Fuzzy controller for the high-accuracy automatic assembly of vehicle headlamps

A vehicle headlamp is a high-sophisticated device basically composed of three elements: housing, lighting system and lens. Nowadays, they are assembled with no dimensional control, obtaining a final product with high physical deviations. Since the car manufacturer is requiring more and more precision, the number of faulty headlamps is increasing, and thus the cost to the headlamp producer. To solve this problem, a new automatic assembly machine was built. It integrated different technologies such as sensor systems, linear actuators and computational capacities. This work presents the conception, design and development of a fuzzy control algorithm for an automatic machine capable of correcting the dimensional tolerances of vehicle headlamps during its assembly process. Particulary, this paper describes the problem of modeling and control an industrial system, with a high complex dynamics and unknown model, by a rule-based model constructed from measured data. To validate the proposed control system, different experimental tests were carried out in both the lab and the assembly line in the factory. The obtained results show how the prototype, together with the proposed fuzzy software, solve the problem of assembling vehicle headlamps obtaining a final product with minimum dimensional errors.

[1]  Javier Gámez García,et al.  High-accuracy automatic system to assemble vehicle headlamps , 2009, 2009 IEEE Conference on Emerging Technologies & Factory Automation.

[2]  Ebrahim Mamdani,et al.  Applications of fuzzy algorithms for control of a simple dynamic plant , 1974 .

[3]  Gerd Hirzinger,et al.  Active self-calibration of hand-mounted laser range finders , 1997, Proceedings of International Conference on Robotics and Automation.

[4]  J. Novak,et al.  A Twelve-Year Longitudinal Study of Science Concept Learning , 1991 .

[5]  T. Ross Fuzzy Logic with Engineering Applications , 1994 .

[6]  J. Novak The Theory Underlying Concept Maps and How To Construct Them , 2004 .

[7]  Paul C. Rhodes,et al.  Essentials of Fuzzy Modelling and Control , 1995 .

[8]  Elpiniki I. Papageorgiou,et al.  Application of fuzzy cognitive maps for cotton yield management in precision farming , 2009, Expert Syst. Appl..

[9]  Witold Pedrycz,et al.  A survey of defuzzification strategies , 2001, Int. J. Intell. Syst..

[10]  Rolf Johansson,et al.  System modeling and identification , 1993 .

[11]  Ronald R. Yager,et al.  Essentials of fuzzy modeling and control , 1994 .

[12]  P. Antsaklis Intelligent control , 1986, IEEE Control Systems Magazine.

[13]  David W. L. Wang,et al.  Designing stable MIMO fuzzy controllers , 2005, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).

[14]  Shigeo Abe,et al.  Neural Networks and Fuzzy Systems , 1996, Springer US.

[15]  B. Shafai,et al.  Magnetic bearing control systems and adaptive forced balancing , 1994, IEEE Control Systems.

[16]  Lennart Ljung,et al.  System Identification: Theory for the User , 1987 .

[17]  Rodolfo E. Haber,et al.  Fuzzy Logic-Based Torque Control System for Milling Process Optimization , 2007, IEEE Transactions on Systems, Man, and Cybernetics, Part C (Applications and Reviews).

[18]  H. Lam,et al.  Sampled-data fuzzy controller for continuous nonlinear systems , 2008 .

[19]  Shounak Roychowdhury An inquiry into the theory of defuzzification , 2001 .

[20]  Hao Ying,et al.  Analytical Structure of the Typical Fuzzy Controllers Employing Trapezoidal Input Fuzzy Sets and Nonlinear Control Rules , 1999, Inf. Sci..

[21]  Ching-Chang Wong,et al.  Self-generating rule-mapping fuzzy controller design using a genetic algorithm , 2002 .

[22]  John F. Sowa,et al.  Principles of semantic networks , 1991 .

[23]  B. Kosko Fuzzy Thinking: The New Science of Fuzzy Logic , 1993 .

[24]  Phillip J. McKerrow,et al.  Introduction to robotics , 1991 .

[25]  John J. Craig,et al.  Introduction to Robotics Mechanics and Control , 1986 .

[26]  Peter Boyce,et al.  Automotive Lighting and Human Vision , 2007 .