├── 1D Bar Deep Energy Method (Python - pytorch) ├── 1D Bar Problem.pdf ├── 1DBar.ipynb ├── displacement_1D_DEM.pdf ├── energyDEM.pdf ├── epsilon_1D_DEM.pdf ├── error_dis_1D_DEM.pdf └── error_epsilon_1D_DEM.pdf ├── 1D Bar ├── BarUnderEndTensionAndCompression.ipynb ├── BarUnderEndVariableTension.ipynb ├── comp_result.pdf ├── tension_result.pdf └── variable_load_1d_bar.pdf ├── 1D Beam ├── 1D_Beam_results.pdf └── CantiliverBeamWithUniformLoading.ipynb ├── 1D Burgers Equation ├── 1-D Burgers' Equation.ipynb ├── Burgers_0.1sec.pdf ├── Burgers_0.5sec.pdf ├── Burgers_1.0sec.pdf └── predictedBurgers.pdf ├── 2D PDEs using NeuralPDE ├── 2D PDE Solving.ipynb ├── 2D-PDE-anal.pdf ├── 2D-PDE-err.pdf ├── 2D-PDE-pred.pdf └── 3pde.gif ├── 2D Poisson Equation ├── Poisson Equation.ipynb ├── analyticPoisson.pdf ├── errorPoisson.pdf └── predictPoisson.pdf ├── DEM 2D Beam (Python - pytorch) ├── 2DBemaTrapz.vts ├── Beam_2D_Hyperelasticity.ipynb ├── DEM_2D_Beam.pdf ├── Displacement2D-BEam.eps ├── Domain2DBeam.pdf ├── S-VonMises.eps └── utils.zip ├── Elastodynamics 1D ├── Elastodynamics1D.ipynb ├── NNWave1D.pdf ├── analyticWave1D.pdf └── errorWave1D.pdf ├── Others (For Understanding) ├── Quadratic_equation.ipynb └── Solution a simple ODE with or without Package.ipynb ├── Plate Problem ├── Julia Implementation (NeuralPDE.jl) │ ├── NeuralPDEPlate_analytical.pdf │ ├── NeuralPDEPlate_error.pdf │ ├── NeuralPDEPlate_predicted.pdf │ └── Plate_NeuralPDE.ipynb └── Python Implementation (Tensorflow) │ ├── PlateProblemUsingTensorflow(Python).ipynb │ ├── PlateTfError.pdf │ ├── PlateTfExact.pdf │ ├── PlateTfPredict.pdf │ └── utils.zip └── README.md /1D Bar Deep Energy Method (Python - pytorch)/1D Bar Problem.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mohitksoni/Meachine-Learning-approach-to-solve-the-mechanics-problems/HEAD/1D Bar Deep Energy Method (Python - pytorch)/1D Bar Problem.pdf -------------------------------------------------------------------------------- /1D Bar Deep Energy Method (Python - pytorch)/1DBar.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mohitksoni/Meachine-Learning-approach-to-solve-the-mechanics-problems/HEAD/1D Bar Deep Energy Method (Python - pytorch)/1DBar.ipynb -------------------------------------------------------------------------------- /1D Bar Deep Energy Method (Python - pytorch)/displacement_1D_DEM.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mohitksoni/Meachine-Learning-approach-to-solve-the-mechanics-problems/HEAD/1D Bar Deep Energy Method (Python - pytorch)/displacement_1D_DEM.pdf -------------------------------------------------------------------------------- /1D Bar Deep Energy Method (Python - pytorch)/energyDEM.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mohitksoni/Meachine-Learning-approach-to-solve-the-mechanics-problems/HEAD/1D Bar Deep Energy Method (Python - pytorch)/energyDEM.pdf -------------------------------------------------------------------------------- /1D Bar Deep Energy Method (Python - pytorch)/epsilon_1D_DEM.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mohitksoni/Meachine-Learning-approach-to-solve-the-mechanics-problems/HEAD/1D Bar Deep Energy Method (Python - pytorch)/epsilon_1D_DEM.pdf -------------------------------------------------------------------------------- /1D Bar Deep Energy Method (Python - pytorch)/error_dis_1D_DEM.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mohitksoni/Meachine-Learning-approach-to-solve-the-mechanics-problems/HEAD/1D Bar Deep Energy Method (Python - pytorch)/error_dis_1D_DEM.pdf -------------------------------------------------------------------------------- /1D Bar Deep Energy Method (Python - pytorch)/error_epsilon_1D_DEM.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mohitksoni/Meachine-Learning-approach-to-solve-the-mechanics-problems/HEAD/1D Bar Deep Energy Method (Python - pytorch)/error_epsilon_1D_DEM.pdf -------------------------------------------------------------------------------- /1D Bar/BarUnderEndTensionAndCompression.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mohitksoni/Meachine-Learning-approach-to-solve-the-mechanics-problems/HEAD/1D Bar/BarUnderEndTensionAndCompression.ipynb -------------------------------------------------------------------------------- /1D Bar/BarUnderEndVariableTension.