Faculty Profiles - LIU Yaru | The Hong Kong University of Science and Technology

Yaru LIU
劉亞儒

PhD in Solid Mechanics
Beihang University, 2024

Research Assistant Professor
Department of Mechanical and Aerospace Engineering

(852) 2358 8811
yaruliu@ust.hk
Room 4226B

Google Scholar

FiMuQBgAAAAJ

ORCID

0009-0002-9356-726X

Scopus ID

57207770527

Research Interest Publications

Research Interest

Computational mechanics

Publications

All Years 11 2026 1 2025 8 2024 1 2023 1 2022 0 2021 0

2026 1

A novel study on hybrid physics-data-driven reduced-order modeling for aerodynamic load inversion under structural field uncertainties

Computer Methods in Applied Mechanics and Engineering, v. 448, (Part B), article number 118504
Liu, Yaru; Wang, Lei; Zhou, Xuan; Li, Zeshang; Wang, Yuewu
Article

2025 8

A deep generative multiscale topology optimization framework considering manufacturing defects and parametrical uncertainties

Computer Methods in Applied Mechanics and Engineering, v. 437, article number 117778
Wu, Yichen; Wang, Lei; Li, Zeshang; Wu, Lianmei; Liu, Yaru
Article

A hybrid model-based and data-driven method for mechanical-thermal dynamic load identification considering multi-source uncertainties

Computer Methods in Applied Mechanics and Engineering, v. 435, article number 117662
Zhang, Haoyu; Wang, Lei; Liu, Yaru
Article

Interval sequential optimization and time-variant reliability assessment (ISOTRA) framework for dynamic stress-constrained topology design

Engineering with Computers, v. 41, (5), p. 3587-3610
Liu, Yaru; Wang, Lei
Article

Interval-based scale-span topology optimization considering reliable manufacturing limits via the parameterized level set method and image recognition techniques

Thin-Walled Structures, v. 214, article number 113353
Li, Zeshang; Wang, Lei; Gu, Kaixuan; Liu, Yaru
Article

Multitask-Transfer-Learning Method for Random-Force Frequency Identification Considering Multisource Uncertainties

AIAA Journal, v. 63, (6), p. 2345-2360
Liu, Yaru; Wang, Lei; Ng, Bing Feng
Article

Topology design of multi-scale thermo-elastic structures considering performance reduction and disturbance based on interval models

Applied Mathematical Modelling, v. 146, article number 116167
Li, Zeshang; Wang, Lei; Chai, Yuan; Zhang, Long; Liu, Yaru
Article

Uncertainty-oriented dynamic topology optimization for cross-scale concurrent design considering improved size-controlling strategy

Reliability Engineering and System Safety, v. 257, (Part A), article number 110819
Zhao, Xingyu; Wang, Lei; Liu, Yaru
Article

Uncertainty-oriented physics-informed long short-term memory (UOPI-LSTM) network framework for dynamic force identification with interval uncertainties

Expert Systems with Applications, v. 274, article number 127067
Wang, Lei; Cheng, Liaoliao; Liu, Yaru
Article

2024 1

A hybrid model-data-driven framework for inverse load identification of interval structures based on physics-informed neural network and improved Kalman filter algorithm

Applied Energy, v. 359, article number 122740
Liu, Yaru; Wang, Lei; Ng, Bing Feng
Article

2023 1

Multiobjective-clustering-based optimal heterogeneous sensor placement method for thermo-mechanical load identification

International Journal of Mechanical Sciences, v. 253, article number 108369
Liu, Yaru; Wang, Lei
Article

Article 1

A novel study on hybrid physics-data-driven reduced-order modeling for aerodynamic load inversion under structural field uncertainties

Computer Methods in Applied Mechanics and Engineering, v. 448, (Part B), article number 118504
Liu, Yaru; Wang, Lei; Zhou, Xuan; Li, Zeshang; Wang, Yuewu

Article 8

A deep generative multiscale topology optimization framework considering manufacturing defects and parametrical uncertainties

Computer Methods in Applied Mechanics and Engineering, v. 437, article number 117778
Wu, Yichen; Wang, Lei; Li, Zeshang; Wu, Lianmei; Liu, Yaru

A hybrid model-based and data-driven method for mechanical-thermal dynamic load identification considering multi-source uncertainties

Computer Methods in Applied Mechanics and Engineering, v. 435, article number 117662
Zhang, Haoyu; Wang, Lei; Liu, Yaru

Interval sequential optimization and time-variant reliability assessment (ISOTRA) framework for dynamic stress-constrained topology design

Engineering with Computers, v. 41, (5), p. 3587-3610
Liu, Yaru; Wang, Lei

Interval-based scale-span topology optimization considering reliable manufacturing limits via the parameterized level set method and image recognition techniques

Thin-Walled Structures, v. 214, article number 113353
Li, Zeshang; Wang, Lei; Gu, Kaixuan; Liu, Yaru

Multitask-Transfer-Learning Method for Random-Force Frequency Identification Considering Multisource Uncertainties

AIAA Journal, v. 63, (6), p. 2345-2360
Liu, Yaru; Wang, Lei; Ng, Bing Feng

Topology design of multi-scale thermo-elastic structures considering performance reduction and disturbance based on interval models

Applied Mathematical Modelling, v. 146, article number 116167
Li, Zeshang; Wang, Lei; Chai, Yuan; Zhang, Long; Liu, Yaru

Uncertainty-oriented dynamic topology optimization for cross-scale concurrent design considering improved size-controlling strategy

Reliability Engineering and System Safety, v. 257, (Part A), article number 110819
Zhao, Xingyu; Wang, Lei; Liu, Yaru

Uncertainty-oriented physics-informed long short-term memory (UOPI-LSTM) network framework for dynamic force identification with interval uncertainties

Expert Systems with Applications, v. 274, article number 127067
Wang, Lei; Cheng, Liaoliao; Liu, Yaru

Article 1

A hybrid model-data-driven framework for inverse load identification of interval structures based on physics-informed neural network and improved Kalman filter algorithm

Applied Energy, v. 359, article number 122740
Liu, Yaru; Wang, Lei; Ng, Bing Feng

Article 1

Multiobjective-clustering-based optimal heterogeneous sensor placement method for thermo-mechanical load identification

International Journal of Mechanical Sciences, v. 253, article number 108369
Liu, Yaru; Wang, Lei

No Publications

Research Interest

Publications

2026 1

2025 8

2024 1

2023 1

Article 1

Article 8

Article 1

Article 1

Projects

From January 2023 to December 2025

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