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Collaborations and top research areas from the last five years
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Bayesian Entropy Neural Networks for physics-aware prediction
Rathnakumar, R., Lu, X., Huang, J., Yan, H. & Liu, Y., Feb 2026, In: Reliability Engineering and System Safety. 266, 111575.Research output: Contribution to journal › Article › peer-review
2 Link opens in a new tab Scopus citations -
Probabilistic latent dynamics network for efficient and scalable modeling
Lu, X. & Liu, Y., Jan 2026, In: Structural and Multidisciplinary Optimization. 69, 1, 14.Research output: Contribution to journal › Article › peer-review
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ADHD diagnostics and severity assessment using topological manifold learning of resting-state functional magnetic resonance imaging (rs-fMRI)
Xue, Y., Zhou, Y., Na, X., Ou, X. & Liu, Y., Sep 2025, In: Neuroimage: Reports. 5, 3, 100283.Research output: Contribution to journal › Article › peer-review
Open Access -
Bayesian Approach for Uncertainty Quantification of Neural Networks-based Crack Diagnostics
Rathnakumar, R., Pang, Y. & Liu, Y., 2025, AIAA Science and Technology Forum and Exposition, AIAA SciTech Forum 2025. American Institute of Aeronautics and Astronautics Inc, AIAA, (AIAA Science and Technology Forum and Exposition, AIAA SciTech Forum 2025).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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Data-driven governing equation identification of near terminal air traffic flow dynamics
Xu, Q., Pang, Y., Zhang, Z. & Liu, Y., Nov 2025, In: Journal of Air Transport Management. 129, 102871.Research output: Contribution to journal › Article › peer-review
2 Link opens in a new tab Scopus citations
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Collaborative Research: SLES: Safe Distributional-Reinforcement-Learning-Enabled Systems: Theories, Algorithms, Experiments
Zhang, W. (PI) & Liu, Y. (CoI)
National Science Foundation (NSF)
10/1/23 → 9/30/27
Project: Research project
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Multi-compound green corrosion inhibitor for gas pipeline: synthesis, optimization, and evaluation
DOT: Pipeline Hazardous Materials Safety Administration (PHMSA)
9/30/23 → 9/29/26
Project: Research project
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Collaborative Research - FW-HTF-P - Efficient Inspection of Unpiggable Pipelines through Human-Robot Integration
Liu, Y. (PI) & Zhang, W. (CoI)
National Science Foundation (NSF)
10/1/22 → 9/30/23
Project: Research project
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CC Compute The Arizona Federated Open Research Computing Enclave AFORCE an Advanced Computing Platform for Science Engineering and Health
Sulc, P. (CoI), Herrmann, M. (CoI), Sankar, L. (CoI), Oswald, J. (CoI), Muhich, C. (CoI), Jennewein, D. (PI), Pfeifer, S. (CoI), Yang, Y. (CoI), Line, M. (CoI), Liang, J. (CoI), Ren, Y. (CoI), Singharoy, A. (CoI), Heyden, M. (CoI), Liu, Y. (CoI), Zheng, W. (CoI), Beckstein, O. (CoI), Jayasuriya, S. (CoI), Wang, Y. (CoI), Singh, A. (CoI), Ozkan, B. (CoI) & Jiao, Y. (CoI)
National Science Foundation (NSF)
10/1/21 → 9/30/24
Project: Research project
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Knowledge-guided Automation for Integrity Management of Aging Pipelines (KAI-MAP) for Hydrogen Transport
DOT: Pipeline Hazardous Materials Safety Administration (PHMSA)
9/30/21 → 9/30/24
Project: Research project
Datasets
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Hierarchical Multi-label Classification for Fine-level Event Extraction from Aviation Accident Reports
Yan, H. (Creator), Zhao, X. (Contributor), Yan, H. (Creator) & Liu, Y. (Contributor), Code Ocean, 2024
DOI: 10.24433/co.9564900.v1, https://codeocean.com/capsule/9128124/tree/v1
Dataset