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2020 | OriginalPaper | Chapter

Motion Control of Smart Autonomous Mobile System Based on the Perception Model

Authors : Anatolii Kargin, Artem Panchenko, Oleksandr Ivaniuk, Ruslans Muhitovs

Published in: ICTE in Transportation and Logistics 2019

Publisher: Springer International Publishing

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Abstract

Modern systems, such as cooperative robotics, mobile computing systems, transportation systems, have to operate in highly dynamic and volatile environments. Smart and autonomous behavior becomes indispensable characteristics of such systems. The article deals with the task of managing movements along a given route with obstacles by a Smart Autonomous Machine (SAM). The possibilities of control are shown on the basis of a new perception model, supporting the such cognitive functions as calculating the meaning of the space-temporal data segment from sensors, tracking the context and switching attention. The knowledge bases are given in the form of rules with linguistic variables used in the perception model for situational motion control of the SAM. Protocols of computer experiments with a simulation of the perception model are given and discussed, allowing to check its adequacy and effectiveness. A description of field experiments with a mobile wheeled robot is given. The experiments were conducted in an artificially created space, including a set of distributed landmarks, which are used as route markers. The scenarios for different routes and possible obstacles are analyzed.

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Literature
3.
go back to reference Duarte, F., Ratti, C.: The impact of autonomous vehicles on cities: a review. J. Urban Technol. 25, 3–18 (2018)CrossRef Duarte, F., Ratti, C.: The impact of autonomous vehicles on cities: a review. J. Urban Technol. 25, 3–18 (2018)CrossRef
4.
go back to reference Stachniss, C.: Robotic Mapping and Exploration. Springer, Heidelberg (2009)CrossRef Stachniss, C.: Robotic Mapping and Exploration. Springer, Heidelberg (2009)CrossRef
5.
go back to reference Rone, W., Ben-Tzvi, P.: Mapping, localization and motion planning in mobile multi-robotic systems. Robotica 31, 1–23 (2012)CrossRef Rone, W., Ben-Tzvi, P.: Mapping, localization and motion planning in mobile multi-robotic systems. Robotica 31, 1–23 (2012)CrossRef
6.
go back to reference Bresson, G., Alsayed, Z., Yu, L., Glaser, S.: Simultaneous localization and mapping: a survey of current trends in autonomous driving. IEEE Trans. Intell. Veh. 2, 194–220 (2017)CrossRef Bresson, G., Alsayed, Z., Yu, L., Glaser, S.: Simultaneous localization and mapping: a survey of current trends in autonomous driving. IEEE Trans. Intell. Veh. 2, 194–220 (2017)CrossRef
7.
go back to reference Fuentes-Pacheco, J., Ruiz-Ascencio, J., Rendón-Mancha, J.: Visual simultaneous localization and mapping: a survey. Artif. Intell. Rev. 43, 55–81 (2012)CrossRef Fuentes-Pacheco, J., Ruiz-Ascencio, J., Rendón-Mancha, J.: Visual simultaneous localization and mapping: a survey. Artif. Intell. Rev. 43, 55–81 (2012)CrossRef
8.
go back to reference Hoy, M., Matveev, A., Savkin, A.: Algorithms for collision-free navigation of mobile robots in complex cluttered environments: a survey. Robotica 33, 463–497 (2014)CrossRef Hoy, M., Matveev, A., Savkin, A.: Algorithms for collision-free navigation of mobile robots in complex cluttered environments: a survey. Robotica 33, 463–497 (2014)CrossRef
9.
go back to reference Lv, T., Zhao, C., Bao, J.: A global path planning algorithm based on bidirectional SVGA. J. Robot. 2017, 1–11 (2017)CrossRef Lv, T., Zhao, C., Bao, J.: A global path planning algorithm based on bidirectional SVGA. J. Robot. 2017, 1–11 (2017)CrossRef
10.
