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siemakos's Projects

-high-speed-pick-and-place-4-dofs-parallel-kinematic-delta-robot---graduation-project icon -high-speed-pick-and-place-4-dofs-parallel-kinematic-delta-robot---graduation-project

Worked in a team of 7, designing and manufacturing a delta robot capable of increasing the production rate contributing to solving the worldwide increasing demand problem. The robot can pick and place products swiftly at amazingly high speeds also rotates the product while moving it. The control algorithm starts with the camera capturing a frame to locate where the products are, then a script warps the image and applies filters on the captured frame. The script outputs X & Y coordinates of the products which is the input for the next stage, the inverse kinematics, the coordinates are converted from cartesian to angles at the motor shaft. Furthermore, A sophisticated trajectory planning algorithm is utilized to plan a path and trajectory for the end effector to move along. The output is an array of angles (points). All the previous steps were being executed on a Jetson TX2 (high-level). The output array is transferred to a Tiva TM4C (Low-level) through the I2C communication protocol. Finally, the microcontroller controls the motors according to the received data and executes them in the required time.

annette icon annette

ANNETTE - Accurate Neural Network Execution Time Estimation

eml-tools icon eml-tools

Collection of tools for data processing, training, inference and evaluation for the EML Process

flexcan_t4 icon flexcan_t4

FlexCAN (CAN 2.0 / CANFD) Library for Teensy 3.x and 4.0

fmc_mipi icon fmc_mipi

FMC card to allow interfacing Xilinx FPGA boards with Jetson TX2 or TX1 via CSI-2 camera interface

iknet icon iknet

Inverse kinematics estimation of ROBOTIS Open Manipulator X with neural networks

jetbot icon jetbot

Jetson TX1/TX2 based companion robot using computer vision, ROS, machine learning based object detection, and Kalman filter based tracking.

jetson-reinforcement icon jetson-reinforcement

Deep reinforcement learning GPU libraries for NVIDIA Jetson TX1/TX2 with PyTorch, OpenAI Gym, and Gazebo robotics simulator.

kinematicsgui_ros icon kinematicsgui_ros

GUI based on Qt and ROS to control inverse and forward kinematics of a robot.

mimo_tensorrt icon mimo_tensorrt

Using TensorRT inference MIMO-UnetPlus on the jetson TX2, but I don't know to process output tensor.

ros-teensy icon ros-teensy

🚧 Extension to build code for the teensy boards from catkin

ros_deep_learning icon ros_deep_learning

Deep learning inference nodes for ROS with support for NVIDIA Jetson TX1/TX2/Xavier and TensorRT

tx2_ros_camera_apps icon tx2_ros_camera_apps

The Ultimate Guide For NVIDIA Jetson TX2 ROS Camera Applications (Ubuntu 18.04 ROS Melodic Astra Pro)

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