A machine learning framework for automated accident detection based on multimodal sensors in cars

H Hozhabr Pour, F Li, L Wegmeth, C Trense, R Doniec… - Sensors, 2022 - mdpi.com
… , leaving in particular, machine learning (ML) … accident detection based on mutimodal in-car
sensors. Our work is a unique and innovative study on detecting real-world driving accidents

An accident detection and classification system using internet of things and machine learning towards smart city

M Balfaqih, SA Alharbi, M Alzain, F Alqurashi… - Sustainability, 2021 - mdpi.com
… This paper presented an accident detection and classification system based on the IoT that
… response to accidents by contacting the necessary entities. The accident information is also …

Road Accident Detection Using Machine Learning

B Kumar, A Basit, MB Kiruba… - 2021 International …, 2021 - ieeexplore.ieee.org
… The domain used in our system is Machine Learning technology where we used three
algorithms … detection. We consider accidents in normal road traffic flow as abnormal. When road …

Traffic accident detection using random forest classifier

N Dogru, A Subasi - … 15th learning and technology conference …, 2018 - ieeexplore.ieee.org
… This study has shown that accidents can be detected using machine learning methods.
Probe vehicles can use proposed system during their travel and check constantly if any …

Real-time accident detection: Coping with imbalanced data

AB Parsa, H Taghipour, S Derrible… - Accident Analysis & …, 2019 - Elsevier
… performance of two popular machine learning models, Support Vector Machine (SVM) and
… is the use of machine learning on different TTDs to detect the occurrence of accidents. Since …

Application of machine learning to accidents detection at directional drilling

E Gurina, N Klyuchnikov, A Zaytsev… - Journal of Petroleum …, 2020 - Elsevier
… a drilling accident detection, it is necessary to use a supervised machine learning approach…
The algorithm should take into account the particular mud logs pattern for different accident

[HTML][HTML] Machine learning based IoT system for secure traffic management and accident detection in smart cities

SB Balasubramanian, P Balaji, A Munshi… - PeerJ Computer …, 2023 - peerj.com
… The rest of our research article is written as follows: Section 2 discusses the related work
on smart city transportation systems, accident detection, and machine learning methods. …

An efficient automatic accident detection system using inertial measurement through machine learning techniques for powered two wheelers

AJ Mahariba, A Uthra, GB Rajan - Expert Systems with Applications, 2022 - Elsevier
… and six accidents happen every hour on average. This paper proposes an efficient
automatic accident detection system that attempts to detect the occurrences of the accidents in …

A survey on iot based automatic road accident detection

SP Shubham, M Kumar, S Jain - 2021 5th international …, 2021 - ieeexplore.ieee.org
… ad hoc networks, various machine learning algorithms, and mobile apps. Every vehicle
should have an automatic road accident detection and information communication system …

Automatic Accident Detection, Segmentation and Duration Prediction Using Machine Learning

A Grigorev, AS Mihăiţă, K Saleh… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
accidents (from Countrywide Traffic Accident dataset). Furthermore, we evaluate multiple
machine learning … error (RMSE) of traffic accident duration prediction while providing higher …