Verifying and assessing a performance of an automatic vacuum robot under different room conditions

Artificial intelligence has become the mainstream technology. Automatic vacuum cleaners or robot vacuums change the field of vacuum cleaners with an involvement of an automation, which is a technology that makes people’s daily life easier and more economical. Robot vacuums were invented by the Massa...

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Main Author: Pinyo T.P.
Other Authors: Mahidol University
Format: Conference or Workshop Item
Published: 2023
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Online Access:https://repository.li.mahidol.ac.th/handle/123456789/87512
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spelling th-mahidol.875122023-06-22T17:39:27Z Verifying and assessing a performance of an automatic vacuum robot under different room conditions Pinyo T.P. Mahidol University Computer Science Artificial intelligence has become the mainstream technology. Automatic vacuum cleaners or robot vacuums change the field of vacuum cleaners with an involvement of an automation, which is a technology that makes people’s daily life easier and more economical. Robot vacuums were invented by the Massachusetts Institute of Technology in 1990. Today, robot vacuums are successful and have many users all around the world. More than 2.5 million families live in 60 countries use them. However, a question that is still being asked about robot vacuum is the efficiency of room coverage and the ability to remember the redundant areas that have already been cleaned. The answers to these questions are unclear, as manufacturers do not reveal the algorithms that are learned by robots, or sometimes they just partially did, due to business reasons. This study was proposed in response to the above questions by using our mobile application for tracking and recording actual geolocations of the robot walking across various points of the room by extracting the real geolocation data from satellites consisting of a latitude and a longitude under multiple different room conditions. Once the robot has cleaned throughout the room, the application reported all areas that the robot has cleaned for analysis purpose. We presented the actual route map, the coverage area map, and the duplicate area map of the robot that potentially led the further understanding of robot vacuum’s effectiveness. 2023-06-22T10:39:27Z 2023-06-22T10:39:27Z 2022-01-01 Conference Paper EPiC Series in Computing Vol.82 (2022) , 11-20 23987340 2-s2.0-85127822117 https://repository.li.mahidol.ac.th/handle/123456789/87512 SCOPUS
institution Mahidol University
building Mahidol University Library
continent Asia
country Thailand
Thailand
content_provider Mahidol University Library
collection Mahidol University Institutional Repository
topic Computer Science
spellingShingle Computer Science
Pinyo T.P.
Verifying and assessing a performance of an automatic vacuum robot under different room conditions
description Artificial intelligence has become the mainstream technology. Automatic vacuum cleaners or robot vacuums change the field of vacuum cleaners with an involvement of an automation, which is a technology that makes people’s daily life easier and more economical. Robot vacuums were invented by the Massachusetts Institute of Technology in 1990. Today, robot vacuums are successful and have many users all around the world. More than 2.5 million families live in 60 countries use them. However, a question that is still being asked about robot vacuum is the efficiency of room coverage and the ability to remember the redundant areas that have already been cleaned. The answers to these questions are unclear, as manufacturers do not reveal the algorithms that are learned by robots, or sometimes they just partially did, due to business reasons. This study was proposed in response to the above questions by using our mobile application for tracking and recording actual geolocations of the robot walking across various points of the room by extracting the real geolocation data from satellites consisting of a latitude and a longitude under multiple different room conditions. Once the robot has cleaned throughout the room, the application reported all areas that the robot has cleaned for analysis purpose. We presented the actual route map, the coverage area map, and the duplicate area map of the robot that potentially led the further understanding of robot vacuum’s effectiveness.
author2 Mahidol University
author_facet Mahidol University
Pinyo T.P.
format Conference or Workshop Item
author Pinyo T.P.
author_sort Pinyo T.P.
title Verifying and assessing a performance of an automatic vacuum robot under different room conditions
title_short Verifying and assessing a performance of an automatic vacuum robot under different room conditions
title_full Verifying and assessing a performance of an automatic vacuum robot under different room conditions
title_fullStr Verifying and assessing a performance of an automatic vacuum robot under different room conditions
title_full_unstemmed Verifying and assessing a performance of an automatic vacuum robot under different room conditions
title_sort verifying and assessing a performance of an automatic vacuum robot under different room conditions
publishDate 2023
url https://repository.li.mahidol.ac.th/handle/123456789/87512
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