ROUTE PLANNING FOR A MOBILE ROBOT IN 3D SPACE BASED ON AN ALGORITHM PROBABILISTIC ROADMAP
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Keywords

Industry 5.0, Сomputer Vision Systems, Mobile Robots, Work zone, Manufacturing Innovation, Industrial Innovation

How to Cite

Vladyslav Yevsieiev, Svitlana Maksymova, & Amer Abu-Jassar. (2024). ROUTE PLANNING FOR A MOBILE ROBOT IN 3D SPACE BASED ON AN ALGORITHM PROBABILISTIC ROADMAP. Journal of Universal Science Research, 2(4), 22–33. Retrieved from https://universalpublishings.com/index.php/jusr/article/view/5006

Abstract

This article discusses route planning for a mobile robot in three-dimensional space using the Probabilistic Roadmap (PRM) algorithm. The mathematical apparatus of PRM allows you to build a state graph for the robot’s movement space, taking into account obstacles and environmental features. The developed Python program includes an implementation of the PRM algorithm to find the optimal path in 3D space. Experiments on route generation in various environments were conducted to demonstrate the effectiveness and accuracy of the proposed approach. The results obtained confirm the applicability of the PRM algorithm for route planning of mobile robots in complex 3D environments.

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References

Shcherbyna, V., & et al. (2023). Mobile Robot for Fires Detection Development. Journal of Universal Science Research, 1(11), 17-27.

Nevliudov, I., & et al. (2023). Development of a Mobile Robot Prototype with an Interactive Control System. Системи управління, навігації та зв’язку. Збірник наукових праць, 3(73), 128-133.

Matarneh, R., & et al. (2018). Voice Control for Flexible Medicine Robot. International Journal of Computer Trends and Technology, 56(1), 1-5.

Al-Sharo Y., & et al. (2023). A Robo-hand prototype design gripping device within the framework of sustainable development. Indian Journal of Engineering, 2023, 20, e37ije1673.

Nevliudov, I., & et al. (2023). A Small-Sized Robot Prototype Development Using 3D Printing. In XXXI International Conference CAD In Machinery Design Implementation and Educational Issues,12.

Attar, H., Abu-Jassar, A. T., Yevsieiev, V., Lyashenko, V., Nevliudov, I., & Luhach, A. K. (2022). Zoomorphic Mobile Robot Development for Vertical Movement Based on the Geometrical Family Caterpillar. Computational intelligence and neuroscience, 2022, 3046116.

Abu-Jassar, A. T., Al-Sharo, Y. M., Lyashenko, V., & Sotnik, S. (2021). Some Features of Classifiers Implementation for Object Recognition in Specialized Computer systems. TEM Journal, 10(4), 1645.

Baker, J. H., Laariedh, F., Ahmad, M. A., Lyashenko, V., Sotnik, S., & Mustafa, S. K. (2021). Some interesting features of semantic model in Robotic Science. SSRG International Journal of Engineering Trends and Technology, 69(7), 38-44.

Matarneh, R., Maksymova, S., Deineko, Z., & Lyashenko, V. (2017). Building robot voice control training methodology using artificial neural net. International Journal of Civil Engineering and Technology, 8(10), 523-532.

Al-Sharo, Y. M., Abu-Jassar, A. T., Sotnik, S., & Lyashenko, V. (2021). Neural networks as a tool for pattern recognition of fasteners. International Journal of Engineering Trends and Technology, 69(10), 151-160.

Sotnik, S., Mustafa, S. K., Ahmad, M. A., Lyashenko, V., & Zeleniy, O. (2020). Some features of route planning as the basis in a mobile robot. International Journal of Emerging Trends in Engineering Research, 8(5), 2074-2079.

Sotnik, S., & Lyashenko, V. (2022). Prospects for Introduction of Robotics in Service. Prospects, 6(5), 4-9.

Ahmad, M. A., Sinelnikova, T., Lyashenko, V., & Mustafa, S. K. (2020). Features of the construction and control of the navigation system of a mobile robot. International Journal of Emerging Trends in Engineering Research, 8(4), 1445-1449.

Lyashenko, V., & Sotnik, S. (2022). Overview of Innovative Walking Robots. International Journal of Academic Engineering Research (IJAER), 6(4), 3-7.

Lyashenko, V., & Sotnik, S. (2020). Analysis of Basic Principles for Sensor System Design Process Mobile Robots. Journal La Multiapp, 1(4), 1-6.

Abu-Jassar, A. T., Attar, H., Lyashenko, V., Amer, A., Sotnik, S., & Solyman, A. (2023). Access control to robotic systems based on biometric: the generalized model and its practical implementation. International Journal of Intelligent Engineering and Systems, 16(5), 313-328.

Al-Sharo, Y. M., Abu-Jassar, A. T., Sotnik, S., & Lyashenko, V. (2023). Generalized Procedure for Determining the Collision-Free Trajectory for a Robotic Arm. Tikrit Journal of Engineering Sciences, 30(2), 142-151.

