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Mohammed Elhenawy

Queensland university of technology

2 George Street

Brisbane, Queensland 4000

Australia

SCHOLARLY PAPERS

11

DOWNLOADS

734

TOTAL CITATIONS

1

Scholarly Papers (11)

1.

Multi-Task Learning for Road Safety Using Twitter: A Fine-Tuned Llm Framework for Real-Time Traffic Crash Analysis

Number of pages: 35 Posted: 22 Jun 2024
Queensland University of Technology, Queensland University of Technology, Queensland University of Technology, Arab American University and Queensland university of technology
Downloads 162 (461,984)

Abstract:

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Road Traffic Crashes, Large Language Models (LLMs), Multi-task learning, GPT, Social Media Data Analysis

2.

Multimodal Data Fusion (Mdf) for Tabular and Textual Data: A Zero-Shot, Few-Shots, and Fine-Tuning of GPT Models

Number of pages: 35 Posted: 27 Sep 2024
Queensland University of Technology, Queensland university of technology, Queensland University of Technology, Queensland University of Technology, Arab American University and Queensland University of Technology
Downloads 108 (649,907)

Abstract:

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Generative Pre-trained Transformer (GPT), Large Language Models (LLMs), Traffic Crash Analysis, Multimodal Data Fusion

3.

Real-Time Traffic Density Estimation Using Various Connected Vehicle Penetration Rates: A New Predictive Approach

Number of pages: 10 Posted: 16 Jan 2024
affiliation not provided to SSRN, Arab American University, Queensland university of technology, Virginia Tech and North Carolina Agricultural and Technical State University
Downloads 84 (783,685)

Abstract:

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Deep learning, Connected Vehicles, Probe Data, Traffic Density, Market Penetration Rates

4.

Detection of Driver Distraction in the Australian Naturalistic Driving Study Videos Using Pre-Trained Models and Transfer Learning

Number of pages: 16 Posted: 29 Oct 2022
Queensland university of technology, Queensland University of Technology, Queensland University of Technology, Monash University, Queensland University of Technology, University of New South Wales (UNSW) and University of New South Wales (UNSW)
Downloads 70 (875,328)

Abstract:

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driver distraction, detection, pre-trained models, transfer learning

5.

Driving Style Classification and Trip Scoring Based on Machine Learning

Number of pages: 26 Posted: 01 Aug 2024
Queensland University of Technology, Queensland University of Technology, Queensland university of technology, Queensland University of Technology and University of Sharjah
Downloads 67 (899,324)

Abstract:

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- Driving Style Classification, Siamese Network, Triplet Loss, Trip Scoring

6.

Evaluating a Signalized Intersection Performance Using Unmanned Aerial Data

Number of pages: 11 Posted: 12 Jul 2022
affiliation not provided to SSRN, Arab American University, Queensland university of technology, King Saud University, Grant Thornton LLP, Virginia Tech and North Carolina Agricultural and Technical State University
Downloads 47 (1,097,529)
Citation 1

Abstract:

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Measures of effectiveness (MOEs), Signalized intersection, Unmanned Aerial Vehicles (UAVs), Drones, Traffic data

7.

Using Random Forest to Test If Two-Wheeler Experience Affects Driver Behaviour When Interacting with Two-Wheelers

Number of pages: 72 Posted: 11 Jun 2022
Queensland university of technology, Queensland University of Technology, Queensland University of Technology, Queensland University of Technology and Queensland University of Technology
Downloads 46 (1,109,210)

Abstract:

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Car drivers, Bicyclists and Motorcyclists, Two-wheelers (TWs), Riding experience, Interaction period, Random forest

8.

Cross-Cultural Crash Pattern Analysis: Leveraging Bert for Text Classification and Topic Modeling in the United States and Jordan

Number of pages: 37 Posted: 25 Aug 2024
Queensland University of Technology, Queensland university of technology, Queensland University of Technology, Queensland University of Technology, Arab American University and Al-Ahliyya Amman University
Downloads 45 (1,121,190)

Abstract:

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BERT, Topic Modelling, Cross-Cultural, LSTM, Narrative Modeling

9.

Detecting Hazard with Gaze Abnormality in Driving

Number of pages: 7 Posted: 28 Oct 2025
Queensland University of Technology, Queensland University of Technology, Queensland University of Technology, Queensland University of Technology, University of Leeds, Queensland University of Technology, Queensland university of technology, Queensland University of Technology and Queensland University of Technology
Downloads 44 (1,133,231)

Abstract:

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Driver monitoring systems, Hazard perception modeling, Self-supervised learning, Time-series Anomaly Detection, Vision Language Model, Gaze abnormality

10.

Paving the Way for AI-based Coaching System: A Systematic Review and Future Research Directions of Technology-Based Interventions for Novice Drivers

Number of pages: 51 Posted: 26 Feb 2026
Queensland University of Technology - Centre for Accident Research & Road Safety, Queensland university of technology, Queensland University of Technology, Queensland University of Technology, Queensland University of Technology, Al-Ahliyya Amman University, Queensland University of Technology and Queensland University of Technology
Downloads 42 (1,222,651)

Abstract:

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novice driver, young driver, AI, coaching system, driving skills, real-time advice, post-trip feedback

11.

Human-Like Attention Allocation for AV Car-Following Control in Lane-Changing Interactions

Number of pages: 27 Posted: 09 May 2026
Queensland University of Technology, Queensland University of Technology, Queensland University of Technology, Monash University, Queensland university of technology and Queensland University of Technology
Downloads 19 (1,481,165)

Abstract:

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Automated vehicles, Car-following control, Human-like attention allocation, Stability analysis, Lane-changing interactions

Other Papers (1)

Total Downloads: 0
1.

Deeptor: A Deep Learning Framework to Predict Driver'S Take-Over Promptness

Posted: 04 May 2022 Last Revised: 02 Aug 2022
Queensland University of Technology, Queensland University of Technology, Queensland University of Technology, Queensland university of technology, Deakin University, Queensland University of Technology, Queensland University of Technology and affiliation not provided to SSRN

Abstract:

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Deep Learning, Take-over Request, Automated Vehicles, Take-over Promptness