TRANSFER OF CONTROL SKILL BY MACHINE LEARNING

Citation
I. Bratko et T. Urbancic, TRANSFER OF CONTROL SKILL BY MACHINE LEARNING, Engineering applications of artificial intelligence, 10(1), 1997, pp. 63-71
Citations number
28
Categorie Soggetti
Computer Application, Chemistry & Engineering","Computer Science Artificial Intelligence",Engineering,"Robotics & Automatic Control","Engineering, Eletrical & Electronic
ISSN journal
09521976
Volume
10
Issue
1
Year of publication
1997
Pages
63 - 71
Database
ISI
SICI code
0952-1976(1997)10:1<63:TOCSBM>2.0.ZU;2-9
Abstract
Controlling complex dynamic systems requires skills that operators oft en cannot completely describe, but can demonstrate. This paper is conc erned with the problem of transferring human control skill to an autom atic controller The process of reconstructing a skill from an operator 's behavioural traces by means of machine learning (ML) techniques is called ''behavioural cloning''. The paper gives a review of ML techniq ues applied to behavioural cloning, a number of representative experim ents, and an assessment of the results. Some recent work is discussed, including a way of combining skill from several operators. (C) 1997 E lsevier Science Ltd. All rights reserved.