Soft computing-based design and control for mobile robot path tracking

Created by W.Langdon from gp-bibliography.bib Revision:1.7662

@InProceedings{Homaifar:1999:CIRA,

• author = "Abdollah Homaifar and Daryl Battle and Edward Tunstel",
• title = "Soft computing-based design and control for mobile robot path tracking",
• booktitle = "Computational Intelligence in Robotics and Automation, CIRA '99. Proceedings. 1999 IEEE International Symposium on",
• year = "1999",
• pages = "35--40",
• month = "8-9 " # nov,
• keywords = "genetic algorithms, genetic programming, evolutionary computation, soft computing-based design, mobile robot, robot path tracking, evolutionary algorithms, Darwinian concepts, automatic learning, nonlinear mappings, genetic programming, fuzzy control rules, autonomous vehicle, steering control problem, membership functions, rule bases, robustness, sensor measurement noise, nominal forward velocity",
• ISBN = "0-7803-5806-6",
• URL = "http://ieeexplore.ieee.org/iel5/6589/17587/00809943.pdf?isNumber=17587",
• DOI = "doi:10.1109/CIRA.1999.809943",
• size = "6 pages",
• abstract = "A variety of evolutionary algorithms, operating according to Darwinian concepts, have been proposed to approximately solve problems of common engineering applications. Increasingly common applications involve automatic learning of nonlinear mappings that govern the behavior of control systems. In many cases where robot control is of primary concern, the systems used to demonstrate the effectiveness of evolutionary algorithms often do not represent practical robotic systems. In this paper, genetic programming (GP) is the evolutionary strategy of interest. It is applied to learn fuzzy control rules for a practical autonomous vehicle steering control problem, namely, path tracking. GP handles the simultaneous evolution of membership functions and rule bases for the fuzzy path tracker. As a matter of practicality, robustness of the genetically evolved fuzzy controller is demonstrated by examining the effects of sensor measurement noise and an increase in the robot's nominal forward velocity.",
• notes = "CIRA'99 http://web.nps.navy.mil/~yun/cira99/",

}

Genetic Programming entries for Abdollah Homaifar Daryl Battle Edward W Tunstel

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