Smartphone Sensor Dataset for Driver Behavior Analysis
Driving is considered one of the most difficult tasks because the driver is responsible for a variety of other responsibilities in addition to driving. The primary responsibility of a driver should be to properly operate a vehicle while concentrating solely on driving. However, he/she must also comp...
| Main Authors: | , |
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| Format: | Article |
| Language: | English |
| Published: |
Elsevier
2022-04-01
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| Series: | Data in Brief |
| Subjects: | |
| Online Access: | http://www.sciencedirect.com/science/article/pii/S2352340922002037 |
| _version_ | 1818774348222169088 |
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| author | Pawan Wawage Yogesh Deshpande |
| author_facet | Pawan Wawage Yogesh Deshpande |
| author_sort | Pawan Wawage |
| collection | DOAJ |
| description | Driving is considered one of the most difficult tasks because the driver is responsible for a variety of other responsibilities in addition to driving. The primary responsibility of a driver should be to properly operate a vehicle while concentrating solely on driving. However, he/she must also complete various secondary jobs at the same time. Modeling realistic driving behavior proved tough for researchers and scientists. With this goal in mind, we constructed a Smartphone sensor dataset of Indian drivers, complete with driving parameters that have a significant impact on driving behavior. As a result, we created a dataset using Smartphone sensors such as the accelerometer and gyroscope. The data is organized into day-by-day folders, each with seven subfolders. We are confident that the suggested dataset will be beneficial in the training, testing, and validation of a machine learning model for driver behavior classification or reorganization. |
| first_indexed | 2024-12-18T10:39:43Z |
| format | Article |
| id | doaj.art-fbf99a0a3884493fb0036abd1dcd901d |
| institution | Directory Open Access Journal |
| issn | 2352-3409 |
| language | English |
| last_indexed | 2024-12-18T10:39:43Z |
| publishDate | 2022-04-01 |
| publisher | Elsevier |
| record_format | Article |
| series | Data in Brief |
| spelling | doaj.art-fbf99a0a3884493fb0036abd1dcd901d2022-12-21T21:10:40ZengElsevierData in Brief2352-34092022-04-0141107992Smartphone Sensor Dataset for Driver Behavior AnalysisPawan Wawage0Yogesh Deshpande1Corresponding authors.; Vishwakarma University, IndiaCorresponding authors.; Vishwakarma University, IndiaDriving is considered one of the most difficult tasks because the driver is responsible for a variety of other responsibilities in addition to driving. The primary responsibility of a driver should be to properly operate a vehicle while concentrating solely on driving. However, he/she must also complete various secondary jobs at the same time. Modeling realistic driving behavior proved tough for researchers and scientists. With this goal in mind, we constructed a Smartphone sensor dataset of Indian drivers, complete with driving parameters that have a significant impact on driving behavior. As a result, we created a dataset using Smartphone sensors such as the accelerometer and gyroscope. The data is organized into day-by-day folders, each with seven subfolders. We are confident that the suggested dataset will be beneficial in the training, testing, and validation of a machine learning model for driver behavior classification or reorganization.http://www.sciencedirect.com/science/article/pii/S2352340922002037Driver behavior analysisMachine learningSmartphone sensor datasetDB classification |
| spellingShingle | Pawan Wawage Yogesh Deshpande Smartphone Sensor Dataset for Driver Behavior Analysis Data in Brief Driver behavior analysis Machine learning Smartphone sensor dataset DB classification |
| title | Smartphone Sensor Dataset for Driver Behavior Analysis |
| title_full | Smartphone Sensor Dataset for Driver Behavior Analysis |
| title_fullStr | Smartphone Sensor Dataset for Driver Behavior Analysis |
| title_full_unstemmed | Smartphone Sensor Dataset for Driver Behavior Analysis |
| title_short | Smartphone Sensor Dataset for Driver Behavior Analysis |
| title_sort | smartphone sensor dataset for driver behavior analysis |
| topic | Driver behavior analysis Machine learning Smartphone sensor dataset DB classification |
| url | http://www.sciencedirect.com/science/article/pii/S2352340922002037 |
| work_keys_str_mv | AT pawanwawage smartphonesensordatasetfordriverbehavioranalysis AT yogeshdeshpande smartphonesensordatasetfordriverbehavioranalysis |