/Robot-Motion-Planning

Part of Engineering Thesis

Primary LanguageC++

AppliedComputerScience-EngineeringThesis

Engineering Thesis

Topic:

  • eng: "Analiza i porównanie skuteczności algorytmów wytyczania trasy wykorzystujących wybrane metody uczenia maszynowego, algorytmy grafowe oraz techniki optymalizacji."
  • pl: "Analysis and Comparison of the Effectiveness of Route Planning Algorithms Utilizing Selected Machine Learning Methods, Graph Algorithms, and Optimization Techniques."

Project is related to user interface simple Web App build in Flask for engineering thesis purposes: https://github.com/PsimonL/Navigator-EnginneringThesis-SupportApp/ It was build to demonstrate visualization methods for the applied techniques and it's not fully tested and functioning application.

Project is related to: https://github.com/Pyother/AreaExplorer Pyother and I work together on similar ideas. He manages embedded/electronics side and data gathering. I cope with optimization, AI and software related to motion planning.

https://onlinelibrary.wiley.com/doi/full/10.1002/eng2.12132
https://bibliotekanauki.pl/articles/115546.pdf
https://github.com/patrickloeber/snake-ai-pytorch https://github.com/jonkrohn/TensorFlow-LiveLessons/blob/master/notebooks/cartpole_dqn.ipynb https://pythonprogramming.net/training-deep-q-learning-dqn-reinforcement-learning-python-tutorial/ https://www.youtube.com/watch?v=L8ypSXwyBds&t=4497s https://www.youtube.com/watch?v=L_4BPjLBF4E&t=422s https://www.youtube.com/watch?v=wa0EmEq5Otw https://www.youtube.com/watch?v=bZ5G-RZoE6Q https://www.youtube.com/watch?v=-lcWV4wkHsk&t=1042s https://www.mathworks.com/discovery/slam.html