gauravgjkumar / ML-LPBF-AMLinks
This repository includes codes and description corresponding to the paper entitled, "Predicting Defects in Laser Powder Bed Fusion using in-situ Thermal Imaging Data and Machine Learning".
☆11Updated 3 years ago
Alternatives and similar repositories for ML-LPBF-AM
Users that are interested in ML-LPBF-AM are comparing it to the libraries listed below
Sorting:
- Deep transfer learning of additive manufacturing mechanisms across materials in metal-based laser powder bed fusion process☆16Updated 3 years ago
- Code implementation of the paper "Thermal Control of Laser Powder Bed Fusion using Deep Reinforcement Learning".☆40Updated 3 years ago
- A curated list of Additive Manufacturing literature, research papers, and presentations that are publicly available and related to Laser …☆34Updated 4 years ago
- An iterative machine learning framework for predicting temperature profiles for an additive manufacturing process☆39Updated 4 years ago
- In this project, both dynamic and thermal simulation of laser powder bed fusion are implemented using CUDA.☆24Updated last month
- GO-MELT: GPU-Optimized Multilevel Execution of LPBF Thermal simulations☆31Updated last month
- Framework for Data-Driven Design and Analysis of Materials☆41Updated 6 years ago
- Thermal-Fluid Dynamics Solver for Advanced Manufacturing Applications☆66Updated 2 years ago
- Predicting Thermal Fields in AdditiveManufacturing by FEM simulations andMachine Learning☆65Updated 4 years ago
- Extraction of mechanical properties of materials through deep learning from instrumented indentation☆72Updated 3 years ago
- Deep Learning and Finite Element Method for Physical Systems Modeling☆51Updated 6 years ago
- Code for paper "Self-Directed Online Machine Learning for Topology Optimization"☆137Updated 11 months ago
- Source code, CNN model and examples for the proceedings paper: CNN based powder bed monitoring and anomaly detection for the selective la…☆10Updated 4 years ago
- Framework for Data-Driven Design & Analysis of Structures & Materials (F3DASM)☆125Updated last month
- In this project I use the generated dataset of stress analysis results of FVM method to train a Convolutional Neural Netwrok (CNN) model …☆28Updated 7 years ago
- A panel-based flow solver. Currently in beta but with working solvers for incompressible and inviscid hypersonic flow.☆21Updated 3 years ago
- Stress Field Prediction in Cantilevered Structures Using Convolutional Neural Networks☆34Updated 5 years ago
- A differentiable finite element analysis solver for structural optimization based on JAX☆39Updated last month
- ☆130Updated 3 years ago
- ☆38Updated 8 years ago
- A deep learning approach to estimate stress distribution: a fast and accurate surrogate of finite-element analysis☆27Updated 7 years ago
- MeltpoolNet: Melt pool Characteristic Prediction in Metal Additive Manufacturing Using Machine Learning☆39Updated 3 years ago
- ☆145Updated 2 years ago
- ☆21Updated last year
- Code for "Neural Networks for Topology Optimization"☆157Updated 4 years ago
- Implementation of 'Physics-Informed Neural Networks for Shell Structures' (European Journal of Mechanics A)☆45Updated last year
- we introduce a new framework for running the finite element (FE) packages inside an online Loop together with MATLAB. Contrary to the Har…☆27Updated 5 years ago
- Deep Learning of Vortex Induced Vibrations☆99Updated 5 years ago
- Code for the paper "Thermodynamics-informed graph neural networks" published in IEEE Transactions on Artificial Intelligence (TAI).☆106Updated last year
- OpenFOAM solver for additive manufacturing including thermo-elastic-plastic stress analysis.☆24Updated 6 years ago