go back to reference Lu, Y., Xue, Z., Xia, G., Zhang, L.: A survey on vision-based UAV navigation. Geo-spat. Inf. Sci. 21, 21–32 (2018)CrossRef Lu, Y., Xue, Z., Xia, G., Zhang, L.: A survey on vision-based UAV navigation. Geo-spat. Inf. Sci. 21, 21–32 (2018)CrossRef
11.
go back to reference Mac, T., Copot, C., Tran, D., De Keyser, R.: Heuristic approaches in robot path planning: a survey. Robot. Auton. Syst. 86, 13–28 (2016)CrossRef Mac, T., Copot, C., Tran, D., De Keyser, R.: Heuristic approaches in robot path planning: a survey. Robot. Auton. Syst. 86, 13–28 (2016)CrossRef
12.
go back to reference Yufka, A., Parlaktuna, O.: Performance comparison of the BUG’s algorithms for mobile robots. In: International Symposium on INnovations in Intelligent SysTems and Applications, INISTA 2009, pp. 416–421 (2009) Yufka, A., Parlaktuna, O.: Performance comparison of the BUG’s algorithms for mobile robots. In: International Symposium on INnovations in Intelligent SysTems and Applications, INISTA 2009, pp. 416–421 (2009)
13.
go back to reference McGuire, K., de Croon, G., Tuyls, K.: A comparative study of bug algorithms for robot navigation. Robot. Autono. Syst. 121, 103261 (2019)CrossRef McGuire, K., de Croon, G., Tuyls, K.: A comparative study of bug algorithms for robot navigation. Robot. Autono. Syst. 121, 103261 (2019)CrossRef
14.
go back to reference Asada, M., Hosoda, K., Kuniyoshi, Y., Ishiguro, H., Inui, T., Yoshikawa, Y., Ogino, M., Yoshida, C.: Cognitive developmental robotics: a survey. IEEE Trans. Auton. Ment. Dev. 1, 12–34 (2009)CrossRef Asada, M., Hosoda, K., Kuniyoshi, Y., Ishiguro, H., Inui, T., Yoshikawa, Y., Ogino, M., Yoshida, C.: Cognitive developmental robotics: a survey. IEEE Trans. Auton. Ment. Dev. 1, 12–34 (2009)CrossRef
15.
go back to reference Alippi, C.: Intelligence for Embedded Systems. Springer International Publishing, Cham (2014)CrossRef Alippi, C.: Intelligence for Embedded Systems. Springer International Publishing, Cham (2014)CrossRef
16.
go back to reference Kargin, A., Panchenko, S., Vasiljevs, A., Petrenko, T.: Implementation of cognitive perception functions in fuzzy situational control model. Procedia Comput. Sci. 149, 231–238 (2019)CrossRef Kargin, A., Panchenko, S., Vasiljevs, A., Petrenko, T.: Implementation of cognitive perception functions in fuzzy situational control model. Procedia Comput. Sci. 149, 231–238 (2019)CrossRef
17.
go back to reference Kargin, A., Petrenko, T.: Internet of things smart rules engine. In: 2018 International Scientific-Practical Conference Problems of Infocommunications. Science and Technology (PIC S&T), pp. 639–644. IEEE (2019) Kargin, A., Petrenko, T.: Internet of things smart rules engine. In: 2018 International Scientific-Practical Conference Problems of Infocommunications. Science and Technology (PIC S&T), pp. 639–644. IEEE (2019)
18.
go back to reference Kargin, A., Petrenko, T.: Abstraction and categorization in smart machines based on granular computations. Bulletin of the National Technical University “KhPI”. A series of “Information and Modeling.” 50, pp. 130–141 (2017) Kargin, A., Petrenko, T.: Abstraction and categorization in smart machines based on granular computations. Bulletin of the National Technical University “KhPI”. A series of “Information and Modeling.” 50, pp. 130–141 (2017)
19.
go back to reference Kargin, A., Ivaniuk, O., Galych, G., Panchenko, A.: Polygon for smart machine application. In: 2018 IEEE 9th International Conference on Dependable Systems, Services and Technologies (DESSERT). IEEE (2018) Kargin, A., Ivaniuk, O., Galych, G., Panchenko, A.: Polygon for smart machine application. In: 2018 IEEE 9th International Conference on Dependable Systems, Services and Technologies (DESSERT). IEEE (2018)
Metadata
Title
Motion Control of Smart Autonomous Mobile System Based on the Perception Model
Authors
Anatolii Kargin
Artem Panchenko
Oleksandr Ivaniuk
Ruslans Muhitovs
Copyright Year
2020
DOI
https://doi.org/10.1007/978-3-030-39688-6_20

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