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

28 January 2020

Anuj Karpatne

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

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Title
Scientifically-Interpretable Reasoning Network (ScIReN): Uncovering the Black-Box of Nature Joshua Fan Haodi Xu Feng Tao Md Nasim Marc Grimson Yiqi Luo Carla P. Gomes 21 0 0 16 Jun 2025
A Survey of Physics-Informed AI for Complex Urban Systems En Xu Huandong Wang Yunke Zhang Sibo Li Yinzhou Tang ... Yuming Lin Yuan Yuan Xiaochen Fan Jingtao Ding Yong Li AI4CE 25 0 0 09 Jun 2025
Over-PINNs: Enhancing Physics-Informed Neural Networks via Higher-Order Partial Derivative Overdetermination of PDEs Wenxuan Huo Qiang He Gang Zhu Weifeng Huang PINN AI4CE 47 0 0 06 Jun 2025
X-MethaneWet: A Cross-scale Global Wetland Methane Emission Benchmark Dataset for Advancing Science Discovery with AI Yiming Sun Shuo Chen Shengyu Chen Chonghao Qiu Licheng Liu ... Gavin McNicol Qianlai Zhuang Chris Smith Yiqun Xie Xiaowei Jia 20 0 0 23 May 2025
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 71 0 0 05 May 2025
Foundation Models for Environmental Science: A Survey of Emerging Frontiers Runlong Yu Shengyu Chen Yiqun Xie Huaxiu Yao J. Willard X. Jia AI4CE 129 1 0 05 Apr 2025
Point Neuron Learning: A New Physics-Informed Neural Network Architecture Hanwen Bi T. Abhayapala PINN 56 4 0 30 Aug 2024
Science-Informed Deep Learning (ScIDL) With Applications to Wireless Communications Atefeh Termehchi Ekram Hossain Isaac Woungang 73 0 0 29 Jun 2024
Multivariate Physics-Informed Convolutional Autoencoder for Anomaly Detection in Power Distribution Systems with High Penetration of DERs Mehdi Jabbari Zideh S. K. Solanki 79 4 0 05 Jun 2024
Streamflow Prediction with Uncertainty Quantification for Water Management: A Constrained Reasoning and Learning Approach Mohammed Amine Gharsallaoui Bhupinderjeet Singh Supriya Savalkar Aryan Deshwal Yan Yan Ananth Kalyanaraman Kirti Rajagopalan J. Doppa AI4CE 67 1 0 31 May 2024
Knowledge-guided Machine Learning: Current Trends and Future Prospects Anuj Karpatne X. Jia Vipin Kumar 103 12 0 24 Mar 2024
Earthfarseer: Versatile Spatio-Temporal Dynamical Systems Modeling in One Model Hao Wu Yuxuan Liang Wei Xiong Zhengyang Zhou Wei-Ming Huang Shilong Wang Kun Wang AI4TS 111 10 0 13 Dec 2023
XLB: A differentiable massively parallel lattice Boltzmann library in Python Mohammadmehdi Ataei H. Salehipour AI4CE 64 18 0 27 Nov 2023
Physics-Enhanced TinyML for Real-Time Detection of Ground Magnetic Anomalies Talha Siddique Md. Shaad Mahmud AI4CE 73 5 0 19 Nov 2023
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 133 8 0 17 Nov 2023
Learning Hybrid Dynamics Models With Simulator-Informed Latent States K. Ensinger Sebastian Ziesche Sebastian Trimpe 68 1 0 06 Sep 2023
Time Series Predictions in Unmonitored Sites: A Survey of Machine Learning Techniques in Water Resources J. Willard C. Varadharajan X. Jia Vipin Kumar AI4TS 81 4 0 18 Aug 2023
The Deep Arbitrary Polynomial Chaos Neural Network or how Deep Artificial Neural Networks could benefit from Data-Driven Homogeneous Chaos Theory S. Oladyshkin T. Praditia Ilja Kroker F. Mohammadi Wolfgang Nowak S. Otte AI4CE 48 5 0 26 Jun 2023
Origin-Destination Network Generation via Gravity-Guided GAN Can Rong Huandong Wang Yong Li 61 6 0 06 Jun 2023
Physics-Regulated Deep Reinforcement Learning: Invariant Embeddings H. Cao Y. Mao L. Sha Marco Caccamo PINN AI4CE 76 6 0 26 May 2023
Physics-guided generative adversarial network to learn physical models Kazuo Yonekura GAN PINN AI4CE 24 1 0 22 Apr 2023
Multiphysics discovery with moving boundaries using Ensemble SINDy and Peridynamic Differential Operator A. Bekar E. Haghighat E. Madenci AI4CE 59 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 55 16 0 11 Jan 2023
