Civil Engineering Department

Ghosh Indrajit

Ghosh, Indrajit
Professor
Specialization : Transportation Engineering
Room No : 314-A, B
indrajit.ghosh@ce.iitr.ac.in
(O) 91-1332-285533 (R) 91-1332-285023
Curriculum Vitae

Areas of Interest

Road Safety evaluations using Traffic Conflict Technique
ML/DL applications in road safety, Cyber-physical systems in Transportation Engineering
Emergency evacuation in case of natural calamities, such as cyclone, urban flooding
Influence of Traffic Control Devices on road user behaviour

Road Safety evaluations using Traffic Conflict Technique

ML/DL applications in road safety, Cyber-physical systems in Transportation Engineering

Emergency evacuation in case of natural calamities, such as cyclone, urban flooding

Influence of Traffic Control Devices on road user behaviour

Honors and Awards

Award	Awarding Organisation	Year
ASEM-DUO Fellowship (Professor)	ASEM-DUO, South Korea	2022
Chairman of the Committee TCT-I01: Other transportation modes (including NMT and Pedestrian)	Transportation Research Group (TRG) of India	2022
Regular Member, H-7 Committee: Road Safety and Design Committee	Indian Roads Congress (IRC)	2021
Regular Member, G-7 Committee: Intelligent Transportation System	Indian Roads Congress (IRC)	2025
DUO-India Fellowship (Professor)	MHRD - ASEM DUO	2020
Standing Committee Member, Traffic Control Devices Committee (ACP55)	Transportation Research Board (TRB), National Academies, Washington D.C., USA	2019
International Travel Support (ITS)	Science and Engineering Research Board, DST	2018
Outstanding Reviewer	Journal of Accident Analysis & Prevention, Elsevier
Education-Scholarship Award ($2000)	Institute of Transportation Engineers (ITE) Michigan	2008
Thomas C Rumble Fellowship	College of Engineering, Wayne State University, Detroit, Michigan	2007

Professional Background

From	To	Designation	Organisation
Aug 2024	Ongoing	Professor	Indian Institute of Technology (IIT) Roorkee
Dec 2018	Aug 2024	Associate Professor	Indian Institute of Technology (IIT) Roorkee
Jul 2012	Dec 2018	Assistant Professor	Indian Institute of Technology (IIT) Roorkee
Feb 2012	Jul 2012	Assistant Professor	National Institute of Technology (NIT) Hamirpur, Himachal Pradesh
Jul 2011	Feb 2012	Visiting Faculty	Birla Institute of Technology & Science (BITS) Pilani
Feb 2011	Jul 2011	Senior Project Officer	Indian Institute of Technology (IIT) Madras
Jan 2009	Dec 2010	Graduate Teaching Assistant	Wayne State University, Detroit, Michigan
Aug 2006	Dec 2008	Graduate Research Assistant	Wayne State University, Detroit, Michigan
Aug 2005	Jul 2006	Senior Quality and Material Engineer	M/s. Ghosh and Sons

Educational Details

Degree	Subject	University	Year
Ph.D.	Civil Engineering (Transportation Engineering)	Wayne State University, Detroit, Michigan	2010
M.S.	Civil Engineering (Transportation Engineering)	Wayne State University, Detroit, Michigan	2008
M.E.	Civil Engineering (Highway and Traffic Engineering)	IIEST Shibpur (erstwhile Bengal Engineering College Shibpur)	2005
B.E.	Civil Engineering	IIEST Shibpur (erstwhile Bengal Engineering College Shibpur)	2003

Journal Publication

Sort by Year (Ascending)

Savolainen, P. T. and Ghosh, I. (2008). Examination of Factors Affecting Driver Injury Severity in Michigan Single-Vehicle-Deer Crashes. Journal of the Transportation Research Board. DOI: 10.3141/2078-03

Savolainen, P. T., Datta, T. K., Ghosh, I., and Gates, T. J. (2010). Effects of Dynamically Activated Emergency Vehicle Warning Sign on Driver Behavior at Urban Intersections. Journal of the Transportation Research Board. DOI: 10.3141/2149-09

Ghosh, I. (2012). Examination of Factors Influencing the Clearance Time of Freeway Incidents. ournal of Transportation Systems Engineering and Information Technology. DOI: 10.1016/S1570-6672(11)60204-3

Ghosh, I., Chandra, S. and Boora, A. (2013). Operational Performance Measures for Two-Lane Roads: An Assessment of Methodological Alternatives. Procedia-Social and Behavioral Sciences. DOI: 10.1016/j.sbspro.2013.11.137

Ghosh, I., Savolainen, P. T. and Gates, T. J. (2014). Examination of Factors Affecting Freeway Incident Clearance Times: A Comparison of the Generalized F Model and Several Alternative Nested Models. Journal of Advanced Transportation. DOI: 10.1002/atr.1189

Penmetsa, P., Ghosh, I. and Chandra, S. (2015). Evaluation of Performance Measures for Two-Lane Intercity Highways under Mixed Traffic Condition. Journal of Transportation Engineering. DOI: 10.1061/(ASCE)TE.1943-5436.0000787

Jeevitha, D., Biswas, S. and Ghosh, I. (2015). The Effect of Countdown Timer on the Approach Speed at Signalised Intersections. Procedia Computer Science. DOI: 10.1016/j.procs.2015.05.166

Mardani, M. N., Chandra, S. and Ghosh, I. (2015). Passenger Car Unit of Vehicles on Undivided Intercity Roads in India. Procedia Computer Science. DOI: 10.1016/j.procs.2015.05.167

Boora, A., Ghosh, I. and Chandra, S. (2016). Identification of Free Flowing Vehicles on Two-Lane Intercity Highways under Heterogeneous Traffic conditions. Transportation Research Procedia, Elsevier. DOI: 10.1016/j.trpro.2017.03.083

10.

Nokandeh, M. M., Ghosh, I. and Chandra, S. (2016). Determination of Passenger Car Units on Two-Lane Intercity Highways under Heterogeneous Traffic Conditions. Journal of Transportation Engineering, American Society of Civil Engineers (ASCE). DOI: 10.1061/(ASCE)TE.1943-5436.0000809

11.

