It is Keqin Wang first project in CMU, trying to use DRL(PPO) to control a 5-dof manipulator to draw line in space.

Overview

5dof-robot-writing

this project aim to use PPO control a 5 dof manipulator to draw lines in 3d space.

Introduction to the files

  1. the pybullet environment is built in 'env' folder.
  2. the 'PPO_trainer.py' is the trainnig program.
  3. the 'robot_5dof.py' is the control program.
  4. the results are put in 'result' folder.

How to use it

  1. run the 'PPO_trainner.py' to train the PPO agent. You also can test your agent by uncommenting the 'test()' funtion in main().
    alt text
  2. the trained agent will be saved in 'result' folder.
  3. run the 'robot_5dof.py' to generate the trajectory of manipulator, saved in 'action.npy'.
    alt text
  4. connect to the manipulator, run the 'my_serial.py', enter 'python3 my_serial.py single back' in termianl to control the manipulator move to start position.
  5. run 'control.py' to control the manipulator move following the trajectroy in the 'action.npy'. alt text
Owner
Keqin Wang
Master student in MAIL Lab, CMU, Pittsburgh.
Keqin Wang
Combines power of torch, numerical methods to conquer and solve ALL {O,P}DEs

torch_DE_solver Combines power of torch, numerical methods and math overall to conquer and solve ALL {O,P}DEs There are three examples to provide a li

Natural Systems Simulation Lab 28 Dec 12, 2022
Sodium is a general purpose programming language which is instruction-oriented

Sodium is a general purpose programming language which is instruction-oriented (a new programming concept that we are developing and devising)

Satin Wuker 22 Jan 11, 2022
Python meta class and abstract method library with restrictions.

abcmeta Python meta class and abstract method library with restrictions. This library provides a restricted way to validate abstract methods. The Pyth

Morteza NourelahiAlamdari 8 Dec 14, 2022
Pytorch implementation of "Peer Loss Functions: Learning from Noisy Labels without Knowing Noise Rates"

Peer Loss functions This repository is the (Multi-Class & Deep Learning) Pytorch implementation of "Peer Loss Functions: Learning from Noisy Labels wi

Kushal Shingote 1 Feb 08, 2022
Python 100daysofcode

#python #100daysofcode Python is a simple, general purpose ,high level & object-oriented programming language even it's is interpreted scripting langu

Tara 1 Feb 10, 2022
Shopify Backend Developer Intern Challenge - Summer 2022

Shopify Backend Developer Intern The task is build an inventory tracking web application for a logistics company. The detailed task details can be fou

Meet Gandhi 11 Oct 08, 2022
Automated GitHub profile content using the USGS API, Plotly and GitHub Actions.

Top 20 Largest Earthquakes in the Past 24 Hours Location Mag Date and Time (UTC) 92 km SW of Sechura, Peru 5.2 11-05-2021 23:19:50 113 km NNE of Lobuj

Mr. Phantom 28 Oct 31, 2022
Urban Big Data Centre Housing Sensor Project

Housing Sensor Project The Urban Big Data Centre is conducting a study of indoor environmental data in Scottish houses. We are using Raspberry Pi devi

Jeremy Singer 2 Dec 13, 2021
The fastest way to copy to (not from) high speed flash storage.

FastestCopy The fastest way to copy to (not from) high speed flash storage. This is about 3-6x faster than file copy on explorer.exe to usb flash driv

Derek Frombach 0 Nov 03, 2021
A OBS service to package a published repository into a tar.gz file

OBS Source Service obs-service-publish_tar obs-service-publish_tar will create a archive.tar[.tar compression] archive containing the published repo

Erico Mendonca 1 Feb 16, 2022
All kinds of programs are accepted here, raise a genuine PR, and claim a PR, Make 4 successful PR's and get the Stickers and T-Shirt from hacktoberfest 2021

this repository is excluded from hacktoberfest Hacktoberfest-2021 This repository aims to help code beginners with their first successful pull request

34 Sep 11, 2022
Auto Join Zoom Meeting

Auto-Join-Zoom-Meeting Join a zoom meeting with out filling in meeting id's or passcodes, one button for it all! Setup See attached excel document. MA

JareBear 1 Jan 25, 2022
A library for pattern matching on symbolic expressions in Python.

MatchPy is a library for pattern matching on symbolic expressions in Python. Work in progress Installation MatchPy is available via PyPI, and

High-Performance and Automatic Computing 151 Dec 24, 2022
A script to automatically update bot status at GitHub as well as in Telegram channel.

A simple & short repository to show your bot's status in your GitHub README.md file as well as in you channel.

Jainam Oswal 55 Dec 13, 2022
ERPNext Easy Letterhead

ERPNext Easy Letterhead Intro Quality letterheads are a problem for non-technical users. So we've built (really hacked together) a slightly easier sol

Bantoo 3 Jan 02, 2023
Just some information about this nerd.

Greetings, mates, I am ErrorDIM - aka ErrorDimension 👋 🧬 Programming Languages I Can Use: 🥇 Top Starred Repositories: # Name Stars Size Major Langu

ErrorDIM 3 Jan 11, 2022
A joke conlang with minimal semantics

SyntaxLang Reserved Defined Words Word Function fo Terminates a noun phrase or verb phrase tu Converts an adjective block or sentence to a noun to Ter

Leo Treloar 1 Dec 07, 2021
Contains the code of my learning of Python OOP.

OOP Python This repository contains the code of my learning of Python OOP. All the code: is following PEP 8 ✅ has proper concept illustrations and com

Samyak Jain 2 Jan 15, 2022
This library attempts to abstract the handling of Sigma rules in Python

This library attempts to abstract the handling of Sigma rules in Python. The rules are parsed using a schema defined with pydantic, and can be easily loaded from YAML files into a structured Python o

Caleb Stewart 44 Oct 29, 2022
Adjust the white point, gamma or make your XDR display darker without losing HDR peak luminance or the ability to adjust display brightness

XDR Tuner Adjust the white point, gamma or make your XDR display darker without losing HDR peak luminance or the ability to adjust display brightness

François Simond 16 Dec 28, 2022