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2016 | OriginalPaper | Buchkapitel

Comparison and Analysis of Obstacle Avoiding Path Planning of Mobile Robot by Using Ant Colony Optimization and Teaching Learning Based Optimization Techniques

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Abstract

Now a day, one of the prime concerns of mobile robot is path planning, in the area of industrial robotics. A path planning optimization method was proposed to calculate shortest collision free path from source to destination by avoiding static as well as dynamic obstacles. Therefore, it is necessary to select appropriate optimization technique for optimization of paths. Such problems can be solved by metaheuristic methods. This research paper demonstrates the comparison and analysis of two Soft Computing Techniques i.e. Ant Colony Optimization (ACO) and Teaching Learning Based Optimization (TLBO) by simulating respective algorithms for finding shortest path of a Mobile Robot by Obstacle avoidance & Path re-planning and Path Tracking. Both of these techniques seem to be a promising technique with relatively competitive performances. The ACO has been more widely used in that and it gives good solution with smaller numbers of predetermined parameters in comparison with other algorithms.

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Literatur
1.
Zurück zum Zitat Buniyamin, N., Wan Ngah, W.A.J., Sariff, N., Mohamad, Z.: A simple local path planning algorithm for autonomous mobile robots. Int. J. Syst. Appl. Eng. Dev. 5(2), 151–159 (2011) Buniyamin, N., Wan Ngah, W.A.J., Sariff, N., Mohamad, Z.: A simple local path planning algorithm for autonomous mobile robots. Int. J. Syst. Appl. Eng. Dev. 5(2), 151–159 (2011)
2.
Zurück zum Zitat Garcia, M.A., Montiel, O., Castillo, O., Sepúlveda, R., Melin, P.: Path planning for autonomous mobile robot navigation with ant colony optimization and fuzzy cost function evaluation. Appl. Soft Comput. 9(3), 1102–1110 (2009)CrossRef Garcia, M.A., Montiel, O., Castillo, O., Sepúlveda, R., Melin, P.: Path planning for autonomous mobile robot navigation with ant colony optimization and fuzzy cost function evaluation. Appl. Soft Comput. 9(3), 1102–1110 (2009)CrossRef
3.
Zurück zum Zitat Masehian, E., Sedighizadeh, D.: Classic and heuristic approaches in robot motion planning-a chronological review. World Acad. Sci. Eng. Technol. 29(1), 101–106 (2007) Masehian, E., Sedighizadeh, D.: Classic and heuristic approaches in robot motion planning-a chronological review. World Acad. Sci. Eng. Technol. 29(1), 101–106 (2007)
4.
Zurück zum Zitat Ansari, A.Q.: Hierarchical Fuzzy control for industrial automation. Scholar’s Press, Germany (2013). ISBN 978-3-639-51592, 2013 Ansari, A.Q.: Hierarchical Fuzzy control for industrial automation. Scholar’s Press, Germany (2013). ISBN 978-3-639-51592, 2013
5.
Zurück zum Zitat Ansari, A.Q.: The basics of fuzzy logic: a tutorial review, computer education—Stafford—Computer Education Group, U.K., No. 88, pp. 5–9 (1998) Ansari, A.Q.: The basics of fuzzy logic: a tutorial review, computer education—Stafford—Computer Education Group, U.K., No. 88, pp. 5–9 (1998)
6.
Zurück zum Zitat Siddiqui, S.A., Ansari, A.Q., Agarwal, S.: A journey through Fuzzy Philosophy. Pranjana J. Manage. Awareness 6(2), 29–33 (2003) Siddiqui, S.A., Ansari, A.Q., Agarwal, S.: A journey through Fuzzy Philosophy. Pranjana J. Manage. Awareness 6(2), 29–33 (2003)
7.
Zurück zum Zitat Dorigo, M., Gambardella, L.M.: Ant colony system: a cooperative learning approach to the traveling salesman problem. IEEE Trans. Evol. Comput. 1(1), 53–66 (1997)CrossRef Dorigo, M., Gambardella, L.M.: Ant colony system: a cooperative learning approach to the traveling salesman problem. IEEE Trans. Evol. Comput. 1(1), 53–66 (1997)CrossRef
8.
Zurück zum Zitat Dutta, A.K., Ansari, A.Q., Biswas, R.: A method of intelligent search. Int. J. Comput. Cogn. 4(2), 24–29 (2006) Dutta, A.K., Ansari, A.Q., Biswas, R.: A method of intelligent search. Int. J. Comput. Cogn. 4(2), 24–29 (2006)
9.