Paul, M. and Ghosh, I. (2017). Speed Based Proximal Indicator for Right-Turn Crashes at Unsignalized Intersections in India. Journal of Transportation Engineering, Part A: Systems, American Society of Civil Engineers (ASCE). DOI: 10.1061/JTEPBS.0000139

12.

Boora, A., Ghosh, I. and Chandra, S. (2017). Clustering Technique: An Analytical Tool in Traffic Engineering to Evaluate the Performance of Two-Lane Highways. European Transport\Trasporti Europei.

13.

Paul, M. and Ghosh, I. (2017). A Novel Approach of Safety Assessment at Uncontrolled Intersections using Proximal Safety Indicators. European Transport\Trasporti Europei.

14.

Boora, A., Ghosh, I. and Chandra, S. (2017). What characterizes a vehicle as follower on two-lane intercity highways under heterogeneous traffic conditions. Journal of Transportation Engineering, Part A: Systems, American Society of Civil Engineers (ASCE). DOI: 10.1061/JTEPBS.0000106

15.

Biswas, S., Chandra, S. and Ghosh, I. (2017). Use of Lambert W function in determining speed for macroscopic traffic flow models. European Transport\Trasporti Europei.

16.

Biswas, S., Chandra, S. and Ghosh, I. (2017). Estimation of vehicular speed and Passenger Car Equivalent under mixed traffic condition using Artificial Neural Network. Arabian Journal for Science and Engineering, Springer. DOI: 10.1007/s13369-017-2597-9

17.

Boora, A., Ghosh, I. and Chandra, S. (2017). A Novel Approach for Assessing the LOS for Two-Lane Intercity Highways under Heterogeneous Traffic Conditions. Journal of Advanced Transportation, John Wiley & Sons, Ltd. DOI: 10.1002/atr.1444

18.

Biswas, S., Chandra, S. and Ghosh, I. (2017). Effects of On-Street Parking in Urban Context: A Critical Review. Journal of Transportation in Developing Economies (TiDE), Springer. DOI: 10.1007/s40890-017-0040-2

19.

Boora, A., Ghosh, I. and Chandra, S. (2017). Assessment of Level of Service Measures for Two-Lane Intercity Highways under Heterogeneous Traffic Conditions. Canadian Journal of Civil Engineering, NRC Research Press. DOI: 10.1139/cjce-2016-0275

20.

Biswas, S., Ghosh, I. and Chandra, S. (2017). Influence of Signal Countdown Timer on Efficiency and Safety at Signalized Intersections. Canadian Journal of Civil Engineering, NRC Research Press. DOI: 10.1139/cjce-2016-0267

21.

Saha, A., Chandra, S. and Ghosh, I. (2017). Delay at Signalized Intersections Under Mixed Traffic Conditions. Journal of Transportation Engineering, Part A: Systems, American Society of Civil Engineers (ASCE). DOI: 10.1061/JTEPBS.0000070

22.

Biswas, S., Ghosh, I. and Chandra, S. (2017). Effect of Traffic Signal Countdown Timers on Pedestrian Crossings at Signalized Intersection. Journal of Transportation in Developing Economies (TiDE), Springer. DOI: 10.1007/s40890-016-0032-7

23.

Biswas, S., Chakraborty, S., Chandra, S. and Ghosh, I. (2017). Kriging Based Approach for Estimation of Vehicular Speed and Passenger Car Units on an Urban Arterial. Journal of Transportation Engineering, Part A: Systems, American Society of Civil Engineers (ASCE). DOI: 10.1061/JTEPBS.0000031

24.

Saha, A., Chakraborty, S., Chandra, S. and Ghosh, I. (2018). Kriging based saturation flow models for traffic conditions in Indian cities. Transportation Research Part A: Policy and Practice. DOI: 10.1016/j.tra.2018.08.037

25.

Biswas, S., Chandra, S. and Ghosh, I. (2018). An advanced approach for estimation of PCU values on undivided urban roads under heterogeneous traffic conditions, Transportation Letters. The International Journal of Transportation Research, Taylor & Francis. DOI: 10.1080/19427867.2018.1563268

26.

Biswas, S., Chakraborty, S., Ghosh, I. and Chandra, S. (2018). Saturation Flow Model for Signalized Intersection under Mixed Traffic Condition. Transportation Research Record. DOI: 10.1177/0361198118777407

27.

Biswas, S. and Ghosh, I. (2018). Modeling of the Drivers’ Decision-Making Behavior During Yellow Phase. KSCE Journal of Civil Engineering. DOI: 10.1007/s12205-018-0666-6

28.

Boora, A., Ghosh, I., Chandra, S. and Rani, K. (2018) (2018). Measurement of free-flow conditions on multilane intercity highways under heterogeneous traffic conditions. Journal of the South African Institution of Civil Engineering. DOI: 10.17159/2309-8775/2018/v60n1a1

29.

Boora, A., Ghosh, I. and Chandra, S. (2018). What Characterises a Vehicle as Follower on Two - Lane Intercity Highways under Heterogeneous Traffic Conditions?. Journal of Transportation Engineering, Part A: Systems, American Society of Civil Engineers (ASCE). DOI: 10.1061/JTEPBS.0000106

30.

Saha, A., Chandra, S. and Ghosh, I. (2019). Assessment of Level of Service for Urban Signalized Intersections in India. Current Science. DOI: 10.18520/cs/v117/i9/1516-1521

31.

Paul, M. and Ghosh, I. (2019). Post Encroachment Time Threshold Identification for Right-Turn Related Crashes at Unsignalized Intersections on Intercity Highways Under Mixed Traffic. International Journal of Injury Control and Safety Promotion, Taylor & Francis. DOI: 10.1080/17457300.2019.1669666

32.

Paul, M. and Ghosh, I. (2019). Influence of green signal countdown timer on severe crash types at signalized intersections due to red light violations Transportation Letters. The International Journal of Transportation Research, Taylor & Francis. DOI: 10.1080/19427867.2019.1651571

33.

Kumar, A., Paul, M. and Ghosh, I. (2019). Analysis of Pedestrian Conflict with Right Turning Vehicles at Signalized Intersections in India, Journal of Transportation Engineering, Part A: Systems. American Society of Civil Engineers (ASCE). DOI: 10.1061/JTEPBS.0000239

34.

