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Leveraging Expert Demonstration Features for Deep Reinforcement Learning in Floor Cleaning Robot Navigation [PDF]

open access: yesSensors, 2022
In this paper, a Deep Reinforcement Learning (DRL)-based approach for learning mobile cleaning robot navigation commands that leverage experience from expert demonstrations is presented.
Reinis Cimurs   +1 more
doaj   +3 more sources

Floor Cleaning Robot

open access: yesINTERANTIONAL JOURNAL OF SCIENTIFIC RESEARCH IN ENGINEERING AND MANAGEMENT
The “Floor Cleaning Robot” utilizing the Arduino Uno is an innovative robotic system aimed at automating floor cleaning processes, incorporating both dry and wet cleaning functionalities into a single design. This project focuses on achieving autonomous navigation, obstacle detection, and efficient cleaning using cost-effective and user-friendly ...
D. Sri Lakshmi,, V. Rangavalli
semanticscholar   +5 more sources

Autonomous Self-Reconfigurable Floor Cleaning Robot [PDF]

open access: yesIEEE Access, 2020
The cleaning robots are going through some significant development in recent years, driven by the greater market penetration and the demand for better cleaning performance.
Rizuwana Parween   +4 more
doaj   +2 more sources

Vision-based dirt distribution mapping using deep learning [PDF]

open access: yesScientific Reports, 2023
Cleaning is a fundamental routine task in human life that is now handed over to leading-edge technologies such as robotics and artificial intelligence.
Ishneet Sukhvinder Singh   +4 more
doaj   +2 more sources

Autonomous Floor Cleaning Robot

open access: yesInternational Journal for Research in Applied Science and Engineering Technology, 2021
1Assistant Professor, Department of Electronics and Telecommunication, Pimpri Chinchwad College of Engineering and Research, Ravet-412101, 2, 3, 4Students, Department of Electronics and Telecommunication, Pimpri Chinchwad College of Engineering and ...
Reyhan Ahmed
openaire   +2 more sources

Automatic Floor Cleaning Robot Using Arduino and Ultrasonic Sensor [PDF]

open access: yesJournal of Robotics and Control (JRC), 2021
The entire floor cleaning robot is divided into several parts, namely consisting of an Ultrasonic Sensor, Motor Shield L298, Arduino Uno microcontroller, Servo, and Dc Motor.
Diandra, Roni   +3 more
core   +4 more sources

hTetro-Infi: A Reconfigurable Floor Cleaning Robot With Infinite Morphologies

open access: yesIEEE Access, 2020
The development of floor cleaning robots is an emerging area in robotics. Maximizing the area coverage is a foremost mission for a floor cleaning robot.
S. M. Bhagya P. Samarakoon   +3 more
doaj   +2 more sources

Tradeoff Between Area Coverage and Energy Usage of a Self-Reconfigurable Floor Cleaning Robot Based on User Preference

open access: yesIEEE Access, 2020
Floor cleaning robots have been developed to cope with the issues arisen with conventional cleaning methods that involve extensive human labor. hTetro is a self-reconfigurable floor cleaning robot that has been introduced to improve area coverage ...
M. A. Viraj J. Muthugala   +2 more
doaj   +2 more sources

COMPACT FLOOR CLEANING ROBOT

open access: yesINTERANTIONAL JOURNAL OF SCIENTIFIC RESEARCH IN ENGINEERING AND MANAGEMENT
This paper presents the design and development of a compact floor cleaning robot intended for efficient residential cleaning. The robot utilizes an ESP32 microcontroller and ultrasonic sensors to detect obstacles and navigate various floor types. The compact design allows it to reach tight spaces, ensuring thorough cleaning.
K. K
openaire   +2 more sources

SOLAR POWERED MULTIFUNCTION FLOOR CLEANING ROBOT

open access: yesInternational Research Journal of Modernization in Engineering Technology and Science, 2023
The paper is to design and construct solar powered multifunctional floor cleaning robot. Cleaning is important in every place. For cleaning manpower is required, so in order to compensate for this problem we go with the automated floor cleaning robot ...
Mrs.G. Swathi   +3 more
openaire   +2 more sources

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