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Multi-Flow Generalization in Data-Driven Turbulence Modeling: An Exploratory Study
Multi-Flow Generalization in Data-Driven Turbulence Modeling: An Exploratory Study
Deep Symbolic Regression for Nonlinear Dynamical Systems
Deep Symbolic Regression for Nonlinear Dynamical Systems
Mini-Batching, Gradient-Clipping, First-versus Second-Order
Mini-Batching, Gradient-Clipping, First-versus Second-Order: What Works in Gradient-Based Coefficient Optimisation for Symbolic Regression'
Toward Physically Plausible Data-Driven Models
Toward Physically Plausible Data-Driven Models: A Novel Neural Network Approach to Symbolic Regression
Data-Driven Turbulence Modeling
Data-Driven Turbulence Modeling: Discovering Turbulence Models using Sparse Symbolic Regression
Data-Driven Turbulence Modelling of Algebraic Reynolds-Stress Models using Deep Symbolic Regression
Data-Driven Turbulence Modelling of Algebraic Reynolds-Stress Models using Deep Symbolic Regression
Bayesian deep learning for system identification
Bayesian deep learning for system identification
Gene-pool Optimal Mixing in Cartesian Genetic Programming
Gene-pool Optimal Mixing in Cartesian Genetic Programming
Evolvability degeneration in multi-objective genetic programming for symbolic regression
Evolvability degeneration in multi-objective genetic programming for symbolic regression
Hydraulic modelling of liquid-solid fluidisation in drinking water treatment processes
Hydraulic modelling of liquid-solid fluidisation in drinking water treatment processes
Symbolic Regression Methods for Reinforcement Learning
Symbolic Regression Methods for Reinforcement Learning
Selecting Informative Data Samples for Model Learning Through Symbolic Regression
Selecting Informative Data Samples for Model Learning Through Symbolic Regression
Data-driven RANS closures for three-dimensional flows around bluff bodies
Data-driven RANS closures for three-dimensional flows around bluff bodies
Multi-objective symbolic regression for physics-aware dynamic modeling
Multi-objective symbolic regression for physics-aware dynamic modeling
Data­-driven techniques for finding governing equations of noisy nonlinear dynamical systems
Data­-driven techniques for finding governing equations of noisy nonlinear dynamical systems
Enhancement of data-driven turbulence models for wind turbine wake applications
Enhancement of data-driven turbulence models for wind turbine wake applications
Inferring algebraic stress models from high-fidelity data and applying machine learning to enhance and generalize turbulence lag models
Inferring algebraic stress models from high-fidelity data and applying machine learning to enhance and generalize turbulence lag models
Constructing parsimonious analytic models for dynamic systems via symbolic regression
Constructing parsimonious analytic models for dynamic systems via symbolic regression
Symbolic regression driven by training data and prior knowledge
Symbolic regression driven by training data and prior knowledge
Symbolic regression of algebraic stress-strain relation for RANS turbulence closure
Symbolic regression of algebraic stress-strain relation for RANS turbulence closure
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