Development of a Random Walk Algorithm-based Glass Façade Cleaning Robot and its Performance Analysis
International Journal of Electronics and Communication Engineering |
© 2024 by SSRG - IJECE Journal |
Volume 11 Issue 12 |
Year of Publication : 2024 |
Authors : Amuthakkannan Rajakannu, K.M. Abubacker, Vijayalakshmi .K, Srirajkavin A. V |
How to Cite?
Amuthakkannan Rajakannu, K.M. Abubacker, Vijayalakshmi .K, Srirajkavin A. V, "Development of a Random Walk Algorithm-based Glass Façade Cleaning Robot and its Performance Analysis," SSRG International Journal of Electronics and Communication Engineering, vol. 11, no. 12, pp. 1-11, 2024. Crossref, https://doi.org/10.14445/23488549/IJECE-V11I12P101
Abstract:
Glass cleaning is one of the major cleaning tasks in malls, offices, and modern households where the human workforce is still used for cleaning. Manual cleaning on façade glasses is less safe, tedious, ineffective, and complex. With the advancement of robot technology, it is possible to use robots for glass curtain cleaning to facilitate humankind and improve cleaning efficiency. This work presents the development of a vacuum-type glass cleaning robot for façade cleaning using a random walk algorithm and its performance analysis. The developed square-shaped robot is controlled by an Arduino Mega microcontroller equipped with vacuuming and cleaning technology. An adhesion mechanism on the wheels makes the robot move forward and backwards on the glass. The robot runs on a 24-volt DC with a power rating of 75 watts. There are ultrasonic sensors to detect obstacles and help the robot navigate. The robot uses a simple, cost-effective random-walk mechanism that works effectively for 90 minutes. The robot’s coverage area, repeatability, and dust collection efficiency performance have been analyzed. The result shows that the distance of 130 cm is covered in 12 sec on the vertical surface, whereas the 145 cm is covered in 12 sec on the horizontal surface. The collection efficiency was achieved at 94.06% on the horizontal surfaces and 89.134% on the vertical surfaces, showing remarkable achievement on the glass curtain cleaning.
Keywords:
Vacuum Cleaning Robot (VCR), Façade Cleaning Robot (FCR), Random Walk Algorithm, Ultrasonic sensors and adhesion mechanism.
References:
[1] YongAn Huang et al., “Intelligent Robotics and Applications,” 10th International Conference, ICIR, Wuhan, China, vol. 10464, 2017.
[CrossRef] [Google Scholar] [Publisher Link]
[2] Kuisong Zheng et al., “Performance Metrics for Coverage of Cleaning Robots with MoCap System,” Intelligent Robotics and Applications, Lecture Notes in Computer Science, vol. 10464, pp. 267-274, 2017.
[CrossRef] [Google Scholar] [Publisher Link]
[3] T.B. Asafa et al., “Development of a Vacuum Cleaner Robot,” Alexandria Engineering Journal, vol. 57, no. 4, pp. 2911-2920, 2018.
[CrossRef] [Google Scholar] [Publisher Link]
[4] Jinqiang Bai et al., “Deep Learning Based Robot for Automatically Picking Up Garbage on the Grass,” IEEE Transactions on Consumer Electronics, vol. 64, no. 3, pp. 382-389, 2018.
[CrossRef] [Google Scholar] [Publisher Link]
[5] S. Harish Bala et al., “Design and Analysis of Automatic Robotic Vacuum Cleaner,” International Journal of Advanced Research in Engineering and Technology, vol. 11, no. 11, pp. 728-736, 2020.
[Google Scholar] [Publisher Link]
[6] Zhenjing Li, Qingsong Xu, and Lap Mou Tam, “A Survey on Techniques and Applications of Window-Cleaning Robots,” IEEE Access, vol. 9, pp. 111518-111532, 2021.
[CrossRef] [Google Scholar] [Publisher Link]
[7] Anıl Eren, and Hatice Doğan, “Design and Implementation of a Cost Effective Vacuum Cleaner Robot,” Turkish Journal of Engineering, vol. 6, no. 2, pp. 166-177, 2022.
[CrossRef] [Google Scholar] [Publisher Link]
[8] Nakagawa Natsu, and Date Hisashi, “Development of an Autonomous Blower Robot for Cleaning up and Collecting Fallen Leaves,” IEEE 19th International Conference on Automation Science and Engineering, Auckland, New Zealand, pp. 1-6, 2023.
[CrossRef] [Google Scholar] [Publisher Link]
[9] Shunsuke Nansai et al., “Design and Experiment of a Novel Façade Cleaning Robot with a Biped Mechanism,” Applied Sciences, vol. 8, no. 12, pp. 1-17, 2018.
