A Python description of the Kinematic Bicycle Model with an animated example.

Overview

Kinematic Bicycle Model

Total alerts Language grade: Python

Abstract

A python library for the Kinematic Bicycle model. The Kinematic Bicycle is a compromise between the non-linear and linear bicycle models for high-speed integration of the library with little configuration.

At initialisation
:param wheelbase:       (float) vehicle's wheelbase [m]
:param max_steer:       (float) vehicle's steering limits [rad]
:param dt:              (float) discrete time period [s]
:param c_r:             (float) vehicle's coefficient of resistance 
:param c_a:             (float) vehicle's aerodynamic coefficient

At every time step  
:param x:               (float) vehicle's x-coordinate [m]
:param y:               (float) vehicle's y-coordinate [m]
:param yaw:             (float) vehicle's heading [rad]
:param velocity:        (float) vehicle's velocity in the x-axis [m/s]
:param throttle:        (float) vehicle's accleration [m/s^2]
:param delta:           (float) vehicle's steering angle [rad]

:return x:              (float) vehicle's x-coordinate [m]
:return y:              (float) vehicle's y-coordinate [m]
:return yaw:            (float) vehicle's heading [rad]
:return velocity:       (float) vehicle's velocity in the x-axis [m/s]
:return delta:          (float) vehicle's steering angle [rad]
:return omega:          (float) vehicle's angular velocity [rad/s]

Advantages

  • The model allows the vehicle to come to rest without passing the model a negative acceleration; similar to the non-linear bicycle.
  • This lightweight model is able to accurately represent a vehicle with no slip or tire stiffness.

Limitations

Just like with all other bicycle models, this model is a discrete model and loses its accuracy when the time step is set too large or the vehicle is made to travel at unreasonably high speeds. Usually, the FPS of the simulation should be set to the highest possible value for the greatest accuracy. However, for rendering high-quality GIFs, 50 FPS is found to be most optimal.

Requirements

pip install numpy

Demo

Install the requirements

pip install -r requirements.txt

Play the animation

python animation.py

Concept

To simplify the equations, we perform all calculations from the rear axle.

Owner
Winston H.
I have no idea what I am doing.
Winston H.
Implementation of Apriori algorithms via Python

Installing run bellow command for installing all packages pip install -r requirements.txt Data Put csv data under this directory "infrastructure/data

Mahdi Rezaei 0 Jul 25, 2022
A GUI visualization of QuickSort algorithm

QQuickSort A simple GUI visualization of QuickSort algorithm. It only uses PySide6, it does not have any other external dependency. How to run Install

Jaime R. 2 Dec 24, 2021
Python package to monitor the power consumption of any algorithm

CarbonAI This project aims at creating a python package that allows you to monitor the power consumption of any python function. Documentation The com

Capgemini Invent France 36 Nov 11, 2022
A* (with 2 heuristic functions), BFS , DFS and DFS iterativeA* (with 2 heuristic functions), BFS , DFS and DFS iterative

Descpritpion This project solves the Taquin game (jeu de taquin) problem using different algorithms : A* (with 2 heuristic functions), BFS , DFS and D

Ayari Ahmed 3 May 09, 2022
Python sample codes for robotics algorithms.

PythonRobotics Python codes for robotics algorithm. Table of Contents What is this? Requirements Documentation How to use Localization Extended Kalman

Atsushi Sakai 17.2k Jan 01, 2023
Supplementary Data for Evolving Reinforcement Learning Algorithms

evolvingrl Supplementary Data for Evolving Reinforcement Learning Algorithms This dataset contains 1000 loss graphs from two experiments: 500 unique g

John Co-Reyes 42 Sep 21, 2022
Algoritmos de busca:

Algoritmos-de-Buscas Algoritmos de busca: Abaixo está a interface da aplicação: Ao selecionar o tipo de busca e o caminho, então será realizado o cálc

Elielson Barbosa 5 Oct 04, 2021
🌟 Python algorithm team note for programming competition or coding test

🌟 Python algorithm team note for programming competition or coding test

Seung Hoon Lee 3 Feb 25, 2022
ROS Basics and TurtleSim

Homework 1: Turtle Control Package Anna Garverick This package draws given waypoints, then waits for a service call with a start position to send the

Anna Garverick 1 Nov 22, 2021
All algorithms implemented in Python for education

The Algorithms - Python All algorithms implemented in Python - for education Implementations are for learning purposes only. As they may be less effic

1 Oct 20, 2021
My own Unicode compression algorithm

Zee Code ZCode is a custom compression algorithm I originally developed for a competition held for the Spring 2019 Datastructures and Algorithms cours

Vahid Zehtab 2 Oct 20, 2021
Genetic algorithms are heuristic search algorithms inspired by the process that supports the evolution of life.

Genetic algorithms are heuristic search algorithms inspired by the process that supports the evolution of life. The algorithm is designed to replicate the natural selection process to carry generatio

Mahdi Hassanzadeh 4 Dec 24, 2022
A custom prime algorithm, implementation, and performance code & review

Colander A custom prime algorithm, implementation, and performance code & review Pseudocode Algorithm 1. given a number of primes to find, the followi

Finn Lancaster 3 Dec 17, 2021
Python based framework providing a simple and intuitive framework for algorithmic trading

Harvest is a Python based framework providing a simple and intuitive framework for algorithmic trading. Visit Harvest's website for details, tutorials

100 Jan 03, 2023
All Algorithms implemented in Python

The Algorithms - Python All algorithms implemented in Python (for education) These implementations are for learning purposes only. Therefore they may

The Algorithms 150.6k Jan 03, 2023
Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set

Python Sorted Containers Sorted Containers is an Apache2 licensed sorted collections library, written in pure-Python, and fast as C-extensions. Python

Grant Jenks 2.8k Jan 04, 2023
Implementation of an ordered dithering algorithm used in computer graphics

Ordered Dithering Project In this project, we use an ordered dithering method to turn an RGB image, first to a gray scale image and then, turn the gra

1 Oct 26, 2021
A Python program to easily solve the n-queens problem using min-conflicts algorithm

QueensProblem A program to easily solve the n-queens problem using min-conflicts algorithm Performances estimated with a sample of 1000 different rand

0 Oct 21, 2022
marching Squares algorithm in python with clean code.

Marching Squares marching Squares algorithm in python with clean code. Tools Python 3 EasyDraw Creators Mohammad Dori Run the Code Installation Requir

Mohammad Dori 3 Jul 15, 2022
There are some basic arithmatic in Pattern Recognization and Machine Learning writed in Python in this repository

There are some basic arithmatic in Pattern Recognization and Machine Learning writed in Python in this repository

1 Nov 19, 2021