An Electronic Equipment for Monitoring, Detection and Warning of Pitch Motion of Vehicle Drivers

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Long and monotonous journeys during the transport of goods can generate tiredness and/or fatigue in the driver, generating a potential vehicle accident where the driver can enter a state of micro-sleep, losing control of the vehicle for a period of time. Within the state of the art, it is observed t...

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Detalles Bibliográficos
Autores: Alzamora, Luis, Espino, Josue, Acosta, Rubén, Márquez, Manuel, Kemper, Guillermo
Formato: artículo
Fecha de Publicación:2023
Institución:Universidad Peruana de Ciencias Aplicadas
Repositorio:UPC-Institucional
Lenguaje:inglés
OAI Identifier:oai:repositorioacademico.upc.edu.pe:10757/668094
Enlace del recurso:http://hdl.handle.net/10757/668094
Nivel de acceso:acceso embargado
Materia:Driver
Fatigue
Helmet
Movement
Pitch
Trajectory
Vehicle
Driver Fatigue
Transport Safety
Micro-sleep
Ocular Muscle Analysis
EEG Signals
Head Angular Movement
Safety Helmet
Auditory Alert
Telegram Messaging
Validation with Accelerometer
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network_name_str UPC-Institucional
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dc.title.es_PE.fl_str_mv An Electronic Equipment for Monitoring, Detection and Warning of Pitch Motion of Vehicle Drivers
title An Electronic Equipment for Monitoring, Detection and Warning of Pitch Motion of Vehicle Drivers
spellingShingle An Electronic Equipment for Monitoring, Detection and Warning of Pitch Motion of Vehicle Drivers
Alzamora, Luis
Driver
Fatigue
Helmet
Movement
Pitch
Trajectory
Vehicle
Driver Fatigue
Transport Safety
Micro-sleep
Ocular Muscle Analysis
EEG Signals
Head Angular Movement
Safety Helmet
Auditory Alert
Telegram Messaging
Validation with Accelerometer
title_short An Electronic Equipment for Monitoring, Detection and Warning of Pitch Motion of Vehicle Drivers
title_full An Electronic Equipment for Monitoring, Detection and Warning of Pitch Motion of Vehicle Drivers
title_fullStr An Electronic Equipment for Monitoring, Detection and Warning of Pitch Motion of Vehicle Drivers
title_full_unstemmed An Electronic Equipment for Monitoring, Detection and Warning of Pitch Motion of Vehicle Drivers
title_sort An Electronic Equipment for Monitoring, Detection and Warning of Pitch Motion of Vehicle Drivers
author Alzamora, Luis
author_facet Alzamora, Luis
Espino, Josue
Acosta, Rubén
Márquez, Manuel
Kemper, Guillermo
author_role author
author2 Espino, Josue
Acosta, Rubén
Márquez, Manuel
Kemper, Guillermo
author2_role author
author
author
author
dc.contributor.author.fl_str_mv Alzamora, Luis
Espino, Josue
Acosta, Rubén
Márquez, Manuel
Kemper, Guillermo
dc.subject.es_PE.fl_str_mv Driver
Fatigue
Helmet
Movement
Pitch
Trajectory
Vehicle
Driver Fatigue
Transport Safety
Micro-sleep
Ocular Muscle Analysis
EEG Signals
Head Angular Movement
Safety Helmet
Auditory Alert
Telegram Messaging
Validation with Accelerometer
topic Driver
Fatigue
Helmet
Movement
Pitch
Trajectory
Vehicle
Driver Fatigue
Transport Safety
Micro-sleep
Ocular Muscle Analysis
EEG Signals
Head Angular Movement
Safety Helmet
Auditory Alert
Telegram Messaging
Validation with Accelerometer
description Long and monotonous journeys during the transport of goods can generate tiredness and/or fatigue in the driver, generating a potential vehicle accident where the driver can enter a state of micro-sleep, losing control of the vehicle for a period of time. Within the state of the art, it is observed that most of the solutions have as their fundamental axis the analysis of the ocular muscle, being these vulnerable to the variation of light intensity and facial accessories that the driver can use. On the other hand, other studies analyze EEG signals being intrusive and disturbing the driving skills of the driver. This work presents a driver fatigue monitoring system based on the angular movement of the head, the main characteristic prior to the state of micro-sleep, located in a safety helmet. To do this, an analysis of the angular movement of the driver’s head is carried out, thus avoiding the use of cameras, potential lighting problems and intrusive driving disturbances. The device will detect the nodding symptom and will issue an auditory alert with a message via Telegram to a third party to alert the presence of driver fatigue with an error rate of less than 22%, having as auditory alert response time a period of 500 ms equivalent to the distance of 8 m if the vehicle moves at 60 km/h. The validation was carried out by comparing the angles between the device located in the helmet and a reference accelerometer.