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mohitksoni/Meachine-Learning-approach-to-solve-the-mechanics-problems/HEAD/1D Bar/BarUnderEndVariableTension.ipynb -------------------------------------------------------------------------------- /1D Bar/comp_result.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mohitksoni/Meachine-Learning-approach-to-solve-the-mechanics-problems/HEAD/1D Bar/comp_result.pdf -------------------------------------------------------------------------------- /1D Bar/tension_result.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mohitksoni/Meachine-Learning-approach-to-solve-the-mechanics-problems/HEAD/1D Bar/tension_result.pdf -------------------------------------------------------------------------------- /1D Bar/variable_load_1d_bar.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mohitksoni/Meachine-Learning-approach-to-solve-the-mechanics-problems/HEAD/1D Bar/variable_load_1d_bar.pdf -------------------------------------------------------------------------------- /1D Beam/1D_Beam_results.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mohitksoni/Meachine-Learning-approach-to-solve-the-mechanics-problems/HEAD/1D Beam/1D_Beam_results.pdf -------------------------------------------------------------------------------- /1D Beam/CantiliverBeamWithUniformLoading.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mohitksoni/Meachine-Learning-approach-to-solve-the-mechanics-problems/HEAD/1D Beam/CantiliverBeamWithUniformLoading.ipynb -------------------------------------------------------------------------------- /1D Burgers Equation/1-D Burgers' Equation.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mohitksoni/Meachine-Learning-approach-to-solve-the-mechanics-problems/HEAD/1D Burgers Equation/1-D Burgers' Equation.ipynb -------------------------------------------------------------------------------- /1D Burgers Equation/Burgers_0.1sec.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mohitksoni/Meachine-Learning-approach-to-solve-the-mechanics-problems/HEAD/1D Burgers Equation/Burgers_0.1sec.pdf -------------------------------------------------------------------------------- /1D Burgers Equation/Burgers_0.5sec.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mohitksoni/Meachine-Learning-approach-to-solve-the-mechanics-problems/HEAD/1D Burgers Equation/Burgers_0.5sec.pdf -------------------------------------------------------------------------------- /1D Burgers Equation/Burgers_1.0sec.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mohitksoni/Meachine-Learning-approach-to-solve-the-mechanics-problems/HEAD/1D Burgers Equation/Burgers_1.0sec.pdf -------------------------------------------------------------------------------- /1D Burgers Equation/predictedBurgers.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mohitksoni/Meachine-Learning-approach-to-solve-the-mechanics-problems/HEAD/1D Burgers Equation/predictedBurgers.pdf -------------------------------------------------------------------------------- /2D PDEs using NeuralPDE/2D PDE Solving.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mohitksoni/Meachine-Learning-approach-to-solve-the-mechanics-problems/HEAD/2D PDEs using NeuralPDE/2D PDE Solving.ipynb -------------------------------------------------------------------------------- /2D PDEs using NeuralPDE/2D-PDE-anal.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mohitksoni/Meachine-Learning-approach-to-solve-the-mechanics-problems/HEAD/2D PDEs using NeuralPDE/2D-PDE-anal.pdf -------------------------------------------------------------------------------- /2D PDEs using NeuralPDE/2D-PDE-err.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mohitksoni/Meachine-Learning-approach-to-solve-the-mechanics-problems/HEAD/2D PDEs using NeuralPDE/2D-PDE-err.pdf -------------------------------------------------------------------------------- /2D PDEs using NeuralPDE/2D-PDE-pred.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mohitksoni/Meachine-Learning-approach-to-solve-the-mechanics-problems/HEAD/2D PDEs using NeuralPDE/2D-PDE-pred.pdf -------------------------------------------------------------------------------- /2D PDEs using NeuralPDE/3pde.gif: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mohitksoni/Meachine-Learning-approach-to-solve-the-mechanics-problems/HEAD/2D PDEs using NeuralPDE/3pde.gif -------------------------------------------------------------------------------- /2D Poisson Equation/Poisson Equation.