analysis of Textile Composite Structures Using Mechanics of Structure Genome in MSC. Nastran
        AIAA Scitech 2019 Forum
        [Liu, Xin, Gasco, Federico, Yu, Wenbin]. 0693.

      2018
      • Conference Proceeding
        Multiscale Modeling of Viscoelastic Behaviors of Textile Composites Using Mechanics of Structure Genome
        2018 AIAA/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials Conference
        [Liu, Xin, Tang, Tian, Yu, Wenbin, Pipes, R.Byron]. 0899.
      • Conference Proceeding
        Powering NASTRAN with SwiftComp for Multiscale Modeling of Composites
        Proceedings of the American Society for Composites—Thirty-third Technical Conference
        [LIU, XIN, GASCO, FEDERICO, GOODSELL, JOHNATHAN, YU, WENBIN].

      2020
      • Other
        Multiscale modeling of textile composite structures using mechanics of structure genome and machine learning
        [Liu, Xin]. "Purdue University Graduate School".

      2016
      • Other
        Analysis of slender structures using mechanics of structure genome and open source codes
        [Liu, Xin]. "Purdue University".

      2015
      • Other
        SwiftComp
        [Yu, Wenbin, Liu, Xin].

Courses

      • IE 2308-004 ECONOMICS FOR ENGINEERS
        (Course Id: 112241)
        Fall - Regular Academic Session - 2021 Download Syllabus
      • IE 2308-007 ECONOMICS FOR ENGINEERS
        (Course Id: 112241)
        Fall - Regular Academic Session - 2021 Download Syllabus
      • IE 6397-001 RESEARCH IN INDUSTRIAL ENGR
        (Course Id: 103300)
        Fall - Regular Academic Session - 2021
      • IE 2308-003 ECONOMICS FOR ENGINEERS
        (Course Id: 112241)
        Spring - Regular Academic Session - 2021 Download Syllabus
      • IE 6397-001 RESEARCH IN INDUSTRIAL ENGR
        (Course Id: 103300)
        Spring - Regular Academic Session - 2021
      • IE 2308-004 ECONOMICS FOR ENGINEERS
        (Course Id: 112241)
        Fall - Regular Academic Session - 2020 Download Syllabus

Service to the Profession

    • Nov 2020 to  Present
      Reviewer, Conference Paper
      International Mechanical Engineering Congress and Exposition (IMECE)
    • Nov 2020 to  Present
      Track Organizer
      International Mechanical Engineering Congress and Exposition (IMECE)
    • Sept 2020 to  Present
      Reviewer, Journal Article
      Composite Part A: Applied Science and Manufacturing
    • Sept 2020 to  Present
      Reviewer, Journal Article
      Composite Structures
    • Sept 2020 to  Present
      Reviewer, Journal Article
      Composites Part B: Engineering