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Identification of new kinematic systems for laser materials processing

Features

  • Project is based on the method of the technology intelligence process by
  • Motion parameter dataset acquiered with ROS and MoveIt
  • LSTM-based neural network for inverse dynamic modelling

Repository Organisation

LSTM-based_inverse_dynamics_learning_for_franka_emika_panda
├── data: here you can find the datasets in different versions
│   ├── dataset_v1: first iteration
│   ├── dataset_v2: second iteration
│   ├── dataset_v3: third iteration
│   └── ...
├── src: here you find source code that is not directly related to data generation, preprocessing, analysis and neural network
│   ├── Data_Analysis: analysis scripts based on python
│   ├── Data_Preprocessing:
│   ├── Inverse_Dynamics: Deep Learning source code
│   │   ├── test results: figures and csv files
│   │   └── ...
│   ├── ROS: Data generation with ROS
│   └── ...
├── docs: everything related to the Supplementary Information pages
└── ...