Projects per year
Personal profile
Research Interest Keywords
- Physics-enhanced machine learning
- Data-driven material modeling
- Composite
- Fracture mechanics
- Subsurface flow and transport
- AI in Geoscience
- Soft tissue modeling
- Scientific machine learning
- meshfree methods
- Metamaterials
- computational mechanics
- Reduced-order modeling
- Multiscale modeling
- Topology optimization
- Multiphysics simulation
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
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SDG 9 Industry, Innovation, and Infrastructure
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SDG 11 Sustainable Cities and Communities
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SDG 13 Climate Action
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Collaborations and top research areas from the last five years
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Determining fracture characteristics for Karst Groundwater Flow Modeling
He, Q. (PI), Kang, P. (PI) & Strack, O. D. (Co-Principal Investigator)
LEGISLATIVE-CITIZEN COMMISSION ON MN RES
7/1/26 → 6/30/29
Project: Research project
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CAREER: Learning-Enabled Multiphysics Computational Infrastructure for Failure Simulation in Geohazard-Structure Interaction
He, Q. (PI)
THE NATIONAL SCIENCE FOUNDATION
7/1/26 → 6/30/31
Project: Research project
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NSRI Research Advisory Board
Chen, X. (PI), Dwivedi, A. (PI), Ferry, V. E. (PI), He, Q. (PI), Hemati, M. S. (PI), Kirkpatrick, K. (PI), Kortshagen, U. R. (PI) & del Val, A. (PI)
VARIOUS SPONSORS - NON-FEDERAL
10/1/25 → 9/30/30
Project: Research project
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Center for Transportation Studies Operations - Fiscal Years 26-27
Barman, M. (PI), Bartlett, K. R. (PI), Cai, M. (PI), Cao, J. (PI), Chiang, Y.-Y. (PI), Choi, S. (PI), Christiansen, M. U. (PI), Craig, C. (PI), Davis, B. J. (PI), Denten, K. (PI), Douma, F. P. (PI), Erickson, A. (PI), Gebre Egziabher, D. (PI), Guzina, B. B. (PI), Harrington, E. S. (PI), Hayee, I. (PI), He, Q. (PI), Hedegaard, B. D. (PI), Heger, S. F. (PI), Khani, A. (PI), Le, J. (PI), Levin, M. W. (PI), Lind, E. M. (PI), Linderman, L. E. (PI), Marasteanu, M. (PI), Maximiano Dos Santos, K. R. (PI), Morellas, V. (PI), Morris, N. L. (PI), Morris, T. (PI), Mortazavi, P. (PI), Northrop, W. (PI), Papanikolopoulos, N. P. (PI), Qian, X. (PI), Quick, K. (PI), Rajamani, R. (PI), Ramadan, E. (PI), Saftner, D. A. (PI), Schneider, I. E. (PI), Schwieters, K. R. (PI), Shekhar, S. (PI), Shelton, K. (PI), Song, Y. (PI), Stern, R. (PI), Strandjord, K. L. (PI), Worsfold, B. L. (PI), Yu, Y. (PI), Zhang, Y. (PI), Zhang, Z.-L. (PI), Zhu, D. (PI), Baas, G. M. (CoI), Malinoff, S. (CoI), Anderson, C. D. (Other Role), Andrews, E. C. (Other Role), Arbury Prorok, C. (Other Role), Bass, J. S. (Other Role), Biever, M. (Other Role), De Sota, J. (Other Role), Endsley, L. M. (Other Role), Finklea, K. (Other Role), Frandrup, C. (Other Role), Friebe, A. C. (Other Role), Fritze, A. (Other Role), Hahn, S. N. (Other Role), Hasty, B. J. (Other Role), Kronebusch, A. M. (Other Role), Liu, S. S. (Other Role), McCarthy, M. (Other Role), Moses, M. L. (Other Role), Owen, A. (Other Role), Peterson, D. (Other Role), Piper, J. W. (Other Role), Rzeszutek, K. R. (Other Role), Siqveland, J. E. (Other Role), Tuite, M. R. (Other Role) & Wrucke, A. J. (Other Role)
MINNESOTA DEPARTMENT OF TRANSPORTATION
7/15/25 → 6/30/27
Project: Research project
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Microstructure-Informed Neural Multiscale Modeling Framework for Multiphase Soft Composite Systems
He, Q. (PI)
6/1/25 → 6/30/26
Project: Research project
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JAX-MPM: a learning-augmented differentiable meshfree framework for GPU-accelerated Lagrangian simulation and geophysical inverse modeling
Du, H. & He, Q. Z., Jun 2026, In: Engineering with Computers. 42, 3, 85.Research output: Contribution to journal › Article › peer-review
Open Access1 Link opens in a new tab Scopus citations -
A Comparative Study of Physics-Informed and Data-Driven Neural Networks for Compound Flood Simulation at River-Ocean Interfaces: A Case Study of Hurricane Irene
Feng, D., Tan, Z., Lin, Z., Xu, D., Yu, C. W. & He, Q. Z., Dec 2025, In: Journal of Geophysical Research: Machine Learning and Computation. 2, 4, e2025JH000758.Research output: Contribution to journal › Article › peer-review
Open Access6 Link opens in a new tab Scopus citations -
A generalized moving least squares-enhanced Lagrangian particle method for anisotropic dispersion in heterogeneous porous media
Fang, J., Al-Hamdan, M. Z., Chao, X. & He, Q. Z., Dec 2025, In: Advances in Water Resources. 206, 105152.Research output: Contribution to journal › Article › peer-review
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Differentiable neural-integrated meshfree method for forward and inverse modeling of finite strain hyperelasticity
Du, H., Guo, B. & He, Q. Z., Jun 2025, In: Engineering with Computers. 41, 3, p. 1597-1617 21 p.Research output: Contribution to journal › Article › peer-review
7 Link opens in a new tab Scopus citations -
History-aware neural operator: Robust data-driven constitutive modeling of path-dependent materials
Guo, B., Lin, Z. & He, Q. Z., Dec 1 2025, In: Computer Methods in Applied Mechanics and Engineering. 447, 118358.Research output: Contribution to journal › Article › peer-review
11 Link opens in a new tab Scopus citations