Saha, A., Chandra, S. and Ghosh, I. (2019). Modeling Platoon Dispersion at Signalized Intersections in Mixed Traffic Scenario. Arabian Journal for Science and Engineering, Elsevier. DOI: 10.1007/s13369-018-3568-5

35.

Biswas, S., and Ghosh, I. (2020). Reliability modeling on driver's decision during yellow phase. Current Science. Volume: 118 Number: 4 Pages: 654-661 Month: February

36.

Kumar, A., and Ghosh, I. (2020). Analysis of Spontaneous Order of Pedestrian-Vehicle Interactions at Signalized Intersections. Transportation Research Record, Sage Publications. DOI: 10.1177/0361198120945994

37.

Biswas, S., Chandra, S. and Ghosh, I. (2020). An advanced approach for estimation of PCU values on undivided urban roads under heterogeneous traffic conditions. Transportation Letters: The International Journal of Transportation Research, Taylor & Francis. Volume: 12 Number: 3 Pages: 172-181

38.

Biswas, S., Chandra, S. and Ghosh, I. (2020). Side friction parameters and their influences on capacity of Indian undivided urban roads.. International Journal of Transportation Science and Technology, Elsevier. DOI: 10.1016/j.ijtst.2020.03.007

39.

Paul, M. and Ghosh, I. (2021). Development of conflict severity index for safety evaluation of severe crash types at unsignalized intersections under mixed traffic.. Safety Science, Elsevier. DOI: 10.1016/j.ssci.2021.105432

40.

Dhoke, A., Kumar, A. and Ghosh, I. (2021). Hazard-Based Duration Approach to Pedestrian Crossing Behavior at Signalized Intersections. Transportation Research Record. DOI: 10.1177/03611981211003102

41.

Biswas, S., Chandra, S. and Ghosh, I. (2021). Side friction parameters and their influences on capacity of Indian undivided urban streets. International journal of transportation science and technology. DOI: 10.1016/j.ijtst.2020.03.007

42.

Paul, M., Ghosh, I. and Haque, M. M. (2022). The effects of green signal countdown timer and retiming of signal intervals on dilemma zone related crash risk at signalized intersections under heterogeneous traffic conditions. Safety Science, Elsevier. DOI: 10.1016/j.ssci.2022.105862

43.

Kumar, A. and Ghosh, I. (2022). Non-compliance behaviour of pedestrians and the associated conflicts at signalized intersections in India. Safety Science, Elsevier. DOI: 10.1016/j.ssci.2021.105604

44.

Muduli, K. and Ghosh, I. (2023). Prediction of the Future State of Pedestrians While Jaywalking Under Non-lane-based Heterogeneous Traffic Conditions. Transportation Research Record, Sage Publications. DOI: 10.1177/03611981231161619

45.

Thombre, A., Ghosh, I. and Agarwal, A. (2023). Examining Factors Influencing the Severity of Motorized Two-Wheeler Crashes in Delhi. International Journal of Injury Control and Safety Promotion. DOI: 10.1080/17457300.2023.2267040

46.

Singh, D., Das, P. and Ghosh, I. (2024). Bridging conventional and proactive approaches for road safety analytic modeling and future perspectives. Innovative Infrastructure Solutions, Springer. DOI: 10.1007/s41062-024-01426-4

47.

Keshari, S., Thombre, A., and Ghosh, I. (2024). Motorized Two-Wheeler Overtaking: An Analysis of Strategies and Factors Affecting Overtaking Duration on Undivided Highways in Heterogeneous Traffic Conditions. Transportation Research Record, Sage Publications. DOI: 10.1177/03611981231217285

48.

Singh, D., Das, P., and Ghosh, I. (2024). Driver behavior modeling at uncontrolled intersections under Indian traffic conditions. Innovative Infrastructure Solutions, Springer. DOI: 10.1007/s41062-024-01425-5

49.

Singh, D., Das, P. and Ghosh, I. (2024). Conflict-Based safety evaluations at unsignalized intersections using surrogate safety measures. Heliyon, Elsevier. DOI: 10.1016/j.heliyon.2024.e27665

50.

Singh, D., Das, P. and Ghosh, I. (2024). Surrogate Safety Assessment of Traffic Facilities under Ordered and Disordered Traffic Condition: Systematic Literature Review. KSCE Journal of Civil Engineering, Springer. DOI: 10.1007/s12205-023-0979-y

51.

Banerjee, S., Rastogi, R., and Ghosh, I. (2024). Evacuation planning for tourists: Lessons from cyclone Fani (2019), India. International Journal of Disaster Risk Reduction. DOI: 10.1016/j.ijdrr.2024.104796

52.

Maji, A., and Ghosh, I. (2025). A systematic review on roundabout safety incorporating the safety assessment methodologies, data collection techniques, and driver behavior. Safety Science. DOI: 10.1016/j.ssci.2024.106661

53.

Maji, A. Ghosh, I. and Chandra, S. (2025). Development of conflict-based safety performance function for safety evaluation of urban roundabouts in India. Canadian Journal of Civil Engineering. DOI: 10.1139/cjce-2024-0314

Research Projects

Sort by Year (Ascending)

1. Title:- Development of Performance Parameters for Two-lane Roads under Mixed Traffic Condition
Sponsor: IIT Roorkee	Sanctioned Year: 2013-14	Amount: ₹ 9.97 Lakhs	Role: PI

2. Title:- Effect of Countdown Display on Traffic Flow Charac. and Driver Behaviour at Signalised Intersections
Sponsor: DST-SERB, Govt. of India	Sanctioned Year: 2013-14	Amount: ₹ 16.25 Lakhs	Role: PI

3. Title:- Intelligent Predictive and Prescriptive Systems for Traffic and Pavement Condition Management in a smart City
Sponsor: iHUB Divya SamPark and Caritas India Pvt. Ltd.	Sanctioned Year: 2021-22	Amount: ₹ 80.00 Lakhs	Role: PI

4. Title:- Deployment of T-CPS for Intelligent Mobility and Efficient Traffic Control in Smart Cities: A promising Future
Sponsor: iHUB, IIT, Roorkee	Sanctioned Year: 2021-22	Amount: ₹ 40.00 Lakhs	Role: Co-PI

