Physics-Guided Machine Learning for Scientific Discovery: An Application
in Simulating Lake Temperature Profiles

Physics-Guided Machine Learning for Scientific Discovery: An Application in Simulating Lake Temperature Profiles

28 January 2020

Anuj Karpatne

Jacob Aaron Zwart

Papers citing "Physics-Guided Machine Learning for Scientific Discovery: An Application in Simulating Lake Temperature Profiles"

14 / 14 papers shown

Title
Knowledge Guided Encoder-Decoder Framework: Integrating Multiple Physical Models for Agricultural Ecosystem Modeling Qi Cheng Licheng Liu Yao Zhang Mu Hong Shiyuan Luo Zhenong Jin Yiqun Xie Xiaowei Jia 34 0 0 05 May 2025
FREE: The Foundational Semantic Recognition for Modeling Environmental Ecosystems Shiyuan Luo Juntong Ni Shengyu Chen Runlong Yu Yiqun Xie Licheng Liu Zhenong Jin Huaxiu Yao Xiaowei Jia 36 8 0 17 Nov 2023
Learning Hybrid Dynamics Models With Simulator-Informed Latent States K. Ensinger Sebastian Ziesche Sebastian Trimpe 34 1 0 06 Sep 2023
Origin-Destination Network Generation via Gravity-Guided GAN Can Rong Huandong Wang Yong Li 19 5 0 06 Jun 2023
Multiphysics discovery with moving boundaries using Ensemble SINDy and Peridynamic Differential Operator A. Bekar E. Haghighat E. Madenci AI4CE 24 2 0 27 Mar 2023
Real-time simulation of viscoelastic tissue behavior with physics-guided deep learning Mohammad Karami H. Lombaert David Rivest-Hénault AI4CE 13 16 0 11 Jan 2023
Knowledge-augmented Deep Learning and Its Applications: A Survey Zijun Cui Tian Gao Kartik Talamadupula Qiang Ji 27 18 0 30 Nov 2022
Physical Systems Modeled Without Physical Laws D. Noever Samuel Hyams AI4CE PINN 26 0 0 26 Jul 2022
Adaptive Sampling for Discovery Ziping Xu Eunjae Shim Ambuj Tewari Paul M. Zimmerman OffRL 16 4 0 30 May 2022
Physics vs. Learned Priors: Rethinking Camera and Algorithm Design for Task-Specific Imaging Tzofi Klinghoffer S. Somasundaram Kushagra Tiwary Ramesh Raskar 21 8 0 21 Apr 2022
A Review of Machine Learning Methods Applied to Structural Dynamics and Vibroacoustic Barbara Z Cunha C. Droz A. Zine Stéphane Foulard M. Ichchou AI4CE 35 84 0 13 Apr 2022
When Physics Meets Machine Learning: A Survey of Physics-Informed Machine Learning Chuizheng Meng Sungyong Seo Defu Cao Sam Griesemer Yan Liu PINN AI4CE 42 57 0 31 Mar 2022
Physics-constrained Deep Learning for Robust Inverse ECG Modeling Jianxin Xie B. Yao 30 21 0 26 Jul 2021
Surrogate Modeling of Fluid Dynamics with a Multigrid Inspired Neural Network Architecture Q. Le C. Ooi AI4CE 21 10 0 09 May 2021