Inferring driver behaviours, intent and risk in complex traffic scenarios. This project intends to develop methods to evaluate risk during driving. The next generation of vehicles will be fitted with sophisticated perception and egocentric information. This will be combined with inter-vehicle communication enabling cooperative safety, used in conjunction with intelligent infrastructure. This technology is expected to be mandated in the United States starting from 2017. This project plans to deve ....Inferring driver behaviours, intent and risk in complex traffic scenarios. This project intends to develop methods to evaluate risk during driving. The next generation of vehicles will be fitted with sophisticated perception and egocentric information. This will be combined with inter-vehicle communication enabling cooperative safety, used in conjunction with intelligent infrastructure. This technology is expected to be mandated in the United States starting from 2017. This project plans to develop unsupervised learning algorithms to infer high-level driver behaviours, intent and contextual information to automatically evaluate levels of risk under complex driving scenarios. It plans to validate the results using naturalistic driving datasets taken in large-scale deployments around the world. This innovation may improve automotive safety and facilitate the deployment of autonomous vehicles.Read moreRead less
Development of fundamental perception technology and algorithms for mining safety. The project will push the boundaries of mining safety research to deliver innovative and powerful tools to understand and control the level of risk of an operation. This knowledge will be used to develop algorithms to best assess safety issues in different scenarios, to design safety procedures and to develop operator training.
Context-aware verification and validation framework for autonomous driving. This project aims to enhance the reliability and safety of emerging self-driving vehicles, through a framework that supports the validation and verification of autonomous driving systems. This project expects to generate new knowledge in areas of software engineering, intelligent transport, and machine learning, using a multi-disciplinary research combining expertise from various fields. Expected outcomes of this project ....Context-aware verification and validation framework for autonomous driving. This project aims to enhance the reliability and safety of emerging self-driving vehicles, through a framework that supports the validation and verification of autonomous driving systems. This project expects to generate new knowledge in areas of software engineering, intelligent transport, and machine learning, using a multi-disciplinary research combining expertise from various fields. Expected outcomes of this project are a family of new context-aware techniques to verify and validate complex behaviours in autonomous driving. This should provide significant benefits, such as safe autonomous driving systems and the improved journey experience and security for road users.Read moreRead less
Innovative X-by-Wire Control Systems for Improved Vehicle Manoeuvrability and Stability. Future automobiles will be equipped with safety-critical ‘x-by-wire’ systems, such as ‘steer-by-wire’, ‘brake-by-wire’, and ‘drive-by-wire’, to enable active safety control and improve reliability and performance. This project aims to develop a new coordinated control strategy based on an in-depth understanding of the fundamental dynamics and stability characteristics of vehicles. Corresponding x-by-wire sys ....Innovative X-by-Wire Control Systems for Improved Vehicle Manoeuvrability and Stability. Future automobiles will be equipped with safety-critical ‘x-by-wire’ systems, such as ‘steer-by-wire’, ‘brake-by-wire’, and ‘drive-by-wire’, to enable active safety control and improve reliability and performance. This project aims to develop a new coordinated control strategy based on an in-depth understanding of the fundamental dynamics and stability characteristics of vehicles. Corresponding x-by-wire systems will then be implemented, using a novel networked bilateral-control concept and new haptic devices for enhancing the overall performance and safety of vehicles. This project will lead to the innovative design of vehicle active safety systems for automobile manufacturing in Australia and the rest of the world.Read moreRead less