Dr Qihan Wang

Machine Learning in structural analysis and design optimization
Advanced mechanical material analysis and design
Structural reliability, resilience, sustainability Integrated design optimization

E-mail

qihan.wang@unsw.edu.au

Location

Civil Engineering Building (H20) Level 6, Room CE616 Kensington Campus

Book Chapters | 2023

Feng Y; Wang Q; Wu D; Gao W, 2023, 'Machine Learning-Aided Nonlinear Dynamic Analysis of Engineering Structures', in , pp. 347 - 352, http://dx.doi.org/10.1007/978-981-99-3330-3_36

Book Chapters | 2023

Wang Q; Feng Y; Wu D; Gao W, 2023, 'Non-probabilistic Informed Structural Health Assessment with Virtual Modelling Technique', in , pp. 359 - 364, http://dx.doi.org/10.1007/978-981-99-3330-3_38
Journal articles | 2026

Li J; Wang Q; Zhang M; Feng Y; Li G; Gao W, 2026, 'Structural risk assessment under wildfire exposure through a physics-data co-driven framework', Structural Safety, 120, http://dx.doi.org/10.1016/j.strusafe.2026.102691

Journal articles | 2026

Wang Q; Li C; Zhang M; Gao W; Luo Z, 2026, 'A machine learning-aided robust topology optimization method for the design of auxetic metamaterials', Computer Methods in Applied Mechanics and Engineering, 449, http://dx.doi.org/10.1016/j.cma.2025.118577

Journal articles | 2026

Wang Q; Zhang M; Gao W; Luo Z, 2026, 'Reliability analysis for structures with topological variations induced by geometric uncertainty through segmented regression', Reliability Engineering and System Safety, 266, http://dx.doi.org/10.1016/j.ress.2025.111627

Journal articles | 2026

Wang Q; Zhao E; Luo Z; Hou S; Gao W, 2026, 'Statistics-driven reliability-based robust sustainability optimization of structures under material and manufacturing uncertainties', Engineering Structures, 350, http://dx.doi.org/10.1016/j.engstruct.2025.121935

Journal articles | 2026

Zhao E; Wang Q; Hou S; Luo Z; Gao W, 2026, 'Time-variant reliability analysis via advanced most probable point trajectory tracking', Reliability Engineering and System Safety, 266, http://dx.doi.org/10.1016/j.ress.2025.111748

Journal articles | 2025

Hu CF; Zhu SS; Luo WJ; Zhou JP; Li L; Wang QH, 2025, 'Lateral-torsional bucking of parabolic arches in Cartesian coordinate system', Structures, 80, http://dx.doi.org/10.1016/j.istruc.2025.109638

Journal articles | 2025

Li C; Wang Q; Zhang M; Gao W; Luo Z, 2025, 'Two-scale concurrent topology optimization of multiple lattice materials with non-uniform thickness interfaces', Computer Methods in Applied Mechanics and Engineering, 444, http://dx.doi.org/10.1016/j.cma.2025.118108

Journal articles | 2025

Li J; Wang Q; Chen X; Li G; Feng J; Gao W, 2025, 'Proposal of a Fire Loading Curve for Engineering Structures Subjected to Grassland Fires', Journal of Structural Engineering, 151, http://dx.doi.org/10.1061/JSENDH.STENG-14299

Journal articles | 2025

Wang Q; Luo Z; Zhang M; Wu D; Li G; Gao W, 2025, 'Polymorphic uncertainty field quantification in structural analysis with machine learning assistance', Mechanical Systems and Signal Processing, 225, http://dx.doi.org/10.1016/j.ymssp.2024.112273

Journal articles | 2024

Liu Z; Wang Q; Fatahi B; Khabbaz H; Sheng D; Wu D, 2024, 'Hybrid uncertain buckling analysis for engineering structures through machine learning method', Engineering Structures, 310, http://dx.doi.org/10.1016/j.engstruct.2024.118083

Journal articles | 2024

Tian W; Li Q; Wang Q; Chen D; Gao W, 2024, 'Additive manufacturing error quantification on stability of composite sandwich plates with lattice-cores through machine learning technique', Composite Structures, 327, http://dx.doi.org/10.1016/j.compstruct.2023.117645

Journal articles | 2024

Wang Q; Li J; Gao W; Li G; Liu X; Bradford MA, 2024, 'Smoothing and approximation of grassland fire loading data for engineering structures by Capped Extended Support Vector Regression', Engineering Structures, 319, pp. 118848, http://dx.doi.org/10.1016/j.engstruct.2024.118848

Journal articles | 2024

Wang Q; Wu D; Li G; Liu Z; Tong J; Chen X; Gao W, 2024, 'Machine learning aided uncertainty quantification for engineering structures involving material-geometric randomness and data imperfection', Computer Methods in Applied Mechanics and Engineering, 423, http://dx.doi.org/10.1016/j.cma.2024.116868

Journal articles | 2024

Zhang M; Wang Q; Luo Z; Gao W, 2024, 'Stochastic bandgap optimization for multiscale elastic metamaterials with manufacturing imperfections', International Journal of Mechanical Sciences, 268, http://dx.doi.org/10.1016/j.ijmecsci.2024.109035

Journal articles | 2024

Zhang M; Wang Q; Luo Z; Gao W, 2024, 'Virtual model-aided reliability analysis considering material and geometrical uncertainties for elastic metamaterials', Mechanical Systems and Signal Processing, 211, http://dx.doi.org/10.1016/j.ymssp.2024.111199

