SEEN – A Sustainable Energy-Efficient Novel Driver Behaviour Model for the Future of Transport: Development, Assessment, and Application
Confirmation seminar presented by Jiahao Zhang
Growing concerns over energy use, emissions, and congestion highlight the need for sustainable transport systems. Microscopic driving behaviour—particularly car-following (CF)—fundamentally influences fuel consumption and emissions, yet existing studies often treat dynamics, efficiency, and environment as separate objectives. This research proposes the Sustainable Energy-Efficient Novel (SEEN) driver behaviour model, a unified analytical–data-driven framework integrating CF dynamics, fuel use, and emissions. It aims to (1) model unified CF–energy–emission paradigm, (2) develop a hybrid data-driven framework, and (3) design multi-objective control strategies for sustainable CAVs, advancing sustainable and safe intelligent transportation systems.

About Confirmation Seminars
The purpose of the confirmation milestone is to ensure that the candidate receives appropriate feedback in relation to the viability and progress of the thesis project and that the resources required to complete the program of research within the recommended timeframe are available. It is also an opportunity to ensure that the candidate has demonstrated the capacity and capability to successfully complete the thesis in a timely manner.