Rule Based First Principles Approach to Identify Safe/Unsafe Behavior of Two-Wheeler Drivers Under Mixed Traffic Conditions

Driver behavior refers to the actions and decisions made by drivers while operating a vehicle, including factors such as speed, distraction, and following road rules, traffic signals, etc. These behavior can greatly impact road safety, and safe driving practices can help reduce the risk of accidents...

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Published in:IEEE Access
Main Authors: Ankit Kumar Kushwaha, B. Anil Kumar
Format: Article
Language:English
Published: IEEE 2023-01-01
Subjects:
Online Access:https://ieeexplore.ieee.org/document/10082908/
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author Ankit Kumar Kushwaha
B. Anil Kumar
author_facet Ankit Kumar Kushwaha
B. Anil Kumar
author_sort Ankit Kumar Kushwaha
collection DOAJ
container_title IEEE Access
description Driver behavior refers to the actions and decisions made by drivers while operating a vehicle, including factors such as speed, distraction, and following road rules, traffic signals, etc. These behavior can greatly impact road safety, and safe driving practices can help reduce the risk of accidents and promote efficient traffic flow. Therefore, analyzing the individual driving behavior and detecting aggressiveness is essential for enhancing traffic safety. In order to do identify safe/unsafe driving behavior, a rule-based first principles approach was developed to establish a relationship between the resultant acceleration (longitudinal & lateral) and speed. A total of five drivers were recruited to collect the naturalistic driving data using a set of GPS devices and laser sensors installed on an instrumented two-wheeler from a study stretch selected in the vicinity of city of Patna. The collected data include location details along with speed and accelerations. A detailed comparison was made between different drivers and identified safe and unsafe driving behavior using the tool developed. Further, different hot-spot locations were identified throughout the selected route where drivers are violating the threshold limits of accelerations at higher speeds, which is more than the posted speed limit.
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spelling doaj-art-c19b700dbd0f4fe4af6ea01a5fca43cc2025-08-19T19:10:58ZengIEEEIEEE Access2169-35362023-01-0111315413154810.1109/ACCESS.2023.326229210082908Rule Based First Principles Approach to Identify Safe/Unsafe Behavior of Two-Wheeler Drivers Under Mixed Traffic ConditionsAnkit Kumar Kushwaha0B. Anil Kumar1https://orcid.org/0000-0001-5933-8362Department of Civil and Environmental Engineering, Indian Institute of Technology Patna, Patna, IndiaDepartment of Civil and Environmental Engineering, Indian Institute of Technology Patna, Patna, IndiaDriver behavior refers to the actions and decisions made by drivers while operating a vehicle, including factors such as speed, distraction, and following road rules, traffic signals, etc. These behavior can greatly impact road safety, and safe driving practices can help reduce the risk of accidents and promote efficient traffic flow. Therefore, analyzing the individual driving behavior and detecting aggressiveness is essential for enhancing traffic safety. In order to do identify safe/unsafe driving behavior, a rule-based first principles approach was developed to establish a relationship between the resultant acceleration (longitudinal & lateral) and speed. A total of five drivers were recruited to collect the naturalistic driving data using a set of GPS devices and laser sensors installed on an instrumented two-wheeler from a study stretch selected in the vicinity of city of Patna. The collected data include location details along with speed and accelerations. A detailed comparison was made between different drivers and identified safe and unsafe driving behavior using the tool developed. Further, different hot-spot locations were identified throughout the selected route where drivers are violating the threshold limits of accelerations at higher speeds, which is more than the posted speed limit.https://ieeexplore.ieee.org/document/10082908/Speedaccelerationsafe/unsafe behaviorNDSinstrumented vehiclemixed traffic
spellingShingle Ankit Kumar Kushwaha
B. Anil Kumar
Rule Based First Principles Approach to Identify Safe/Unsafe Behavior of Two-Wheeler Drivers Under Mixed Traffic Conditions
Speed
acceleration
safe/unsafe behavior
NDS
instrumented vehicle
mixed traffic
title Rule Based First Principles Approach to Identify Safe/Unsafe Behavior of Two-Wheeler Drivers Under Mixed Traffic Conditions
title_full Rule Based First Principles Approach to Identify Safe/Unsafe Behavior of Two-Wheeler Drivers Under Mixed Traffic Conditions
title_fullStr Rule Based First Principles Approach to Identify Safe/Unsafe Behavior of Two-Wheeler Drivers Under Mixed Traffic Conditions
title_full_unstemmed Rule Based First Principles Approach to Identify Safe/Unsafe Behavior of Two-Wheeler Drivers Under Mixed Traffic Conditions
title_short Rule Based First Principles Approach to Identify Safe/Unsafe Behavior of Two-Wheeler Drivers Under Mixed Traffic Conditions
title_sort rule based first principles approach to identify safe unsafe behavior of two wheeler drivers under mixed traffic conditions
topic Speed
acceleration
safe/unsafe behavior
NDS
instrumented vehicle
mixed traffic
url https://ieeexplore.ieee.org/document/10082908/
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AT banilkumar rulebasedfirstprinciplesapproachtoidentifysafeunsafebehavioroftwowheelerdriversundermixedtrafficconditions