Yevsieiev, V., & et al. (2024). Using Contouring Algorithms to Select Objects in the Robots’ Workspace. Technical Science Research In Uzbekistan, 2(2), 32-42.

Basiuk, V., & et al. (2023). Mobile Robot Position Determining Using Odometry Method. Multidisciplinary Journal of Science and Technology, 3(3), 227-234.

Yevsieiev, V., & et al. (2024). Active Contours Method Implementation for Objects Selection in the Mobile Robot’s Workspace. Journal of Universal Science Research, 2(2), 135-145.

Nevliudov, I., & et al. (2023). Mobile Robot Navigation System Based on Ultrasonic Sensors. In 2023 IEEE XXVIII International Seminar/Workshop on Direct and Inverse Problems of Electromagnetic and Acoustic Wave Theory (DIPED), IEEE, 1, 247-251.

Yevsieiev, V., & et al. (2024). Object Recognition and Tracking Method in the Mobile Robot’s Workspace in Real Time. Technical Science Research In Uzbekistan, 2(2), 115-124.

Yevsieiev, V., & et al. (2024). The Canny Algorithm Implementation For Obtaining the Object Contour in a Mobile Robot’s Workspace in Real Time. Journal of Universal Science Research, 2(3), 7-19.

Uchqun o‘g‘li, B. S., Valentin, L., & Vyacheslav, L. (2023). Image Processing Techniques as a Tool for the Analysis of Liver Diseases. Journal of Universal Science Research, 1(8), 223-233.

Babker, A., Sotnik, S., & Lyashenko, V. (2018). Polymeric Materials in Medicine. Sch. J. Appl. Med Sci, 6, 148-153.

Ahmad, M. A., Kots, G. P., & Lyashenko, V. V. (2015). Bank Lending Efficiency in the Real Sector of the Economy of Ukraine within the Period of 2011 to 2014 Years. Modern Economy, 6(12), 1209-1218.

Ahmad, M. A., Kots, G. P., & Lyashenko, V. V. (2016). Statistical Study of Bank Lending Efficiency in the Real Sector of the Economy of Ukraine within the Period of Years 2009 to 2012. Asian Academic Research Journal of Multidisciplinary, 3(2), pp. 104-120.

Ahmad, M. A., Kuzemin, O., Lyashenko, V., & Ahmad, N. A. (2015). Microsituations as part of the formalization of avalanche climate to avalanche-riskiness and avalanche-safety classes in the emergency situations separation. International Journal, 3(4), 684-691.

Lyashenko, V. V., Matarneh, R., Baranova, V., & Deineko, Z. V. (2016). Hurst Exponent as a part of wavelet decomposition coefficients to measure long-term memory time series based on multiresolution analysis. American Journal of Systems and Software, 4(2), 51-56.

Lyashenko, V., Ahmad, M. A., Sotnik, S., Deineko, Z., & Khan, A. (2018). Defects of communication pipes from plastic in modern civil engineering. International Journal of Mechanical and Production Engineering Research and Development, 8(1), 253-262.

Babker, A. M., Altoum, A. E. A., Tvoroshenko, I., & Lyashenko, V. (2019). Information technologies of the processing of the spaces of the states of a complex biophysical object in the intellectual medical system health. International Journal of Advanced Trends in Computer Science and Engineering, 8(6), 3221-3227.

Lyubchenko, V., Matarneh, R., Kobylin, O., & Lyashenko, V. (2016). Digital image processing techniques for detection and diagnosis of fish diseases. International Journal of Advanced Research in Computer Science and Software Engineering, 6(7), 79-83.

Vasiurenko, O., Lyashenko, V., Baranova, V., & Deineko, Z. (2020). Spatial-Temporal Analysis the Dynamics of Changes on the Foreign Exchange Market: an Empirical Estimates from Ukraine. Journal of Asian Multicultural Research for Economy and Management Study, 1(2), 1-6.

Ravankar, A. A., & et al. (2020). HPPRM: hybrid potential based probabilistic roadmap algorithm for improved dynamic path planning of mobile robots. Ieee Access, 8, 221743-221766.

Qiao, L., & et al. (2022). An Optimized Probabilistic Roadmap Algorithm for Path Planning of Mobile Robots in Complex Environments with Narrow Channels. sensors, 22(22), 8983.

Aria, M. (2021). Optimal path planning using informed probabilistic road map algorithm. Journal of Engineering Research.

Zhao, Y., & et al. (2021). Multi-branch cable harness layout design based on genetic algorithm with probabilistic roadmap method. Chinese Journal of Mechanical Engineering, 34, 1-11.

Hüppi, M., & et al. (2022). T-prm: Temporal probabilistic roadmap for path planning in dynamic environments. In 2022 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), IEEE, 10320-10327.

Jin, Q., & et al. (2023). An improved probabilistic roadmap planning method for safe indoor flights of unmanned aerial vehicles. Drones, 7(2), 92.

Kumar, S., & Sikander, A. (2023). A modified probabilistic roadmap algorithm for efficient mobile robot path planning. Engineering Optimization, 55(9), 1616-1634.

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