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farmbot-fertilizer-distribution-rover's Introduction

Fertilizer Distribution Rover

This project was created for my Electrical Engineering Undergraduate Honours Thesis at The University of Queensland which recieved a distinction. The aim of the project was to designed and build a semi-autonomous fertilizer distribution rover as an extension of the farmbot open source project. Feel free to view my Thesis Report.

Summary

The following technologies were used:

  • Linux shell scripting was used to setup the environment on RasPi to run the python scripts controlling the rover
  • Keras and TensorFlow were used to train CNN Deep Learning Networks for Image recognition to identify plants correctly before distributing the fertilizer
  • OpenCV was used for preprocessing and transforming image data into Numpy arrays that could be analyzed by the Image recognition Deep Learning Model
  • RasPi was interfaced with Arduino microcontroller running C++ code controlling the hardware modules e.g. motors, pumps, wifi.

Prerequisites

Please Note more detailed setup is contained in the thesis report. That being said key installations required are:

  • Tensorflow
  • Keras
  • OpenCV
  • Numpy
  • Raspi Zero W running Debian Linux
  • Arduino Uno

License

This project is licensed under the MIT License

Acknowledgments

Inspiration and code snippets.

  • boppreh for keyboard control python library

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