Abstract
In this paper, the design of a fuzzy decision system for autonomous parallel car parking is presented. The modeling of the problem, the physics involved, the fuzzy sets assigned to the linguistic variables and the inference rules are explained. Different fuzzy operators have been tested in the generated simulation environment and the results have been compared. The decision system is proposed as a benchmark to show the influence of the different fuzzy strategies on the final decision. The comparison is made in terms of number of maneuvers for parking the vehicle. It also depends on the range of measurements to environmental objects around the car and on the starting position. The final implementation of the parking system in a Java Applet can be tested in the web using any browser.
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References
Zadeh, L.A.: Fuzzy sets. Information and Control 8, 338–353 (1965)
Zadeh, L.A.: The concept of linguistic variable and its application to approximate reasoning, parts I, II, III. Inform. Sci. 8, 199–249 (1975)
Paromtchik, I.E., Laugier, C.: Autonomous Parallel Parking of a Nonholonomic vehicle. In: Proc. IEEE Intelligent Vehicles Symp., pp. 13–18 (1996)
Oentaryo, R.J., Pasquier, M.: Self-trained automated parking system. In: Proc. of the 8th IEEE International Conference on Control, Automation, Robotics and Vision, vol. 2, pp. 1005–1010 (2004)
Höglund, P.G.: Parking, energy consumption and air pollution. Science of The Total Environment 334-335, 39–45 (2004)
Gorinevsky, D., Kapitanovsky, A., Goldenberg, A.: Neural network architecture and controller design for automated car parking. IEEE Trans. Contr. Syst. Technol. 4, 50–56 (1996)
Cheng, C.W., Chang, S.J., Li, T.H.: Parallel-parking control of autonomous mobile robot. In: Proc. Int. Conf. Industrial Electronics, Control and Instrumentation, pp. 1299–1304 (1997)
Suruz, M.M., Wail, G.: Intelligent parallel parking of a car-like mobile robot using RFID technology. In: Proc. ROSE 2007 Int. Workshop on Robotic and Sensors, pp. 1–6 (2007)
Ono, S., et al.: Parking vehicle detection system by using laser range sensor mounted on a probe car. In: Proc. of Intelligent Vehicle Symposium (2002)
Xu, J., Chen, G., Xie, M.: Vision-guided automatic parking for smart car. In: Proc. of the IEEE Intelligent Vehicles Symposium, Dearbon, MI, pp. 725–730 (2000)
Zhu, C.H., Hirahara, K., Ikeuchi, K.: Street-Parking vehicle detection using line scan camera. IEEE (2003)
La Valle, S.M.: Planning algorithms. Cambridge University Press (2006)
Kanayama, Y., Hartman, B.I.: Smooth local path planning for autonomous vehicles. In: Proc. of the IEEE Int. Conf. on Robotics and Automation, Scottsdale, USA, pp. 1265–1270 (1989)
Laumond, J.-P., Jacobs, P.E., Taix, M., Murray, R.M.: A motion planner for nonholonomic mobile robots. IEEE Trans. on Robotics and Automation 10(5), 577–593 (1994)
Dolgov, D., Thrun, S., Montemerlo, M., Diebel, J.: Path planning for autonomous driving in unknown environments. In: Proc. of the 11th Int. Symp. On Experimental Robotics ISER, Athens, Greece (2008)
Likhachev, M., Ferguson, D.: Planning dynamically-feasible maneuvers for autonomous vehicles. In: Proc. of Robotics: Sciences and Systems IV, Zurich, Switzerland (June 2008)
Latombe, J.C.: Robot motion planning. Kluwer Academic Publishers (1991)
Valverde, L., Santos, M., López, V.: Fuzzy decision system for safety on roads. In: Intelligent Decision Making Systems, pp. 326–331. World Scientific (2009)
Driankov, D., Saffiotti, A.: Fuzzy Logic Techniques for Autonomous Vehicle Navigation. Physic-Verlag, Heidelberg (2001)
Pérez, J., Gajate, A., Milanés, V., Onieva, E., Santos, M.: Design and implementation of a neuro-fuzzy system for longitudinal control of autonomous vehicles. In: 2010 IEEE World Congress on Computational Intelligence WCCI FUZZ-IEEE, pp. 1112–1117 (2010)
