Pinky Kumawat
Table of contents
© S.Ellger
Pinky Kumawat PhD
Wissenschaftliche Mitarbeiterin
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Chair of Transport Ecology
Chair of Transport Ecology
Focus of work
- Clean transportation, with big data analysis of remote sensing emission data
- Smart and sustainable mobility
- Machine learning
- Travel behaviour
Fellowships
Marie Skłodowska-Curie Actions Postdoctoral Fellowship (MSCA-PF), European Commission (2028–2030). Awarded a Marie Skłodowska-Curie Actions Postdoctoral Fellowship for the project “Reliable High-emitting Vehicle Identification using Machine Learning (RHive-ML)”, hosted at the Institute of Thermodynamics and Sustainable Propulsion Systems, Graz University of Technology, Austria.
Research Projects
Current research projects
Identification of High-Emitting Vehicles Using Machine Learning (HEVI-ML), funded by the German Research Foundation (DFG) under the Walter Benjamin Programme (2026–2028). The project focuses on developing machine-learning approaches for identifying high-emitting vehicles from remote-sensing emission measurements.
Completed research projects
Handbook of Emission Factors for Road Transport (HBEFA 5.1) (2024-2025). The project involved analysing vehicle emission data and contributing to the development of emission factors and deterioration functions for passenger cars and heavy-duty vehicles, based on real-world remote-sensing emission measurements across Europe.
Publications in peer-reviewed scientific journals
2026
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Emission deterioration of modern trucks observed with remote emission sensing measurements in Europe, 30 May 2026Electronic (full-text) versionResearch output: Contribution to conferences > Presentation slides
2025
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NOx emission deterioration in modern trucks: Evidence from remote sensing, 15 Dec 2025, In: Science of the total environment. 1008, 180989Electronic (full-text) versionResearch output: Contribution to journal > Research article
2023
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Identifying psychosocial factors impacting mode choice using structural equation modelling, 17 May 2023, Proceedings of the 11th Young Researchers Seminar - YRS2023Electronic (full-text) versionResearch output: Contribution to book/conference proceedings/anthology/report > Conference contribution
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COVID-19 and low-cost bus companies in Europe: before and during pandemic crisis strategies and customer perceptions, 2023, In: Transportation Research Procedia. 72, p. 1074-1081, 8 p.Electronic (full-text) versionResearch output: Contribution to journal > Research article
Publications in peer-reviewed conference proceedings
- Kumawat, P., & Pronello, C. (2022, January 9-13). Validating Italian General Ecological Behaviour Questionnaire of Travellers Using Dichotomous Rasch Model. Transportation Research Board 101st Annual Meeting, Washington DC, USA.
- Pronello, C., & Kumawat, P. (2021). Smartphone Applications Developed to Collect Mobility Data: A Review and SWOT Analysis. In K. Arai, S. Kapoor, R. Bhatia (Eds), Advances in Intelligent Systems and Computing: Vol. 1251. Intelligent Systems and Applications (pp. 449-467). Springer.
- Kumawat P., Kalani G., & Kumawat, N. K. (2016). Prediction of ERP Outcome Measurement and User Satisfaction Using Adaptive Neuro-Fuzzy Inference System and SVM Classifiers Approach. In S. Satapathy, Y. Bhatt, A. Joshi, & D. Mishra (Eds), Advances in Intelligent Systems and Computing: Vol. 438. International Congress on Information and Communication Technology (pp. 229-237). Springer.
Invited presentations
- Kumawat P. (2023). Using attitudes and green consciousness as a determinant of travel behaviour and market segmentation. Abertis Chair Award Ceremony, University of Padua, Padua, Italy, 19.10.2023.
- Kumawat P. (2021). Use of digitisation for “smart” travel data collection. Web International Conference, Sustainable Transport & Sustainable Cities, University of Technology of Compiègne (UTC), France, 18.02.2021.
- Kumawat P. (2021). Use of digitisation for “smart” travel data collection. Series of Webinars (SmartTalk sessions), Interdepartmental Center SmartData@Polito, Politecnico di Torino, Italy, 15.02.2021.
- Kumawat P. (2018). Data and information extraction from multiple data sources for transport innovation and sustainability (Mobility as a Service). Poster presentation, 3rd SmartData@Polito Workshop: Status and Future Directions, Politecnico di Torino, Italy, 24.09.2018.
Prizes and awards
- Winner of the “prestigious Abertis Chair Award for Sustainable Mobility” for research on Sustainable Mobility for the best PhD thesis (Year 2022) in Italy.
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Gargi Award, Balika Shiksha Foundation, Government of Rajasthan, India (2008). Awarded for securing 80% in Secondary Education.