Publications

Journal Papers

Under Review

  1. Sahin, O., R.V. Nezafat, Cetin, M. (2019). Methods for Classification of Truck Trailers Using Side-Fire Lidar Data. Journal of Intelligent Transportation Systems.

Published/Accepted

  1. R.V. Nezafat, Sahin, O., Cetin, M. (2019). Transfer Learning by Using Deep Neural Networks for Classification of Truck Body Types Based on Side-Fire Lidar Data. Journal of Big Data Analytics in Transportation. Link.

  2. Ahmed, U., Sahin, O., Cetin, M. (2017). Minimizing GPS Dependency for a Vehicle’s Trajectory Identification by Utilizing Data from Smartphone Inertial Sensors and OBD device. To appear in Transportation Research Record, 2017. Link.

  3. Paleti, R., O. Sahin, and M. Cetin (2017). Modeling the impact of latent driving patterns on traffic safety using mobile sensor data. Accident Analysis & Prevention, 107, 92-101. Link.

  4. J.J. Padilla, S.Y. Diallo, H. Kavak, O. Sahin, J.A. Sokolowski and R.J. Gore (2015). Semi-Automated Initialization of Simulations: An Application to Healthcare. The Journal of Defense Modeling and Simulation, doi:10.1177/1548512915570143 Link.

Conference Proceedings

  1. Sahin, O., Cetin, M., Ustun, I (2020). Empty Platform Semi-Trailer classification using side-fire LIDAR data for supporting Freight Analysis and Planning In Transportation Research Board 99th Annual Meeting. [Accepted for Presentation]

  2. R.V. Nezafat, Sahin, O., Cetin, M. (2019). A Deep Transfer Learning Approach for Classification of Truck Body Types Based on Side-Fire LIDAR Data In Transportation Research Board 98th Annual Meeting. [Accepted for presentation]

  3. Sahin, O., R.V. Nezafat, Cetin, M. (2019). Classification of Truck Trailers Based on Side-Fire LIDAR Data In Transportation Research Board 98th Annual Meeting. [Accepted for poster presentation]

  4. R.V. Nezafat, O. Sahin, and M. Cetin (2018) Implementation of Transfer Learning for Trailer Type Identification Using Side-Fire LIDAR, ASCE’s International Conference on Transportation & Development, Pittsburgh, PA, July 15–18, 2018

  5. Ahmed, U., Sahin, O., Cetin, M. (2017). Minimizing GPS Dependency for a Vehicle’s Trajectory Identification by Utilizing Data from Smartphone Inertial Sensors and OBD device. In Transportation Research Board 96th Annual Meeting.

  6. Sahin, O., Paleti, R., Cetin, M. (2017). Investigating Relationship between Driving Patterns and Traffic Safety using Smartphones Based Mobile Sensor Data. In Transportation Research Board 96th Annual Meeting.

  7. Cetin, M., Ustun, I., & Sahin, O. (2016). Classification Algorithms for Detecting Vehicle Stops from Smartphone Accelerometer Data. In Transportation Research Board 95th Annual Meeting (No. 16-3993).

  8. J.J. Padilla, S.Y. Diallo, H. Kavak, O. Sahin, B. Nicholson (2014). Leveraging Social Media Data in Agent-based Simulations. 47th Annual Simulation Symposium, Tampa, FL, April 13-16, 2014, pp. 221-228

Technical Papers

  1. M. Cetin, O. Sahin, R.V. Nezafat, W. Zatar, A. P. Nichols (2019). Feasibility of Estimating Commodity Flows on Highways with Existing and Emerging Technologies, Final Project Report, Virginia Transportation Research Council. Link.

  2. Sahin, O., R. Paleti, and M. Cetin (2016). Investigating Relationship between Driving Patterns and Traffic Safety using Smartphones Based Mobile Sensor Data, Final Project Report, Virginia Transportation Research Council. Link.

  3. M. Cetin, O. Sahin, I. Ustun (2015). Combining Different Data Sources to Predict Origin-Destinations and Flow Patterns for Trucks in Large Networks, Final Project Report, National Transportation Center – UMD. Link.