Bentalba, S., El Hajjaji, A., Rachid, A.: Fuzzy Parking and Point Stabilization: Application Car Dynamics Model. In: Proc. 5th IEEE Mediterranean, Cyprus (1997)
Holve, R., Protzel, P.: Reverse Parking of a Model Car with Fuzzy Control. In: Proc. of the 4th European Cong. on Intelligent Techniques and Soft Computing - EUFIT 1996, Aachen, pp. 2171–2175 (1996)
Yasunobu, S., Murai, Y.: Parking control based on predictive fuzzy control. In: Proc. IEEE Int. Conf. Fuzzy Syst., pp. 1338–1341 (1994)
Chiu, C.S., Lian, K.Y.: Fuzzy gain scheduling for parallel parking a car-like robot. IEEE Trans. Control Syst., Technol. 13(6), 1084–1092 (2005)
Chang, S.J.: Autonomous fuzzy parking control of a car-like mobile robot. IEEE Trans. Syst. Man Cybern., Part A 33(4), 451–465 (2003)
Martín, C., Garmendia, L., Santos, M., González del Campo, R.: Influence of different strategies and operators on a fuzzy decision system for car parking. In: Intelligent Decision Making Systems, pp. 345–350. World Scientific (2009)
Montenegro, D., Santos, M., Garmendia, L.: An educational example for learning fuzzy systems. In: 7th IFAC Symposium on Advances in Control Education, Madrid, España (2006)
Baturone, I., Moreno-Velo, F.J., Sanchez-Solano, S., Ollero, A.: Automatic design of fuzzy controllers for car-like autonomous robots. IEEE Transaction on Fuzzy System 12(4), 447–465 (2004)
Zhao, Y., Collins, E.G.: Robust automatic parallel parking in tight spaces via fuzzy logic. Robotics and Autonomous Systems 51, 111–127 (2005)
Li, T.-H.S., Chang, S.-J., Chen, Y.-X.: Implementation of human-like driving skills by autonomous fuzzy behavior control on an FPGA-based car-like mobile robots. IEEE Transactions on Industrial Electronics 50(5), 867–880 (2003)
Miyata, H., Ohki, M., Yokouchi, Y., Ohkita, M.: Control of the autonomous mobile robot DREAM-1 for a parallel parking. Math. Comput. Simul. 41(1-2), 129–138 (1996)
Ohkita, M., Miyata, H., Miura, M., Kouno, H.: Travelling experiment of an autonomous mobile robot for a flush parking. In: Proceedings of the 2nd IEEE International Conference on Fuzzy Systems, San Francisco, CA, pp. 327–332 (1993)
Holve, R., Protzel, P.: Reverse parking of a mobile car with fuzzy control. In: Proceedings of the 4th European Congress on Intelligent Techniques and Soft Computing, pp. 2171–2175 (1996)
Demirli, K., Khoshnejad, M.: Autonomous parallel parking of a car-like mobile robot by a neuro-fuzzy sensor-based controller. Fuzzy Sets and Systems 160, 2876–2891 (2009)
Paromtchik, I.E., Laugier, C.: Motion generation and control for parking an autonomous vehicle. In: Proc. of the IEEE Int. Conf. on Robotics and Automation, Minneapolis, USA, pp. 3117–3122 (1996)
IMSE Centro Nacional de Microelectrónica. Herramientas de CAD para Lógica Difusa. Xfuzzy 3.0. Seville (2003), http://www.imse.cnm.es
Schweizer, B., Sklar, A.: Probabilistic Metric Spaces. North-Holland, NY (1960)
López, V., Santos, M., Montero, J.: Fuzzy Specification in Real Estate Market Decision Making. Int. J. of Computational Intelligence Systems 3(1), 8–20 (2010)
Farias, G., Santos, M., López, V.: Making decisions on brain tumour diagnosis by soft computing techniques. Soft Computing 14, 1287–1296 (2010)
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Sánchez, C.M., Peñas, M.S., Salvador, L.G. (2012). A Fuzzy Decision System for an Autonomous Car Parking. In: Lu, J., Jain, L.C., Zhang, G. (eds) Handbook on Decision Making. Intelligent Systems Reference Library, vol 33. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-25755-1_13
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DOI: https://doi.org/10.1007/978-3-642-25755-1_13
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