5. Title:- Setting up a connected Simulator Set-up
Sponsor: SRIC IIT Roorkee	Sanctioned Year: 2022-23	Amount: ₹ 180.00 Lakhs	Role:

6. Title:- Assessment and Improvement of Road Safety in School Zones
Sponsor: 3M India Pvt. Ltd., Bangalore	Sanctioned Year: 2023-24	Amount: ₹ 9.26 Lakhs	Role: PI

7. Title:- Computer Vision for Automated Road Infrastructure Assessment: Enhancing Safety and Informed Decision-Making in Transportation
Sponsor: iHUB Data, IIIT Hyderabad	Sanctioned Year: 2023-24	Amount: ₹ 9.97 Lakhs	Role: PI

8. Title:- Machine learning framework for the development of an interactive pedestrian crossing to enhance pedestrian safety
Sponsor: CRG, SERB	Sanctioned Year: 2023-24	Amount: ₹ 33.61 Lakhs	Role: PI

9. Title:- Data-driven Resilient Transportation Analytics accounting for Climate Change Impacts
Sponsor: SPARC, Ministry of Education	Sanctioned Year: 2024-25	Amount: ₹ 73.20 Lakhs	Role: PI

10. Title:- Large Scale Evacuation Modeling in Urban Floods: A Demand-Supply Integration with Multiple Data Sources
Sponsor: SPARC, Ministry of Education	Sanctioned Year: 2024-25	Amount: ₹ 74.04 Lakhs	Role: PI

Administrative Background

Designation	Organisation	From Period	To Period
Staff Advisor (Yoga)	IIT Roorkee Sports Council	2013	2016
Member, DAC	Department of Civil Engineering, IIT Roorkee	2014	2016
Member, DAdC	Department of Civil Engineering, IIT Roorkee	2014	2016
Staff Advisor (Taekwondo)	IIT Roorkee Sports Council	2015	2016
Convenor, Departmental Faculty Search Committee	Department of Civil Engineering, IIT Roorkee	2015	2019
Ranking Analytics Commitee	Department of Civil Engineering, IIT Roorkee	2017	2019
Web Managament Commitee	Department of Civil Engineering, IIT Roorkee	2017	2019
Member, Departmental Research Committee	Department of Civil Engineering, IIT Roorkee	2018	2020
Editorial Board "Freight Transport and Logistics"	Journal of Frontiers in Future Transportation	2019	2022
Editorial Board Member	Journal of Frontiers in Future Transportation (Tracks: Transport Safety; Freight Transport and Logistics)	2019	To date
Editorial Board Member	Journal of Advanced Transportation, Wiley-Hindawi, United Kingdom	2020	To date
Regular Member	H-7 Committee: Road Safety and Design Committee, Indian Roads Congress (IRC)	2021	2023

Membership

S. No.	Membership
1.	Traffic Control Devices Committee (ACP55), Transportation Research Board (TRB), National Academies, Standing Committee Member
2.	Institute of Transportation Engineers (ITE), Michigan and International Chapter, Member
3.	American Society of Civil Engineers (ASCE), Associate Member
4.	Chi Epsilon- Honor Society for International Scholars, Member
5.	Indian Roads Congress, Lifetime Member
6.	Indian Society for Construction Materials and Structures, Lifetime Member
7.	Transportation Research Group of India, Lifetime Member

Book / Book Chapters

Ashoke Kumar Sarkar, Shrinwas Arkatkar, Vinayak Rao, Indrajit Ghosh (2013). Fundamentals of Transportation Systems: Highways, Railways, Airways and. Waterways. Central Board of Secondary Education (CBSE), New Delhi

Srinivas Pulugurtha, Indrajit Ghosh, Sabyasachi Biswas (2019). Advances in Transportation Engineering: Select Proceedings of TRACE 2018 (Lecture Notes in Civil Engineering Book 34). Springer

Research Scholars

Sort by Year (Ascending)

S. No.	Topic	Scholar Name	Registration Year	Co-Supervisor
1.	Evaluation of Motorized Two-wheelers Safety on Urban Roads	Anurag Thombre	2018	Prof. Amit Agarwal
2.	Investigating pedestrian crossing behaviour and safety near urban foot over bridge	Sk Sahin Uddin	2021	Prof. Uttam Kumar Roy (Supervsior-1)
3.	Safety Evaluation Process for Intercity Highways using Naturalistic Driving Studies	Bhavna	2021	Prof. Satish Chandra
4.	Driving behaviour at roundabouts from safety perspective	Abhijnan Maji	2021
5.	Enhancing Bus Driver Safety on National Highways: A Machine Learning Approach to Behavior Classification and Risk Management	Mohd Shahzaib	2022	Prof. C. Ravi Sekhar (CSIR-CRRI, New Delhi)
6.	Advanced transport modelling and simulation for National Highways in India	Kommoju Prathyusha	2022	Prof. Amit Agarwal
7.	Cyclists' safety	Rakshita Verma	2023
8.	Optimizing Traffic Flow for Pilgrimage-Driven Mobility on Road Networks	Prashant Singh	2023
9.	Advanced Autonomous Perception in Challenging Urban Scenes for Safety and Motion Planning	Avnish Panwar	2023	Prof. Gaurav Nayek (Mehta School of DS and AI, IIT Roorkee)
10.	To be decided.	Mohit Kumar Thakrey	2024

Ph.D. Supervised

Sort by Year (Ascending)

S. No.	Topic	Scholar Name	Status	Awarded Year
1.	Effect of Capacity for Single, Intermediate and Two-lane Inter-Urban Roads	Mohammad Mardani Nokandeh	Awarded	2016
2.	Investigation of Traffic Efficiency and Violation at Signalized Intersections	Sabyasachi Biswas	Awarded	2017
3.	Measurement and Analysis of Delay at Signal Controlled Intersections	Arpita Saha	Awarded	2018
4.	Operational Performance Measures for Inter-urban Highways	Amardeep Boora	Awarded	2018
5.	Capacity Analysis of Urban Streets under Mixed Traffic Conditions	Subhadip Biswas	Awarded	2018
6.	Investigation of Surrogate Road Safety Measures at Intersections	Madhumita Paul	Awarded	2020
7.	Assessment of Pedestrian Safety at Signalized Intersections using Traffic Conflict Technique	Abhinav Kumar	Awarded	2022
8.	Development of AI-Driven Predictive Methods Using Computer Vision-Based Trajectory Data to Enhance Pedestrian Safety at Crosswalks	Kaliprasana Muduli	Awarded	2025
9.	Development of Tourists’ Travel Adaptation Behavioural Models Under Cyclone Threat	Suvem Banerjee	Awarded	2025

