An industrial self-learning robotic platform solution for smart factories industrial applications using machine and deep imitation learning

Y. Jadeja, M. Shafik, P. Wood, L. Stella

Research output: Chapter in Book/Report/Conference proceedingConference contribution

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Abstract

Smart Factory is a key platform for recent industrial revolution 4.0 and industrial robotic platform solutions using Artificial Intelligence are an integral measure of its cell’s configuration and reconfiguration. There are two different methods of machine learning used in industrial collaborative robotics systems, Computer Vision Machine Learning and Imitation Learning. Computer vision is a classical use of machine and deep learning methods and it needs a complex, expensive resources and is not suitable for various types of manufacturing automation environment. Imitation Learning is the most fascinating method, and the recent evolving industry is interested on it. The main aim of this research programme is to develop a self-learning robotic system platform solution using Machine and Deep Imitation Learning for smart factories’ industrial applications. A self-learning robotic system using deep imitation learning can reduce working time and give a less human error when performing high-precision processes. It can also improve the ability to configure robotic platform to facilitate a more flexible decisions and cost- effective manufacturing.
Original languageEnglish
Title of host publicationAdvances in Manufacturing Technology XXXIV
Subtitle of host publicationProceedings of the 18th International Conference on Manufacturing Research, incorporating the 35th National Conference on Manufacturing Research, 7–10 September 2021, University of Derby, Derby, UK
EditorsMahmoud Shafik, Keith Case
PublisherIOS Press
Pages119-124
Number of pages6
ISBN (Electronic)9781643681993
ISBN (Print)9781643681986
DOIs
Publication statusPublished - 10 Sep 2021
Event18th International Conference on Manufacturing Research - University of Derby, Derby, United Kingdom
Duration: 7 Sep 202110 Sep 2021

Publication series

NameAdvances in Transdisciplinary Engineering
Volume15
ISSN (Print)2352-751X
ISSN (Electronic)2352-7528

Conference

Conference18th International Conference on Manufacturing Research
Abbreviated titleICMR2021
Country/TerritoryUnited Kingdom
CityDerby
Period7/09/2110/09/21

Keywords

  • Industrial Robot
  • Automation
  • Degree of Freedom
  • Smart Factories
  • Imitation Learning

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