Evolution of Machine Learning Algorithms on Autonomous Robots

In this paper, an overview of the use of machine learning algorithms on autonomous robotic systems is presented. The concept of hardware and software integration and development is explained through a small robot such as Turtlebot used in the examples taken. This paper presents a survey of how machi...

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Vydáno v:2020 10th Annual Computing and Communication Workshop and Conference (CCWC) s. 0737 - 0741
Hlavní autoři: Mainampati, Manasa, Chandrasekaran, Balasubramaniyan
Médium: Konferenční příspěvek
Jazyk:angličtina
Vydáno: IEEE 01.01.2020
Témata:
Autonomous Robotics
Computer architecture
Hardware
Hardware-software Integration
Machine learning
Machine learning algorithms
Object Detection
Operating systems
Robot Operating System
Service robots
Turtlebot
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Abstract In this paper, an overview of the use of machine learning algorithms on autonomous robotic systems is presented. The concept of hardware and software integration and development is explained through a small robot such as Turtlebot used in the examples taken. This paper presents a survey of how machine learning can be utilized on a hardware platform and is the initial stage of the research work. This is a work in progress and the next stage is using this literature survey towards developing research towards a comparison of machine learning algorithms on the Turtlebot.
AbstractList In this paper, an overview of the use of machine learning algorithms on autonomous robotic systems is presented. The concept of hardware and software integration and development is explained through a small robot such as Turtlebot used in the examples taken. This paper presents a survey of how machine learning can be utilized on a hardware platform and is the initial stage of the research work. This is a work in progress and the next stage is using this literature survey towards developing research towards a comparison of machine learning algorithms on the Turtlebot.
Author Mainampati, Manasa
Chandrasekaran, Balasubramaniyan
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  givenname: Balasubramaniyan
  surname: Chandrasekaran
  fullname: Chandrasekaran, Balasubramaniyan
  organization: Florida Polytechnic University,Department of Electrical & Computer Engineering,Lakeland,Florida
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Snippet In this paper, an overview of the use of machine learning algorithms on autonomous robotic systems is presented. The concept of hardware and software...
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SubjectTerms Autonomous Robotics
Computer architecture
Hardware
Hardware-software Integration
Machine learning
Machine learning algorithms
Object Detection
Operating systems
Robot Operating System
Service robots
Turtlebot
Title Evolution of Machine Learning Algorithms on Autonomous Robots
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