Teaching Engagements

S. No.	Course Name	Course Code	Class Name	Semester & Year
1.	Data-Driven Analytics for Smart Transportation Systems	AID-583	UG	2021-22
2.	Engineering Drawing	CEN 101	1st Year B.Tech.	Autumn
3.	Highway and Traffic Engineering	CEN-210	2nd Year B.Tech.	Spring
4.	Railway Engineering and Airport Planning	CEN-307	3rd year B.Tech.	Autumn Semester 2020-21
5.	Railway Engineering	CEN-307	B. Tech.	Autumn Semester 2023-24
6.	Transportation Engineering I	CEN-362	3rd Year B.Tech.	Spring
7.	Transportation Engineering II	CEN-462	4th Year B.Tech.	Autumn
8.	Training Seminar	CEN-499	B. Tech.	Autumn Semester 2023-24
9.	Road Traffic Safety	CEN-665	B.Tech./M.Tech./Ph.D.	Spring
10.	Computer Aided Graphics	PCE 201	2nd Year B.Tech.	Spring
11.	Computer Aided Graphics	PCE-201	2nd year B.Tech.	Autumn

Special Lectures Delivered

S. No.	Title	Organisation	Date
1.	Surrogate safety measures for traffic safety assessment under heterogeneous traffic conditions	NIT Silchar, Assam	29-Jul-2020
2.	Proactive Analysis to Improve Road Safety on Indian Roads	Rajasthan Technical University, Kota, Rajasthan	29-Aug-2020
3.	Road Safety Management Practices in India: Lessons Learned and Way Forward	Birla Institute of Technology and Science (BITS) Pilani	06-Feb-2021
4.	Mitigation of Road Disasters	NIT Karnataka, Surathkal, Karnataka	15-Sep-2014
5.	Emerging Trends in Road Safety Research & Management	NIT Patna, Bihar	19-Feb-2016
6.	Road Traffic Safety	NIT Uttarakhand, Srinagar, Uttarakhand	20-Nov-2017
7.	Expert talks on “Types of intersections” and “Design of rotary intersection”	Uttarakhand Technical University, Dehradun, Uttarakhand	25-Jun-2021

Conference Publication

Sort by Year (Ascending)

Roy, S. K., Bhattacharya, G., and Ghosh, I. (2005). Application of Reliability Analysis in Pavement Performance Studies. International Conference on Structural and Road Transportation Engineering (START 2005). Place: IIT Kharagpur, India Page No: 482-488

Ghosh, I. (2005). Reliability Analysis of Pavements - State of the Art. All India Science, Technology and Engineering Students Academic Meet 2005. Place: Bengal Engineering and Science University, Shibpur, Howrah, India Page No: 84-89

Savolainen, P. T., Datta, T. K., Gates, T. J., Ghosh, I., Dey, K., and T. Karra (2010). An Assessment of Pilot Pedestrian Enforcement Programs in the City of Detroit. 89th Annual Meeting of the Transportation Research Board (TRB). Place: Washington D.C., USA

Ghosh, I., and Savolainen, P. T. (2011). Analysis of Factors Affecting the Incident Clearance Time for Freeway Courtesy Patrol Operations. 1st Conference of Transportation Research Group of India (1st CTRG). Place: Bangalore

Ghosh, I., and Grillo, L. (2011). Child Restraint Device Usage in the State of Michigan. the 1st Conference of Transportation Research Group of India (1st CTRG). Place: Bangalore, India

Ghosh, I., and Savolainen, P. T. (2011). Investigation of Emergency Vehicle Crashes in the State of Michigan. 1st Conference of Transportation Research Group of India (1st CTRG). Place: Bangalore, India

Ghosh, I., and Savolainen, P. T. (2011). Analysis of Risks Associated with Alternate Truck Routes on Two-Lane Highways. 1st Conference of Transportation Research Group of India (1st CTRG). Place: Bangalore

Ghosh, I., Savolainen, P. T., and M. Duffy (2012). Analysis of Factors Affecting the Clearance Time of Freeway Incidents. 91st Annual Meeting of the Transportation Research Board (TRB). Place: Washington D.C., USA

Biswas, S., Ghosh, I. and Chandra, S. (2015). Effect of Traffic Signal Countdown Timers On Pedestrian Crossings at Signalized Intersection. 3rd Conference of Transportation Research Group of India (3rd CTRG). DOI: 10.1007/s40890-016-0032-7 Place: Kolkata, India,

10.

Biswas, S., Ghosh, I., Chandra, S. and Singh, J. (2015). Comparison of Passenger Car Unit Values for Urban Mixed Traffic at Signalized Intersections. 3rd Conference of Transportation Research Group of India (3rd CTRG). Place: Kolkata, India

11.

Biswas, S., Chakraborty, S., Chowdhury, R. and Ghosh, I. (2016). Hydro-Electric Flow Optimization of a Dam: A Kriging Based Approach. 10th Structural Engineering Convention (SEC) 2016. DOI: 10.1007/978-981-13-0365-4_69 Place: CSIR- Structural Engineering Research Centre, Chennai, India Page No: 813-823

12.

Biswas, S., Maurya, S., Ghosh, I. and Chandra, S. (2016). Modeling of Individual Vehicle Speed On Urban Arterials Using Artificial Neural Network. 12th Transportation Planning and Implementation Methodologies for Developing Countries (TPMDC). Place: IIT Bombay, India

13.

Saha, A., Chandra, S. and Ghosh, I. (2016). A Comparison of Delay Based at Signal Controlled Intersections Based on Different Methods. 12th Transportation Planning and Implementation Methodologies for Developing Countries (TPMDC). Place: IIT Bombay, India

14.

