Implemented robot inverse kinematics.

Overview

robot_inverse_kinematics

Project setup

# put the package in the workspace
$ cd ~/catkin_ws/
$ catkin_make
$ source devel/setup.bash

Description

In this project, we program the inverse kinematic algorithm for a robot, which will move its joints so that it follows a desired path with the end-effector.

It is composed of two parts:

  • A 3 DOF scara robot, with an inverse kinematic solution that is possible in analytic form.
  • A 7 DOF kuka robot, with the inverse kinematic solution to be implemented with iterative algorithms.

Scara robot

The following image shows the distances between the joints and the end-effector frame, in the robot's zero configuration. Two joints (q1 and q2) are revolute, and one (q3) is prismatic. Notice that the end-effector frame and the base frame are at the same height, which means that the end-effector z coordinate coincides with the value of the last prismatic joint (q3).

Kuka robot

This robot has a kinematics structure much more complex than the scara, therefore it is not feasible to obtain an analytic solution for the inverse kinematics problem. The inputs to this function are:

  • point = (x, y, z), the desired position of the end-effector.
  • R = 3x3 rotation matrix, the desired orientation of the end-effector.
  • joint_positions = (q1, q2, q3, q4, q5, q5, q7) the current joint positions.

The output of this function is a vector q containing the 7 joint values that give the desired pose of the end-effector.

This is the DH table of the kuka robot, with the depicted frames:

The DH table follows this convention:

  • a_i distance between z_i-1 and z_i along the axis x_i
  • alpha_i angle between z_i-1 and z_i about the axis x_i
  • d_i distance between x_i-1 and x_i along the axis z_i-1
  • theta_i angle between x_i-1 and x_i about the axis z_i-1

The frame transformation can be found as:

Pseudocode:

# initial guess
q_hat = q + eps_q
while eps_x > tolerance:
    x_hat = K(q_hat)
    eps_x = x_hat - x
    eps_q = inv(J) @ q_hat @ eps_x
    q_hat = q_hat - eps_q

Run the simulator

Scara robot

$ roslaunch kinematics_assignment scara_launch.launch

Kuka robot

$ roslaunch kinematics_assignment kuka_launch.launch

Simulation result (kuka)

Owner
Jianming Han
Deep Learning, Autonomous Driving, Computer Vision, Artificial Intelligence
Jianming Han
CO2Ampel - This RaspberryPi project uses weather data to estimate the share of renewable energy in the power grid

CO2Ampel This RaspberryPi project uses weather data to estimate the share of ren

Felix 4 Jan 19, 2022
This is an incredible led matrix simulation using the ultimate mosaik co-simulation framework.

This project uses the mosaik co-simulation framework, developed by the brilliant developers at the high-ranked Offis institue for computer science, Oldenburg, Germany, to simulate multidimensional LE

Felix 1 Jan 28, 2022
Extremely simple PyBadge examples to demonstrate different aspects of CircuitPython using PyBadge hardware.

BeginnerPyBadge I purchased a PyBadge recently. I'm new to hardware. I was surprised how hard it was to find easy examples demonstrating how different

Rubini LaForest 2 Oct 21, 2021
Smart EQ connect - Custom Integration for Home Assistant

Smart EQ Connect platform as a Custom Component for Home Assistant.

Rene Nulsch 2 Jan 04, 2022
Hardware: CTWingSKIT_BC28 Development Toolkit

IoT Portal Monitor Tools hardware: CTWingSKIT_BC28 Development Toolkit serial port driver: ST-LINK hardware development environment: Keli 5 MDK IoT pl

Fengming Zhang 1 Nov 07, 2021
Repo for the esp32s2 version of the Wi-Fi Nugget

Repo for the esp32s2 version of the Wi-Fi Nugget

HakCat 30 Nov 05, 2022
An embedded application for toy-car controlling based on Raspberry Pi 3 Model B and AlphaBot2-Pi.

An embedded application for toy-car controlling based on Raspberry Pi 3 Model B and AlphaBot2-Pi. This is the source codes of my programming assignmen

StardustDL 4 Oct 19, 2022
A simple Python script for toggling Philips Hue Lights by clapping

LightsClap A simple Python script for toggling Philips Hue Lights by clapping Usage pip3 install -r requirements.txt python3 main.py and press the Ent

Flux Industries 2 Nov 16, 2021
A script and GUI for controlling stepper motors from an arduino

A script and GUI for controlling stepper motors from an arduino (nema 23 in my case but should work for others in general)

Pip 2 Aug 01, 2022
emhass: Energy Management for Home Assistant

emhass EMHASS: Energy Management for Home Assistant Context This module was conceived as an energy management optimization tool for residential electr

David 70 Dec 24, 2022
A Python class for controlling the Pimoroni RGB Keypad for Raspberry Pi Pico

rgbkeypad A Python class for controlling the Pimoroni RGB Keypad for the Raspberry Pi Pico. Compatible with MicroPython and CircuitPython. keypad = RG

Martin O'Hanlon 43 Nov 11, 2022
Sensor of Temperature Feels Like for Home Assistant.

Please ⭐ this repo if you find it useful Sensor of Temperature Feels Like for Home Assistant Installation Install from HACS (recommended) Have HACS in

Andrey 60 Dec 25, 2022
Home Assistant custom component to help ev-chargers stay below peak hourly energy levels.

Peaqev ev-charging Peaqev ev-charging is an attempt of charging an ev without breaching a preset monthly max-peak energy level. In order for this inte

Magnus Eldén 35 Dec 24, 2022
MPY tool - manage files on devices running MicroPython

mpytool MPY tool - manage files on devices running MicroPython It is an alternative to ampy Target of this project is to make more clean code, faster,

Pavel Revak 5 Aug 17, 2022
FERM: A Framework for Efficient Robotic Manipulation

Framework for Efficient Robotic Manipulation FERM is a framework that enables robots to learn tasks within an hour of real time training.

Ruihan (Philip) Zhao 111 Dec 31, 2022
DongshanPI Seven for STM32MP157DAC.

STM32MP1 Buildroot External Tree

DongshanPI 14 May 06, 2022
Intel Realsense t265 into Unreal Engine

t265_UE Intel Realsense t265 into Unreal Engine. Windows only, and Livelink plugin is 4.26.2 only at the moment. Might recompile it for different vers

Bjarke Aagaard 30 Jan 02, 2023
Scripts for measuring and displaying thermal behavior on Voron 3D printers

Thermal Profiling Measuring gantry deflection and frame expansion This script runs a series of defined homing and probing routines designed to charact

Jon Sanders 30 Nov 27, 2022
A IC scan test interface for Arduino

ICSCAN_ARDUINO Prerequisites Python 3.6 or higher arduino uno or nano what is this It is a bitstream tranceiver to test IC chip It sends bitstream to

Nifty Chips Laboratory 0 Sep 15, 2022
A Macropad using the Raspberry Pi Pico, programmed with CircuitPython.

A Macropad using the Raspberry Pi Pico, programmed with CircuitPython.

15 Oct 14, 2022