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Robotic pool cleaning for better hygiene

                optimized  power  management  to  extend  cleaning   for users while also contributing  to advancements  in
                cycles.  In addition, obstacle handling remains a   robotics and sensor technology. Further research could
                      27
                challenge,  as  floating  debris  moves  unpredictably,   explore  enhancements  in  navigation  algorithms  and
                requiring  adaptive  navigation  strategies.  Another   the integration  of more advanced machine learning
                                                       25
                issue is underwater visibility, as high water turbidity can   techniques for even greater efficiency and adaptability.
                interfere with image recognition and debris detection,   Future work will focus on the development  of a
                reducing cleaning efficiency. 28                    functional  prototype to validate  the proposed design.
                  Environmental factors also impact robotic cleaning   Experimental evaluation will assess cleaning efficiency,
                performance. An adaptable navigation feature tailored   navigation  accuracy, and real-time  water quality
                to various pool sizes and shapes is required to ensure   monitoring under varying environmental conditions.
                thorough coverage.  Furthermore, weather conditions,
                                 1
                especially  in  outdoor  pools, introduce  wind-driven   Acknowledgments
                debris that may affect cleaning effectiveness. 5
                  User  acceptance  is another critical  factor in the   None.
                adoption of robotic cleaners. The high initial investment
                may  deter  potential  users despite  long-term  cost   Funding
                savings.  In addition, the technical complexity of setup
                       15
                and maintenance may discourage users unfamiliar with   None.
                automated systems. 5
                  To overcome these challenges, future enhancements   Conflict of interest
                could  include  AI-powered  debris  classification,
                allowing the robot to identify and selectively remove   All the authors declare they have no competing interests.
                different types of waste. IoT integration could enable
                smart pool management with real-time alerts and     Author contributions
                automated water quality adjustments. In addition,
                incorporating solar charging capabilities would enable   Conceptualization: Hemalatha Senthilmahesh
                sustainable operation, reducing dependence on external   Data curation: Kiran Mayee Adavala
                power sources.  Addressing these challenges and     Investigation: Hemalatha Senthilmahesh
                implementing such advancements will ensure broader   Methodology: Hemalatha Senthilmahesh
                adoption  and  long-term  efficiency  of  robotic  pool   Resources: Thilagam Thangamariappan
                cleaning systems.                                   Validation: Pullela S.V.V.S.R. Kumar
                                                                    Visualization: Ramesh Tumaati
                5. Conclusion                                       Writing–original draft: Hemalatha Senthilmahesh
                                                                    Writing–review & editing: Muthuvairavan Pillai Nagappan
                This paper presents the design and implementation
                of  a  swimming  pool  cleaning  robot  equipped  with  a   Availability of data
                sophisticated  integration  of various units,  including
                power, sensor, wireless, motor, and water quality   Not applicable.
                monitoring  systems.  The  robot  effectively  utilizes
                advanced algorithms for debris detection and obstacle   References
                avoidance,  ensuring  efficient  cleaning  operations
                while maintaining water quality. By employing image   1.  American  Heart  Association.  Benefits  of  Swimming;
                processing techniques and real-time data communication   2021. Available from: https://www.heart.org/en/healthy-
                with a remote human–machine  interface,  the  robot     living/fitness/fitness-basics/swimming [Last accessed on
                                                                        2025 Mar 04].
                enhances  operational  efficiency  and  user  interaction.   2.  Cox  C,  Fitzgerald  A,  Williams  D.  The  impact  of
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                it a valuable tool for maintaining clean swimming pool      doi: 10.1177/1359105317718921
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                Volume 22 Issue 2 (2025)                        29                                 doi: 10.36922/ajwep.6564
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