Boora, A., Rani, K. and Ghosh, I. (2016). Identification of Free Moving Vehicles on Single Lane Rural Roads under Heterogeneous Traffic Condition. National Conference on fifteen years of PMGSY. Place: IIT Roorkee, India

15.

Boora, A., Ghosh, I. and Chandra, S. (2016). Identification of Free Flowing Vehicles on Two-Lane Intercity Highways under Heterogeneous Traffic conditions. 27th Australian Road Research Board (ARRB) Conference. DOI: 10.1016/j.trpro.2017.03.083 Place: Melbourne, Australia Page No: 130-140

16.

Mardani, N., Ghosh, I., and Chandra, S (2016). Estimation of Capacity of Two-lane Inter-Urban Roads in India from Free Speed data. 15th International Conference on Transportation and Traffic Engineering (ICTTE). Place: Tehran, Iran

17.

Biswas, S., Ghosh, I. and Chandra, S. (2016). Effect of countdown timers on traffic characteristics and driver behaviors at signalized intersections. 95th Annual Meeting of the Transportation Research Board (TRB). Place: Washington D.C., USA

18.

Saha, A., Chandra, S. and Ghosh, I. (2017). Saturation Flow Estimation at Signalized Intersections under Mixed Traffic Conditions. 23rd International Conference on Urban Transport and the Environment. DOI: 10.2495/UT170331 Place: Rome, Italy Page No: 387 - 393

19.

Biswas, S., Chandra, S. and Ghosh, I. (2017). Lambert W Function Based Semi-Analytical Framework for Estimation of Speed and Passenger Car Unit. 23rd International Conference on Urban Transport and the Environment. DOI: 10.2495/UT170411 Place: Rome, Italy Page No: 479 - 491

20.

Paul, M., and Ghosh, I. (2017). Development of A New Speed Related Proximal Indicator for Safety Assessment at Uncontrolled Intersections. 96th Annual Meeting of the Transportation Research Board (TRB). Place: Washington D.C., USA Page No: 14

21.

Biswas, S., and Ghosh, I. (2017). Estimation of The Passenger Car Units and Stream Equivalency Factor at Signalized Intersections under Heterogeneous Traffic Condition. 96th Annual Meeting of the Transportation Research Board (TRB). Place: Washington D.C., USA Page No: 19

22.

Biswas, S., Kumar, S., Pandey, S., Chowdhury, S. and Ghosh, I. (2017). Drivers’ Decision-Making Behavior during Yellow Phase: A Weighted Average Based Approach. 96th Annual Meeting of the Transportation Research Board (TRB). Place: Washington D.C., USA Page No: 19

23.

Mittal, A., Gupta, M. and Ghosh, I. (2017). Data Extraction from Traffic Videos Using Machine Learning Approach. 7th International Conference on Soft Computing for Problem Solving - SocProS 2017. Place: IIT Bhubaneswar, Bhubaneswar

24.

Paul, M., Chaudhary, V. and Ghosh, I. (2017). A Novel Approach of Safety Evaluation for Red Light Violation Related Crashes at Signalized Intersections. ASCE India Conference: Urbanization Challenges in Emerging Economies - Moving Towards Resilient Sustainable Cities and Infrastructure. DOI: 10.1061/9780784482025.059 Place: IIT Delhi, India

25.

Paul, M., Charan, V., Soni, V. and Ghosh, I. (2017). Calibration of Microsimulation Model for Unsignalized Intersection under Heterogeneous Traffic Conditions. ASCE India Conference: Urbanization Challenges in Emerging Economies - Moving Towards Resilient Sustainable Cities and Infrastructure. DOI: 10.1061/9780784482025.063 Place: IIT Delhi, India

26.

Saha, A, Jain, A., Chandra, S., and Ghosh, I. (2017). Effect of Traffic Composition on Delay and Saturation Flow at Signal Controlled Intersections. the 4th Conference of Transportation Research Group of India (4th CTRG). Place: IIT Bombay, Mumbai, India

27.

Paul, M. and Ghosh, I. (2017). Safety Assessment at Unsignalized Intersection using Post Encroachment Time’s Threshold – A Sustainable Solution for Developing Countries. National Conference on Road and Traffic (NCORT- 2017). DOI: 10.1007/978-981-13-7162-2_10 Place: IIT Roorkee, India Page No: 117-131

28.

Saha, A., Chandra, S. and Ghosh, I. (2017). Relationship between Control Delay and Stopped Delay at Signalized Intersection under Mixed Traffic Conditions. National Conference on Road and Traffic (NCORT- 2017). Place: IIT Roorkee, India

29.

Paul, M., and Ghosh, I. (2018). Proactive Safety Treatments of Red Light Violations Using Microsimulation Modelling. ASCE International Conference on Transportation & Development (ICTD 2018). Place: Pittsburgh, Pennsylvania, USA.

30.

Paul, M., Rajbongshi, P., and Ghosh, I. (2018). Evaluation of Pedestrian Gap Acceptance Behaviour at Uncontrolled Road Sections under Mixed Traffic Condition. ASCE International Conference on Transportation & Development (ICTD 2018). Place: Pittsburgh, Pennsylvania, USA.

31.

Paul, M., Ghosh, I., and Kumar, S. (2018). Influence of Signal Countdown Timers on Pedestrian Movements at Signalized Intersections. ASCE International Conference on Transportation & Development (ICTD 2018). Place: Pittsburgh, Pennsylvania, USA

32.

Paul, M., Pakhariya, T. and Ghosh, I. (2018). Traffic Calming and Management Based Safety Enhancement at Unsignalized Intersection Using Microsimulation. 97th Annual Meeting of the Transportation Research Board (TRB). Place: Washington D.C., USA Page No: 15

33.

Biswas, S., Chakraborty, S. and Ghosh, I. (2018). Saturation Flow Model for Signalized Intersection under Mixed Traffic Condition. 97th Annual Meeting of the Transportation Research Board (TRB). DOI: 10.1177/0361198118777407 Place: Washington D.C., USA Page No: 55-65

34.

Biswas, S., Ghosh, I. and Chandra, S. (2018). Conceptual Method for Computing Stream Equivalency Factor at Signalized Intersections under Mixed Traffic Condition. 3rd Conference of Recent Advances in Traffic Engineering (RATE 2018). Place: NIT Surat

35.