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mohitksoni/Meachine-Learning-approach-to-solve-the-mechanics-problems/HEAD/2D Poisson Equation/Poisson Equation.ipynb -------------------------------------------------------------------------------- /2D Poisson Equation/analyticPoisson.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mohitksoni/Meachine-Learning-approach-to-solve-the-mechanics-problems/HEAD/2D Poisson Equation/analyticPoisson.pdf -------------------------------------------------------------------------------- /2D Poisson Equation/errorPoisson.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mohitksoni/Meachine-Learning-approach-to-solve-the-mechanics-problems/HEAD/2D Poisson Equation/errorPoisson.pdf -------------------------------------------------------------------------------- /2D Poisson Equation/predictPoisson.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mohitksoni/Meachine-Learning-approach-to-solve-the-mechanics-problems/HEAD/2D Poisson Equation/predictPoisson.pdf -------------------------------------------------------------------------------- /DEM 2D Beam (Python - pytorch)/2DBemaTrapz.vts: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mohitksoni/Meachine-Learning-approach-to-solve-the-mechanics-problems/HEAD/DEM 2D Beam (Python - pytorch)/2DBemaTrapz.vts -------------------------------------------------------------------------------- /DEM 2D Beam (Python - pytorch)/Beam_2D_Hyperelasticity.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mohitksoni/Meachine-Learning-approach-to-solve-the-mechanics-problems/HEAD/DEM 2D Beam (Python - pytorch)/Beam_2D_Hyperelasticity.ipynb -------------------------------------------------------------------------------- /DEM 2D Beam (Python - pytorch)/DEM_2D_Beam.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mohitksoni/Meachine-Learning-approach-to-solve-the-mechanics-problems/HEAD/DEM 2D Beam (Python - pytorch)/DEM_2D_Beam.pdf -------------------------------------------------------------------------------- /DEM 2D Beam (Python - pytorch)/Displacement2D-BEam.eps: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mohitksoni/Meachine-Learning-approach-to-solve-the-mechanics-problems/HEAD/DEM 2D Beam (Python - pytorch)/Displacement2D-BEam.eps -------------------------------------------------------------------------------- /DEM 2D Beam (Python - pytorch)/Domain2DBeam.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mohitksoni/Meachine-Learning-approach-to-solve-the-mechanics-problems/HEAD/DEM 2D Beam (Python - pytorch)/Domain2DBeam.pdf -------------------------------------------------------------------------------- /DEM 2D Beam (Python - pytorch)/S-VonMises.eps: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mohitksoni/Meachine-Learning-approach-to-solve-the-mechanics-problems/HEAD/DEM 2D Beam (Python - pytorch)/S-VonMises.eps -------------------------------------------------------------------------------- /DEM 2D Beam (Python - pytorch)/utils.zip: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mohitksoni/Meachine-Learning-approach-to-solve-the-mechanics-problems/HEAD/DEM 2D Beam (Python - pytorch)/utils.zip -------------------------------------------------------------------------------- /Elastodynamics 1D/Elastodynamics1D.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mohitksoni/Meachine-Learning-approach-to-solve-the-mechanics-problems/HEAD/Elastodynamics 1D/Elastodynamics1D.ipynb -------------------------------------------------------------------------------- /Elastodynamics 1D/NNWave1D.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mohitksoni/Meachine-Learning-approach-to-solve-the-mechanics-problems/HEAD/Elastodynamics 1D/NNWave1D.pdf -------------------------------------------------------------------------------- /Elastodynamics 1D/analyticWave1D.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mohitksoni/Meachine-Learning-approach-to-solve-the-mechanics-problems/HEAD/Elastodynamics 1D/analyticWave1D.pdf -------------------------------------------------------------------------------- /Elastodynamics 1D/errorWave1D.