publishDate 2023
dc.date.accessioned.none.fl_str_mv 2023-06-29T23:16:56Z
dc.date.available.none.fl_str_mv 2023-06-29T23:16:56Z
dc.date.issued.fl_str_mv 2023-01-01
dc.type.es_PE.fl_str_mv info:eu-repo/semantics/article
format article
dc.identifier.issn.none.fl_str_mv 18650929
dc.identifier.doi.none.fl_str_mv 10.1007/978-3-031-24971-6_19
dc.identifier.uri.none.fl_str_mv http://hdl.handle.net/10757/668094
dc.identifier.eissn.none.fl_str_mv 18650937
dc.identifier.journal.es_PE.fl_str_mv Communications in Computer and Information Science
dc.identifier.eid.none.fl_str_mv 2-s2.0-85148230412
dc.identifier.scopusid.none.fl_str_mv SCOPUS_ID:85148230412
dc.identifier.isni.none.fl_str_mv 0000 0001 2196 144X
identifier_str_mv 18650929
10.1007/978-3-031-24971-6_19
18650937
Communications in Computer and Information Science
2-s2.0-85148230412
SCOPUS_ID:85148230412
0000 0001 2196 144X
url http://hdl.handle.net/10757/668094
dc.language.iso.es_PE.fl_str_mv eng
language eng
dc.relation.url.es_PE.fl_str_mv https://link.springer.com/chapter/10.1007/978-3-031-24971-6_19
dc.rights.es_PE.fl_str_mv info:eu-repo/semantics/embargoedAccess
eu_rights_str_mv embargoedAccess
dc.format.es_PE.fl_str_mv application/html
dc.publisher.es_PE.fl_str_mv Springer Science and Business Media Deutschland GmbH
dc.source.none.fl_str_mv reponame:UPC-Institucional
instname:Universidad Peruana de Ciencias Aplicadas
instacron:UPC
instname_str Universidad Peruana de Ciencias Aplicadas
instacron_str UPC
institution UPC
reponame_str UPC-Institucional
collection UPC-Institucional
dc.source.journaltitle.none.fl_str_mv Communications in Computer and Information Science
dc.source.volume.none.fl_str_mv 1756 CCIS
dc.source.beginpage.none.fl_str_mv 261
dc.source.endpage.none.fl_str_mv 273
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spelling 1f90afadbaff444b85b95a043bf081d9a899c01acb29d180bd13f133198398e4300a07b180d22fe4572ffc919ee794968711affbf59b504c1a7072493bc96b46e2e50081a224b2a512525985a4d85a3aa8658f500Alzamora, LuisEspino, JosueAcosta, RubénMárquez, ManuelKemper, Guillermo2023-06-29T23:16:56Z2023-06-29T23:16:56Z2023-01-011865092910.1007/978-3-031-24971-6_19http://hdl.handle.net/10757/66809418650937Communications in Computer and Information Science2-s2.0-85148230412SCOPUS_ID:851482304120000 0001 2196 144XLong and monotonous journeys during the transport of goods can generate tiredness and/or fatigue in the driver, generating a potential vehicle accident where the driver can enter a state of micro-sleep, losing control of the vehicle for a period of time. Within the state of the art, it is observed that most of the solutions have as their fundamental axis the analysis of the ocular muscle, being these vulnerable to the variation of light intensity and facial accessories that the driver can use. On the other hand, other studies analyze EEG signals being intrusive and disturbing the driving skills of the driver. This work presents a driver fatigue monitoring system based on the angular movement of the head, the main characteristic prior to the state of micro-sleep, located in a safety helmet. To do this, an analysis of the angular movement of the driver’s head is carried out, thus avoiding the use of cameras, potential lighting problems and intrusive driving disturbances. The device will detect the nodding symptom and will issue an auditory alert with a message via Telegram to a third party to alert the presence of driver fatigue with an error rate of less than 22%, having as auditory alert response time a period of 500 ms equivalent to the distance of 8 m if the vehicle moves at 60 km/h. The validation was carried out by comparing the angles between the device located in the helmet and a reference accelerometer.ODS 3: Salud y BienestarODS 9: Industria, Innovación e InfraestructuraODS 11: Ciudades y Comunidades Sosteniblesapplication/htmlengSpringer Science and Business Media Deutschland GmbHhttps://link.springer.com/chapter/10.1007/978-3-031-24971-6_19info:eu-repo/semantics/embargoedAccessDriverFatigueHelmetMovementPitchTrajectoryVehicleDriver FatigueTransport SafetyMicro-sleepOcular Muscle AnalysisEEG SignalsHead Angular MovementSafety HelmetAuditory AlertTelegram MessagingValidation with AccelerometerAn Electronic Equipment for Monitoring, Detection and Warning of Pitch Motion of Vehicle Driversinfo:eu-repo/semantics/articleCommunications in Computer and Information Science1756 CCIS261273reponame:UPC-Institucionalinstname:Universidad Peruana de Ciencias Aplicadasinstacron:UPCLICENSElicense.txtlicense.txttext/plain; charset=utf-81748https://repositorioacademico.upc.edu.pe/bitstream/10757/668094/1/license.txt8a4605be74aa9ea9d79846c1fba20a33MD51false10757/668094oai:repositorioacademico.upc.edu.pe:10757/6680942024-07-20 10:24:51.885Repositorio académico upcupc@openrepository.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