Biswas, S., Ghosh, I. and Chandra, S. (2018). Conceptual Method for Estimating Start Up Loss Time under Heterogeneous Traffic Condition. 3rd Conference of Recent Advances in Traffic Engineering (RATE 2018). Place: NIT Surat

36.

Paul, M. and Ghosh, I. (2019). Identification of Post Encroachment Time Threshold for Safety Assessment at Unsignalized Intersections Under Heterogeneous Traffic Conditions. 98th Annual Meeting of the Transportation Research Board (TRB). Place: Washington D.C., USA

37.

Paul, M., Verma, R. and Ghosh, I. (2019). An Efficient Calibration Methodology of Microsimulation Model for Signalized Intersections Under Heterogeneous and Indiscipline Traffic Environment. 98th Annual Meeting of the Transportation Research Board (TRB). Place: Washington D.C., USA

38.

Paul, M., Mukherjee, S. and Ghosh, I (2019). A Novel Approach of Safety Evaluation for Rear-End Crashes at Unsignalized Intersections using Proximal Indicators. 98th Annual Meeting of the Transportation Research Board (TRB). Place: Washington D.C., USA

39.

Biswas, S., Ghosh, I. and Gates, T. (2019). Development of a Methodology for Estimating Start Up Loss Time under Heterogeneous Traffic Condition. 98th Annual Meeting of the Transportation Research Board (TRB). Place: Washington D.C., USA

40.

Paul, M., Kundu., D. and Ghosh, I. (2019). Development of Crash Prediction Model for Signalized Intersections in India Using Bayesian Inference. 13th International Conference of the Eastern Asia Society for Transportation Studies (EASTS), Colombo, Sri Lanka. Place: Colombo, Sri Lanka

41.

Thombre, A., Ghosh, I. and Agarwal, A. (2020). Examining road safety compliance among motorised two wheelers in Delhi - A cross-sectional study. 2nd ASCE India Conference on Challenges of Resilient and Sustainable Infrastructure Development in Emerging Economies. Place: Kolkata, India

42.

Prajapati, A. K., Gora, A., Agarwal, A. and Ghosh, I. (2020). Use of computer vision to automatize traffic data collection under mixed traffic condition. 2nd ASCE India Conference on Challenges of Resilient and Sustainable Infrastructure Development in Emerging Economies. Place: Kolkata, India

43.

Paul, M., Chatterjee, S. and Ghosh, I. (2020). Development of Conflict Severity Index for Safety Evaluation of Right-Turn Related Crashes at Unsignalized Intersections on Intercity Highways. 99th Annual Meeting of the Transportation Research Board (TRB). Place: Washington D.C., USA

44.

Paul, M. and Ghosh, I. (2020). Understanding the Drivers’ Perception of Traffic Signal Countdown Timers. 13th International Conference on Transportation Planning and Implementation Methodologies for Developing Countries. Place: Mumbai

45.

Kumar, A., Dhoke, A. and Ghosh, I. (2020). Modelling Waiting Duration of Pedestrians at Signalized Intersection: A Hazard Based Duration Approach. 13th International Conference on Transportation Planning and Implementation Methodologies for Developing Countries (TPMDC),. Place: Mumbai

46.

Akhtar, S. and Ghosh, I. (2020). Adoption of electric vehicles: A systematic review. 13th International Conference on Transportation Planning and Implementation Methodologies for Developing Countries (TPMDC). Place: Mumbai

47.

Singh, S. and Ghosh, I. (2020). A Review of Factors affecting Cyclone Evacuation. 13th International Conference on Transportation Planning and Implementation Methodologies for Developing Countries (TPMDC),. Place: Mumbai

48.

Kilaru, Y. and Ghosh, I. (2020). Traffic event description based on Twitter data using Unsupervised Learning Methods for Indian road conditions.. 13th International Conference on Transportation Planning and Implementation Methodologies for Developing Countries (TPMDC). Place: Mumbai

49.

Shirzai, N. and Ghosh, I. (2020). Review of Studies on Crash Mitigation Measures at Signalized Intersections. 13th International Conference on Transportation Planning and Implementation Methodologies for Developing Countries (TPMDC),. Place: Mumbai

50.

Kumar, A., Dhoke, A., and Ghosh, I. (2020). Modelling Waiting Duration of Pedestrians at Signalized Intersection: A Hazard Based Duration Approach. 13th International Conference on Transportation Planning and Implementation Methodologies for Developing Countries. Place: Mumbai

51.

52.

53.

Kilaru, Y. and Ghosh, I. (2020). Traffic event description based on Twitter data using Unsupervised Learning Methods for Indian road conditions. 13th International Conference on Transportation Planning and Implementation Methodologies for Developing Countries. Place: Mumbai

54.

55.

Paul, M., Chatterjee, S. and Ghosh, I. (2020). Development of Conflict Severity Index for Safety Evaluation of Right-Turn Related Crashes at Unsignalized Intersections on Intercity Highways. Paper ID # 20-05211. 99th Annual Meeting of the Transportation Research Board (TRB). Place: Washington D.C., USA,

56.

Boora, A., Ghosh, I., Chandra, S. and Rani, K. (2021). Examination of Platooning Variables on Two-Lane Highways Having Mixed Traffic Situation. Select Proceedings of ICCME 2020, Advances in Construction Materials and Sustainable Environment. DOI: 10.1007/978-981-16-6557-8_8 Place: India Page No: 95-110

57.

Dhoke, A., Kumar, A. and Ghosh, I. (2021). Hazard Based Duration Approach on Pedestrian Crossing Behavior at Signalized Intersections. 100th Annual Meeting of the Transportation Research Board. DOI: 10.1177/03611981211003102 Place: Washington D.C., USA Page No: 1-14

58.

Paul, M., Chatterjee, S. and Ghosh, I. (2021). Development of Conflict Severity Index for Safety Evaluation of Right-Turn Related Crashes at Unsignalized Intersections on Intercity Highways. 99th Annual Meeting of the Transportation Research Board. Place: Washington D.C., USA

59.

Dhoke, A., Kumar, A. and Ghosh, I. (2021). Hazard Based Duration Approach on Pedestrian Crossing Behavior at Signalized Intersections. Manuscript ID: TRBAM-21-04259. 100th Annual Meeting of the Transportation Research Board (TRB). Place: Washington D.C., USA.