Journal articles | 2024

Zhao E; Wang Q; Alamdari MM; Luo Z; Gao W, 2024, 'Reliability and sustainability integrated design optimization for engineering structures with active machine learning technique', Journal of Building Engineering, 98, http://dx.doi.org/10.1016/j.jobe.2024.111480

Journal articles | 2023

Feng Y; Wang Q; Chen X; Wu D; Gao W, 2023, 'Virtual modelling technique for geometric-material nonlinear dynamics of structures', Structural Safety, 100, http://dx.doi.org/10.1016/j.strusafe.2022.102284

Journal articles | 2023

Feng Y; Wang Q; Yu Y; Zhang T; Wu D; Chen X; Luo Z; Gao W, 2023, 'Experimental-numerical-virtual (ENV) modelling technique for composite structure against low velocity impacts', Engineering Structures, 278, http://dx.doi.org/10.1016/j.engstruct.2022.115488

Journal articles | 2023

Zhao E; Wang Q; Alamdari MM; Gao W, 2023, 'Advanced virtual model assisted most probable point capturing method for engineering structures', Reliability Engineering and System Safety, 239, http://dx.doi.org/10.1016/j.ress.2023.109527

Journal articles | 2022

Wang Q; Feng Y; Wu D; Li G; Liu Z; Gao W, 2022, 'Polymorphic uncertainty quantification for engineering structures via a hyperplane modelling technique', Computer Methods in Applied Mechanics and Engineering, 398, http://dx.doi.org/10.1016/j.cma.2022.115250

Journal articles | 2022

Wang Q; Feng Y; Wu D; Yang C; Yu Y; Li G; Beer M; Gao W, 2022, 'Polyphase uncertainty analysis through virtual modelling technique', Mechanical Systems and Signal Processing, 162, http://dx.doi.org/10.1016/j.ymssp.2021.108013

Journal articles | 2021

Feng Y; Wang Q; Wu D; Luo Z; Chen X; Zhang T; Gao W, 2021, 'Machine learning aided phase field method for fracture mechanics', International Journal of Engineering Science, 169, http://dx.doi.org/10.1016/j.ijengsci.2021.103587

Journal articles | 2021

Wang Q; Wu D; Li G; Gao W, 2021, 'A virtual model architecture for engineering structures with Twin Extended Support Vector Regression (T-X-SVR) method', Computer Methods in Applied Mechanics and Engineering, 386, http://dx.doi.org/10.1016/j.cma.2021.114121

Journal articles | 2021

Yu Y; Zhang T; Wang Q; Chen X; Wu D; Gao W; Liu A, 2021, 'Sensitivity of solidification hydration model in estimating carbonation of fly ash cement system', Construction and Building Materials, 282, http://dx.doi.org/10.1016/j.conbuildmat.2021.122582

Journal articles | 2020

Feng Y; Wang Q; Wu D; Gao W; Tin-Loi F, 2020, 'Stochastic nonlocal damage analysis by a machine learning approach', Computer Methods in Applied Mechanics and Engineering, 372, http://dx.doi.org/10.1016/j.cma.2020.113371

Journal articles | 2020

Wang Q; Li Q; Wu D; Yu Y; Tin-Loi F; Ma J; Gao W, 2020, 'Machine learning aided static structural reliability analysis for functionally graded frame structures', Applied Mathematical Modelling, 78, pp. 792 - 815, http://dx.doi.org/10.1016/j.apm.2019.10.007

Journal articles | 2019

Li Q; Wang Q; Wu D; Chen X; Yu Y; Gao W, 2019, 'Geometrically nonlinear dynamic analysis of organic solar cell resting on Winkler-Pasternak elastic foundation under thermal environment', Composites Part B Engineering, 163, pp. 121 - 129, http://dx.doi.org/10.1016/j.compositesb.2018.11.022

Journal articles | 2019

Wang Q; Wu D; Tin-Loi F; Gao W; Wu D, 2019, 'Machine learning aided stochastic structural free vibration analysis for functionally graded bar-type structures', Thin Walled Structures, 144, pp. 106315, http://dx.doi.org/10.1016/j.tws.2019.106315

Journal articles | 2019

Wu D; Wang Q; Liu A; Yu Y; Zhang Z; Gao W, 2019, 'Robust free vibration analysis of functionally graded structures with interval uncertainties', Composites Part B Engineering, 159, pp. 132 - 145, http://dx.doi.org/10.1016/j.compositesb.2018.09.082

Journal articles | 2019

Yu Y; Wu D; Wang Q; Chen X; Gao W, 2019, 'Machine learning aided durability and safety analyses on cementitious composites and structures', International Journal of Mechanical Sciences, 160, pp. 165 - 181, http://dx.doi.org/10.1016/j.ijmecsci.2019.06.040
Conference Papers | 2024

Zhao E; Wang Q; Gao W, 2024, 'Sustainable Design Optimization for Engineering Structures Considering Embodied Carbon', pp. 41, http://dx.doi.org/10.14912/jsmcwm.t3rincs2024.0_41

W Gao, QH Wang, MM Alamdari, SK Hou, DY Sun; SMARTBuild: A scalable AI-reinforced digital twin build platform for modular building and community infrastructure; AEA (Australia's Economic Accelerator) Ignite (IG250200252); 2026-2027

Best Paper Award, The Sixth Australasian Conference on Computational Mechanics (ACCM 2023);

Best Paper Award, The 13th International Conference on Structural Safety and Reliability (ICOSSAR 2021-2022).

Follow

Dr Qihan Wang

Follow me