[CrossRef] [Google Scholar] [Publisher Link]
[10] Rizuwana Parween et al., “Modeling and Analysis of a Glass Façade Robot,” Buildings, vol. 11, no. 6, pp. 1-19, 2021.
[CrossRef] [Google Scholar] [Publisher Link]
[11] Ravindra Singh Bisht, Pushparaj Mani Pathak, and Soraj Kumar Panigrahi, “Design and Development of a Glass Façade Cleaning Robot,” Mechanism and Machine Theory, vol. 168, 2022.
[CrossRef] [Google Scholar] [Publisher Link]
[12] Michele Gabrio Antonelli et al., “Autonomous Robot for Cleaning Photovoltaic Panels in Desert Zones,” Mechatronics, vol. 68, 2020.
[CrossRef] [Google Scholar] [Publisher Link]
[13] Ze Jiang et al., “Design and Analysis of a Passive Adaptive Wall-Climbing Robot Based on Five-Bar Mechanisms,” Ocean Engineering, vol. 298, 2024.
[CrossRef] [Google Scholar] [Publisher Link]
[14] Shiyao Cai, Zhiliang Ma, and Jianfeng Guo, “Analysis on the Implementation Mechanism of an Inspection Robot for Glass Curtain Walls in High-Rise Buildings,” Proceedings of the 37th International Symposium on Automation and Robotics in Construction, Kitakyushu, Japan, pp. 1556-1561, 2020.
[CrossRef] [Google Scholar] [Publisher Link]
[15] Qilun Feng, “Optimizing Turning Logic of Glass Curtain Wall Cleaning Robot,” Applied and Computational Engineering, vol. 81, pp. 158-163, 2024.
[CrossRef] [Google Scholar] [Publisher Link]
[16] Kazi Mahmud Hasan, Abdullah-Al-Nahid, and Khondker Jahid Reza, “Path Planning Algorithm Development for Autonomous Vacuum Cleaner Robots,” 2014 International Conference on Informatics, Electronics & Vision, Dhaka, Bangladesh, pp. 1-6, 2014.
[CrossRef] [Google Scholar] [Publisher Link]
[17] Teodor Akinfiev, Manuel Armada, and Samir Nabulsi, “Climbing Cleaning Robot for Vertical Surfaces,” Industrial Robot, vol. 36, no. 4, pp. 352-357, 2009.
[CrossRef] [Google Scholar] [Publisher Link]
[18] Sung Min Moon et al., “Window Cleaning System with Water Circulation for Building Façade Maintenance Robot and its Efficiency Analysis,” International Journal of Precision Engineering and Manufacturing-Green Technology, vol. 2, pp. 65-72, 2015.
[CrossRef] [Google Scholar] [Publisher Link]
[19] Zhi-Yuan Qian et al., “Design and Realization of a Non-Actuated Glass-Curtain Wall-Cleaning Robot Prototype with Dual Suction Cups,” The International Journal of Advanced Manufacturing Technology, vol. 30, pp. 147-155, 2006.
[CrossRef] [Google Scholar] [Publisher Link]
[20] Houxiang Zhang, Jianwei Zhang, and Guanghua Zong, “Mechanical Design and Dynamcis of an Autonomous Climbing Robot for Elliptic Half-shell Cleaning,” International Journal of Advanced Robotic Systems, vol. 4, no. 4, pp. 437-446, 2007.
[CrossRef] [Google Scholar] [Publisher Link]
[21] Houxiang Zhang et al., “A Series of Pneumatic Glass‐Wall Cleaning Robots for High‐Rise Buildings,” Industrial Robot: An International Journal, vol. 34, no. 2, pp. 150-160, 2007.
[CrossRef] [Google Scholar] [Publisher Link]
[22] Norbert Elkmann et al., Kinematics and Sensor and Control Systems of the Fully Automated Facade Cleaning Robot SIRIUSc for Fraunhofer Headquarters in Munich, Field and Service Robotics, Springer Tracts in Advanced Robotics, vol. 42, pp. 505-512, 2008.
[CrossRef] [Google Scholar] [Publisher Link]
[23] Wei Wang et al., “Robotic Cleaning System for Glass Facade of High‐Rise Airport Control Tower,” Industrial Robot: An International Journal, vol. 37, no. 5, pp. 469-478, 2010.
[CrossRef] [Google Scholar] [Publisher Link]
[24] Young-Ho Choi, and Kwang-Mok Jung, “Windoro: The World's First Commercialized Window Cleaning Robot for Domestic Use,” 8th International Conference on Ubiquitous Robots and Ambient Intelligence, Incheon, Korea (South), pp. 131-136, 2011.
[CrossRef] [Google Scholar] [Publisher Link]