60.

Keshari, S., Thombre, A. and Ghosh, I. (2022). A hazard-based approach to model the overtaking duration of motorized two-wheelers on undivided highway in mixed traffic conditions.. 101th Annual Meeting of the Transportation Research Board (TRB). Place: Washington D.C., USA

61.

Singh, D., Das, P. and Ghosh, I. (2022). A Review on Surrogate Safety Measure using Extreme Value Theory. 14th International Conference on Transportation Planning and Implementation Methodologies for Developing Countries (TPMDC). Place: Mumbai

62.

Singh, D., Das, P. and Ghosh, I. (2022). A Review on Surrogate Safety Measures Using Extreme Value Theory. International Conference on Transportation Planning and Implementation Methodologies for Developing Countries. Place: Mumbai, India Page No: 641-651

63.

Banerjee, S., Ghosh, I. and Rastogi, R. (2023). Evacuation of the Transient Population: Review of the Behavioural Aspects and Challenges. Fifth World Congress on Disaster Management: Volume IV. DOI: 10.4324/9781003341970 Page No: 187-197

64.

Banerjee, S., Rastogi, R. and Ghosh, I. (2023). Tourist Evacuation before Cyclone Fani: Challenges faced and roadmap ahead (Paper ID: PP3737). 15th Eastern Asia Society for Transportation Studies (EASTS) Conference 2023. Place: Kuala Lumpur, Malaysia

65.

Muduli, K., Sahu, D. and Ghosh, I. (2023). A GIS-Based Framework for Identification and Prioritization of Traffic Crash Hotspots (Paper ID: 7522). World Conference on Transport Research (WCTR) 2023. Place: Montréal, Québec, Canada

66.

Muduli, K. and Ghosh, I. (2023). Identifying Pedestrian-Vehicle Conflicts: An Anomaly-Detection Approach with Traffic Conflict Indicators (Paper ID: 111). 7th Conference of Transportation Research Group (CTRG) of India 2023. Place: Surat

67.

Prathyusha, K., Agarwal, A. and Ghosh, I. (2023). Sourcing of geometric data for Safety Performance Function: A Review and future directions (Paper ID: 163). 7th Conference of Transportation Research Group (CTRG) of India 2023. Place: Surat

68.

Banerjee, S., Rastogi, R. and Ghosh, I. (2023). Transportation planning for tourist evacuation: Lessons from two contrasting case studies (Paper ID: 159). 7th Conference of Transportation Research Group (CTRG) of India 2023. Place: Surat

69.

Maji, A. and Ghosh, I. (2023). A Review of Ten Years of Research on the Safety Perspective of Driving at Roundabouts Paper ID: 124). 7th Conference of Transportation Research Group (CTRG) of India 2023. Place: Surat

70.

Singh, D., Das, P., Sharma, B., and Ghosh, I. (2023). Safety Assessment at Unsignalized Intersections Using Conflict Technique. 9th Conference on Transportation Systems Engineering and Management (CTSEM 2023). Place: NIT Warangal, Telangana

71.

Muduli, K. and Ghosh, I. (2023). Prediction of the Future State of Pedestrians While Jaywalking Under Non-lane-based Heterogeneous Traffic Conditions. 102nd Annual Meeting of the Transportation Research Board (TRB). Place: Washington D.C., USA

72.

Muduli, K. and Ghosh, I. (2024). Prediction of Vehicular Yielding Intention While Approaching a Pedestrian Crosswalk. 103rd Annual Meeting of the Transportation Research Board (TRB). Place: Washington D.C., USA

73.

Sahu, D., Muduli, K. and Ghosh, I. (2024). A Copula-Based Approach for Modeling Pedestrian Crash Frequency. 103rd Annual Meeting of the Transportation Research Board (TRB). Place: Washington D.C., USA

74.

Panwar, A., Muduli, K., Ali, F., and Ghosh, I. (2024). A Novel Approach Leveraging Augmented Data and State-of-the-Art Detection Models for Efficient Real-Time Road Surveillance. 103rd Annual Meeting of the Transportation Research Board (TRB). Place: Washington D.C., USA

75.

Muduli, K., Maurya, A. and Ghosh, I. (2024). Understanding Heavy Braking in Vehicles While Approaching Pedestrian Crosswalks: A Survival Analysis Perspective. 103rd Annual Meeting of the Transportation Research Board (TRB). Place: Washington D.C., USA

76.

Yadav, M. K., Ghosh, I., Sadrani, M. and Antoniou, C. (2024). A Location Allocation Model for the Optimization of Emergency Medical Services in Dehradun. 103rd Annual Meeting of the Transportation Research Board (TRB). Place: Washington D.C., USA

77.

Muduli, K., Sahu, V. and Ghosh, I. (2024). Predicting Pedestrian Movement in Unsignalized Crossings: A Contextual Cue-Based Approach. 16th International Conference on COMmunication Systems & NETworkS (COMSNETS). DOI: 10.1109/COMSNETS59351.2024.10427345 Place: Bangalore

78.

Agarwal, A., Thombre, A., Kedia, K. and Ghosh, I. (2024). ITD: Indian Traffic Dataset for Intelligent Transportation Systems. 16th International Conference on COMmunication Systems & NETworkS (COMSNETS). Place: Bengaluru, India

79.

Singh, D., Das, P. and Ghosh, I. (2024). Driver Behavior Modelling at Unsignalized Intersections under Indian Mixed Traffic Conditions (Submission # 30). 1st “Recent Advances in Infrastructure Development” (RAID-2024) conference. Place: NIT Calicut, Kerala

80.

Kommoju, P., Agarwal, A. and Ghosh, I. (2025). Enhancing Crash Severity Predictions on National Highways: An Ordered Modelling Approach with Feature Selection. 104th Transportation Research Board (TRB) annual meeting. Place: Washington DC, USA

81.

Majhi, A, Ghosh, I. and Chandra, S. (2025). Evaluating Safety of Urban Roundabouts under Mixed Traffic Using UAV-Based Conflict Analysis and Safety Performance Functions. 104th Annual Meeting of Transportation Research Board. Place: Washington D.C., USA

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