Namespace AiDotNet.PhysicsInformed.ScientificML
Classes
- HamiltonianNeuralNetwork<T>
Implements Hamiltonian Neural Networks (HNN) for learning conservative dynamical systems.
- LagrangianNeuralNetwork<T>
Implements Lagrangian Neural Networks (LNN) for learning mechanical systems.
- SymbolicExpression<T>
Represents a symbolic mathematical expression.
- SymbolicPhysicsLearner<T>
Implements Symbolic Physics Learning for discovering interpretable equations from data.
- UniversalDifferentialEquation<T>
Implements Universal Differential Equations (UDEs) - ODEs with neural network components.
Enums
- OdeIntegrationMethod
Supported integration schemes for UDE simulation.
- SymbolicExpressionType
Types of symbolic expressions.