Silling, Stewart
- Nonlocal Attention Operator: Materializing Hidden Knowledge Towards Interpretable Physics Discovery
2024/08/14 by Yue Yu, Yu, Yue, Ning Liu +9 · 10 citations
Computer Science · #Analysis of PDEs (math.AP) #Computational Physics and Python Applications #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Neural Networks and Applications #Time Series Analysis and Forecasting
- Peridynamic Neural Operators: A Data-Driven Nonlocal Constitutive Model for Complex Material Responses
2024/01/11 by Siavash Jafarzadeh, Stewart Silling, Jafarzadeh, Siavash +7 · 5 citations
Computer Science · Engineering · Physics and Astronomy · #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Materials Science (cond-mat.mtrl-sci) #Model Reduction and Neural Networks #Neural Networks and Applications #Numerical methods in engineering
- Data-driven learning of nonlocal models: from high-fidelity simulations to constitutive laws
2020/12/08 by You, Huaiqian, Yu, Yue, Silling, Stewart +1 · 1 citation
#FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC)
- Bayesian Nonlocal Operator Regression (BNOR): A Data-Driven Learning Framework of Nonlocal Models with Uncertainty Quantification
2022/10/06 by Yi‐Ming Fan, Marta D’Elia, Fan, Yiming +7 · 1 citation
Engineering · #Composite Material Mechanics #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Materials Science (cond-mat.mtrl-sci) #Mineral Processing and Grinding #Non-Destructive Testing Techniques
- Heterogeneous Peridynamic Neural Operators: Discover Biotissue Constitutive Law and Microstructure From Digital Image Correlation Measurements
2024/03/27 by Jafarzadeh, Siavash, Silling, Stewart, Zhang, Lu +5 · 1 citation
#FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Materials Science (cond-mat.mtrl-sci)