Task-Adaptive Meta-Learning Framework for Advancing Spatial Generalizability Zhexiong Liu Licheng Liu Yiqun Xie Zhenong Jin X. Jia 89 8 0 10 Dec 2022
Knowledge-augmented Deep Learning and Its Applications: A Survey Zijun Cui Tian Gao Kartik Talamadupula Qiang Ji 112 19 0 30 Nov 2022
Phy-Taylor: Physics-Model-Based Deep Neural Networks Y. Mao L. Sha Huajie Shao Yuliang Gu Qixin Wang Tarek Abdelzaher PINN AI4CE 101 1 0 27 Sep 2022
Physical Systems Modeled Without Physical Laws D. Noever Samuel Hyams AI4CE PINN 62 0 0 26 Jul 2022
Multiscale Neural Operator: Learning Fast and Grid-independent PDE Solvers Björn Lütjens Catherine H. Crawford C. Watson C. Hill Dava Newman AI4CE 52 10 0 23 Jul 2022
Super-resolving 2D stress tensor field conserving equilibrium constraints using physics informed U-Net Kazuo Yonekura Kento Maruoka Kyoku Tyou Katsuyuki Suzuki 18 1 0 02 Jun 2022
Adaptive Sampling for Discovery Ziping Xu Eunjae Shim Ambuj Tewari Paul M. Zimmerman OffRL 63 5 0 30 May 2022
Multi-Objective Physics-Guided Recurrent Neural Networks for Identifying Non-Autonomous Dynamical Systems Oliver Schön Ricarda-Samantha Götte Julia Timmermann AI4CE 52 6 0 27 Apr 2022
Physics vs. Learned Priors: Rethinking Camera and Algorithm Design for Task-Specific Imaging Tzofi Klinghoffer S. Somasundaram Kushagra Tiwary Ramesh Raskar 113 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 71 91 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 122 59 0 31 Mar 2022
Physics-Informed Graph Learning Ciyuan Peng Xiwei Xu Vidya Saikrishna Huan Liu PINN AI4CE 92 6 0 22 Feb 2022
Semi-supervised physics guided deep learning framework for predicting the I-V characteristics of GAN HEMT Shivanshu Mishra Bipin Gaikwad N. Chaturvedi AI4CE 29 0 0 20 Oct 2021
Heterogeneous Stream-reservoir Graph Networks with Data Assimilation Shengyu Chen A. Appling S. Oliver Hayley Corson-Dosch J. Read J. Sadler Jacob Aaron Zwart X. Jia 41 20 0 11 Oct 2021
SWAT Watershed Model Calibration using Deep Learning M. Mudunuru K. Son Pin Jiang X. Chen 43 2 0 06 Oct 2021
Transfer Learning Approaches for Knowledge Discovery in Grid-based Geo-Spatiotemporal Data Aishwarya Sarkar Jien Zhang Chaoqun Lu Ali Jannesari AI4CE 86 2 0 02 Oct 2021
Paradigm Shift Through the Integration of Physical Methodology and Data Science T. Miyamoto AI4CE 43 0 0 30 Sep 2021
Physics-constrained Deep Learning for Robust Inverse ECG Modeling Jianxin Xie B. Yao 82 22 0 26 Jul 2021
A Framework for Machine Learning of Model Error in Dynamical Systems Matthew E. Levine Andrew M. Stuart 111 69 0 14 Jul 2021
Bayesian Deep Learning Hyperparameter Search for Robust Function Mapping to Polynomials with Noise Nidhin Harilal Udit Bhatia A. Ganguly OOD 35 0 0 23 Jun 2021
Monotonic Neural Network: combining Deep Learning with Domain Knowledge for Chiller Plants Energy Optimization Fanhe Ma Faen Zhang Shenglan Ben Shuxin Qin Pengcheng Zhou Changsheng Zhou Fengyi Xu 48 0 0 11 Jun 2021
Surrogate Modeling of Fluid Dynamics with a Multigrid Inspired Neural Network Architecture Q. Le C. Ooi AI4CE 49 10 0 09 May 2021
Recent Ice Trends in Swiss Mountain Lakes: 20-year Analysis of MODIS Imagery Manu Tom Tianyu Wu E. Baltsavias Konrad Schindler 55 4 0 23 Mar 2021
Data Assimilation Networks Pierre Boudier Anthony Fillion Serge Gratton S. Gürol Sixin Zhang AI4CE 82 12 0 19 Oct 2020
Modeling Stochastic Microscopic Traffic Behaviors: a Physics Regularized Gaussian Process Approach Yun Yuan Qinzheng Wang X. Yang 67 10 0 17 Jul 2020
A Data Scientist's Guide to Streamflow Prediction M. Gauch Jimmy Lin AI4TS AI4CE 51 9 0 05 Jun 2020
Integrating Scientific Knowledge with Machine Learning for Engineering and Environmental Systems J. Willard X. Jia Shaoming Xu M. Steinbach Vipin Kumar AI4CE 158 414 0 10 Mar 2020