Zurück zum Zitat Rao, V., Kalyanka, V.D.: Parameter optimization of modern machining processes using teaching–learning-based optimization algorithm. Eng. Appl. Artif. Intell. 26(1), 524–531 (2013). (Elsevier)CrossRef Rao, V., Kalyanka, V.D.: Parameter optimization of modern machining processes using teaching–learning-based optimization algorithm. Eng. Appl. Artif. Intell. 26(1), 524–531 (2013). (Elsevier)CrossRef
10.
Zurück zum Zitat Abiyev, R., Ibrahim, D., Erin, B.: Navigation of mobile robots in the presence of obstacles. Adv. Eng. Softw. 41(10), 1179–1186 (2010)CrossRefMATH Abiyev, R., Ibrahim, D., Erin, B.: Navigation of mobile robots in the presence of obstacles. Adv. Eng. Softw. 41(10), 1179–1186 (2010)CrossRefMATH
11.
Zurück zum Zitat Cong, Y.Z., Ponnambalam, S.G.: Mobile robot path planning using ant colony optimization. In: IEEE International Conference on Advanced Intelligent Mechatronics, pp. 851–856 (2009) Cong, Y.Z., Ponnambalam, S.G.: Mobile robot path planning using ant colony optimization. In: IEEE International Conference on Advanced Intelligent Mechatronics, pp. 851–856 (2009)
12.
Zurück zum Zitat Katiyar, S., Mittal, A., Ansari, A.Q., Saxena, T.K.: Ant colony algorithm based adaptive PID temperature controller. Proceedings of the 7th International Conference on Trends in Industrial Measurements and Automation (TIMA 2011), CSIR, Chennai (2011) Katiyar, S., Mittal, A., Ansari, A.Q., Saxena, T.K.: Ant colony algorithm based adaptive PID temperature controller. Proceedings of the 7th International Conference on Trends in Industrial Measurements and Automation (TIMA 2011), CSIR, Chennai (2011)
13.
Zurück zum Zitat Ansari, A.Q.: Multiple valued logic versus binary logic. CSI Commun. India 20(5), 30–31 (1996) Ansari, A.Q.: Multiple valued logic versus binary logic. CSI Commun. India 20(5), 30–31 (1996)
14.
Zurück zum Zitat Khan, M.A., Ansari, A.Q.: Fundamentals of industrial informatics and communication technologies. In: Handbook of Research on Industrial Informatics and Manufacturing Intelligence: Innovations and Solutions, 03/2012: Chapter 1: pp. 1–19; IGI Global, USA (2012) Khan, M.A., Ansari, A.Q.: Fundamentals of industrial informatics and communication technologies. In: Handbook of Research on Industrial Informatics and Manufacturing Intelligence: Innovations and Solutions, 03/2012: Chapter 1: pp. 1–19; IGI Global, USA (2012)
15.
Zurück zum Zitat Ansari, A.Q., Biswas, R., Aggarwal, S.: Neutrosophic classifier: an extension of Fuzzy classifier. Appl. Soft Comput. 13(1), 563–573 (2013)CrossRef Ansari, A.Q., Biswas, R., Aggarwal, S.: Neutrosophic classifier: an extension of Fuzzy classifier. Appl. Soft Comput. 13(1), 563–573 (2013)CrossRef
16.
Zurück zum Zitat Ansari, A.Q., Khan, M.A.: Parallel and dynamic virtual channel manager (VCM) for 3-D network-on-chip (NoC) router. In: Indian Patent Journal. New Delhi, Submitted: 03/08/2011 16:07:38 Ansari, A.Q., Khan, M.A.: Parallel and dynamic virtual channel manager (VCM) for 3-D network-on-chip (NoC) router. In: Indian Patent Journal. New Delhi, Submitted: 03/08/2011 16:07:38
17.
Zurück zum Zitat Ansari, A.Q., Khan, M.A.: Architecture of 3-D network-on-chip (NoC) router with guided flit logic. In: Indian Patent Journal, New Delhi. Submitted: 18/01/2013 15:39:18 Ansari, A.Q., Khan, M.A.: Architecture of 3-D network-on-chip (NoC) router with guided flit logic. In: Indian Patent Journal, New Delhi. Submitted: 18/01/2013 15:39:18
18.
Zurück zum Zitat Katiyar, S., Ibraheem, N., Ansari, A.Q.: Ant colony optimization: a tutorial review. In: Proceedings of the National Conference on Advances in Power and Control, Manav Rachna International University, Faridabad, Haryana, India Katiyar, S., Ibraheem, N., Ansari, A.Q.: Ant colony optimization: a tutorial review. In: Proceedings of the National Conference on Advances in Power and Control, Manav Rachna International University, Faridabad, Haryana, India
Metadaten
Titel
Comparison and Analysis of Obstacle Avoiding Path Planning of Mobile Robot by Using Ant Colony Optimization and Teaching Learning Based Optimization Techniques
verfasst von
A. Q. Ansari
Ibraheem
Sapna Katiyar
Copyright-Jahr
2016
DOI
https://doi.org/10.1007/978-3-319-30927-9_56