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Robot development -- robot data summary
2022-07-19 11:21:00 【worthsen】
Robot development -- Robot data summary
- 1 Introduce
- 2 Various disciplines
- 2.1 mechanical
- 2.2 Hardware
- 2.3 Software
- 2.4 mathematics
- 2.5 Algorithm
- Target tracking
- Hand eye calibration
- Trajectory planning of manipulator , Path planning , Differences in sports planning
- OctoMap
- planning Robotics: Computational Motion Planning
- planning udacity.com
- planning motion planning trajectory planning
- Resources for Physics based simulation in Computer Graphics Resource arrangement of physical simulation in graphics
- 2.6 theory
- 3 Tools
- Reference resources
1 Introduce
Robotics is a highly interdisciplinary discipline , An excellent robot engineer should master rich professional skills .
2 Various disciplines
2.1 mechanical
Solidworks Draw basic mechanical drawings .
2.2 Hardware
Mode electricity 、 Count the electricity 、 Digital signal processing ;
Altium Designer、Allegro;
2.3 Software
C Develop the control program at the bottom of the robot ( Single chip microcomputer );
C++ Develop algorithms (SLAM);
Python、Shell Log compression ,OTA Upgrade and other scripting ;
MATLAB、Julia Do algorithm verification ;
Linux、ROS、Qt、Go、Java etc. .
2.4 mathematics
Advanced mathematics ( Calculus )> linear algebra > Probability theory and mathematical statistics > College Physics > Complex functions ;
Calculus ( Control related ), Fourier transformation ( Signal processing is related to ), random process ( State estimation is relevant ), Matrix theory ( Basics ), And the knowledge of optimization ( Control decisions are relevant )
2.5 Algorithm
Dynamic modeling , nonlinear control , optimum control ,SLAM, State filtering , Reinforcement learning , Computer vision ( classification 、 distinguish 、 track ), natural language processing .
Target tracking
Hand eye calibration
Trajectory planning of manipulator , Path planning , Differences in sports planning
Trajectory planning of manipulator , Path planning , What's the difference between sports planning ?
https://www.zhihu.com/question/350041114/answer/1581873133
OctoMap
https://octomap.github.io/
planning Robotics: Computational Motion Planning
https://www.coursera.org/learn/robotics-motion-planning?completeMode=noEmailAvailable
planning udacity.com
https://auth.udacity.com/sign-in?next=https%3A%2F%2Fclassroom.udacity.com%2Fauthenticated
planning motion planning trajectory planning
https://github.com/Ewenwan/MVision/tree/master/robot/Search
Resources for Physics based simulation in Computer Graphics Resource arrangement of physical simulation in graphics
https://blog.csdn.net/qq_38880380/article/details/125760943?csdn_share_tail=%7B%22type%22%3A%22blog%22%2C%22rType%22%3A%22article%22%2C%22rId%22%3A%22125760943%22%2C%22source%22%3A%22qq_38880380%22%7D&ctrtid=VOkve
2.6 theory
$$ The open online robotics education resource
https://robotacademy.net.au/
《Principles of Robot Motion》Theory, Algorithms, and Implementations
By Howie Choset, Kevin M. Lynch, Seth Hutchinson, George A. Kantor, Wolfram Burgard, Lydia E. Kavraki and Sebastian Thrun.
This is a MIT 2005 Classic books published in , Essential for entry-level sports planning .
《 Modern robotics 》 Institutions 、 Planning and control
From Northwestern University .
Supporting video :https://www.bilibili.com/video/av87411980/?vd_source=1e7cd86d5275dd00689298f86dc56701
Robot special course – University of Pennsylvania
The University of Pennsylvania has a special sports planning course .
https://www.bilibili.com/video/BV1bp4y1z7mi?from=search&seid=13126762633264555465&vd_source=1e7cd86d5275dd00689298f86dc56701
3 Tools
3.1 Robot development – Common simulation software tools
https://blog.csdn.net/qq_38880380/article/details/125758070?csdn_share_tail=%7B%22type%22%3A%22blog%22%2C%22rType%22%3A%22article%22%2C%22rId%22%3A%22125758070%22%2C%22source%22%3A%22qq_38880380%22%7D&ctrtid=csc75
Reference resources
1、
2、 Robot learning route
3、 Robot development – Introduction to technical route
4、 Derivation from vehicle kinematic model to dynamic model
5、Apollo Code learning ( Two )— Vehicle kinematics model
6、Apollo Code learning ( 3、 ... and )— Vehicle dynamics model
7、 Why does the car go forward ?
8、 The way for robot engineers to learn
9、 Introduction to common simulation software tools for robot systems 、 Effect and evaluation index (2018 Annual update )
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