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mohitksoni/Meachine-Learning-approach-to-solve-the-mechanics-problems/HEAD/Elastodynamics 1D/errorWave1D.pdf -------------------------------------------------------------------------------- /Others (For Understanding)/Quadratic_equation.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mohitksoni/Meachine-Learning-approach-to-solve-the-mechanics-problems/HEAD/Others (For Understanding)/Quadratic_equation.ipynb -------------------------------------------------------------------------------- /Others (For Understanding)/Solution a simple ODE with or without Package.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mohitksoni/Meachine-Learning-approach-to-solve-the-mechanics-problems/HEAD/Others (For Understanding)/Solution a simple ODE with or without Package.ipynb -------------------------------------------------------------------------------- /Plate Problem/Julia Implementation (NeuralPDE.jl)/NeuralPDEPlate_analytical.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mohitksoni/Meachine-Learning-approach-to-solve-the-mechanics-problems/HEAD/Plate Problem/Julia Implementation (NeuralPDE.jl)/NeuralPDEPlate_analytical.pdf -------------------------------------------------------------------------------- /Plate Problem/Julia Implementation (NeuralPDE.jl)/NeuralPDEPlate_error.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mohitksoni/Meachine-Learning-approach-to-solve-the-mechanics-problems/HEAD/Plate Problem/Julia Implementation (NeuralPDE.jl)/NeuralPDEPlate_error.pdf -------------------------------------------------------------------------------- /Plate Problem/Julia Implementation (NeuralPDE.jl)/NeuralPDEPlate_predicted.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mohitksoni/Meachine-Learning-approach-to-solve-the-mechanics-problems/HEAD/Plate Problem/Julia Implementation (NeuralPDE.jl)/NeuralPDEPlate_predicted.pdf -------------------------------------------------------------------------------- /Plate Problem/Julia Implementation (NeuralPDE.jl)/Plate_NeuralPDE.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mohitksoni/Meachine-Learning-approach-to-solve-the-mechanics-problems/HEAD/Plate Problem/Julia Implementation (NeuralPDE.jl)/Plate_NeuralPDE.ipynb -------------------------------------------------------------------------------- /Plate Problem/Python Implementation (Tensorflow)/PlateProblemUsingTensorflow(Python).ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mohitksoni/Meachine-Learning-approach-to-solve-the-mechanics-problems/HEAD/Plate Problem/Python Implementation (Tensorflow)/PlateProblemUsingTensorflow(Python).ipynb -------------------------------------------------------------------------------- /Plate Problem/Python Implementation (Tensorflow)/PlateTfError.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mohitksoni/Meachine-Learning-approach-to-solve-the-mechanics-problems/HEAD/Plate Problem/Python Implementation (Tensorflow)/PlateTfError.pdf -------------------------------------------------------------------------------- /Plate Problem/Python Implementation (Tensorflow)/PlateTfExact.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mohitksoni/Meachine-Learning-approach-to-solve-the-mechanics-problems/HEAD/Plate Problem/Python Implementation (Tensorflow)/PlateTfExact.pdf -------------------------------------------------------------------------------- /Plate Problem/Python Implementation (Tensorflow)/PlateTfPredict.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mohitksoni/Meachine-Learning-approach-to-solve-the-mechanics-problems/HEAD/Plate Problem/Python Implementation (Tensorflow)/PlateTfPredict.pdf -------------------------------------------------------------------------------- /Plate Problem/Python Implementation (Tensorflow)/utils.zip: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mohitksoni/Meachine-Learning-approach-to-solve-the-mechanics-problems/HEAD/Plate Problem/Python Implementation (Tensorflow)/utils.zip -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mohitksoni/Meachine-Learning-approach-to-solve-the-mechanics-problems/HEAD/README.md --------------------------------------------------------------------------------