Interactive learning for robots in human environments. This project aims to develop robots that can interact with and learn from humans to quickly and safely learn new skills. Recent advances in robotics and artificial intelligence are poised to transform our economy, workplaces and homes, and even the organisation of society, however these advances are limited by robots’ inability to learn and adapt in uncertain environments. The outcomes of this project are expected to include new validated me ....Interactive learning for robots in human environments. This project aims to develop robots that can interact with and learn from humans to quickly and safely learn new skills. Recent advances in robotics and artificial intelligence are poised to transform our economy, workplaces and homes, and even the organisation of society, however these advances are limited by robots’ inability to learn and adapt in uncertain environments. The outcomes of this project are expected to include new validated methods and frameworks to enable robots to be used by non-experts and to be quickly deployed in a variety of settings. This is anticipated to provide transformative benefits, improving safety and productivity in the workspace, and enabling improved comfort, convenience and quality of life in the home.Read moreRead less
Modelling, analysis and design of secure networked control systems. This project aims to develop models, design and analysis techniques for secure Networked Control Systems (NCS). These could control large-scale and complex distributed systems. Improved NCS technology will underpin our ability to optimise water and energy use, live in sustainable communities and create greater efficiencies in manufacturing and transport globally. Only secure NCS design methodologies can use this emerging technol ....Modelling, analysis and design of secure networked control systems. This project aims to develop models, design and analysis techniques for secure Networked Control Systems (NCS). These could control large-scale and complex distributed systems. Improved NCS technology will underpin our ability to optimise water and energy use, live in sustainable communities and create greater efficiencies in manufacturing and transport globally. Only secure NCS design methodologies can use this emerging technology to deliver benefits while protecting it against cyber-attacks. Modelling and designing secure NCS with specific networks is expected to realise the full potential of existing and emerging technology.Read moreRead less
What learning is there in learning control? This project seeks to establish a meaningful definition and quantifiable measure of learning in the context of adaptive or learning control. The project is designed within the context of human motor skill learning, and assesses the speed of learning and the quality of learning (reflected by the accuracy of the motor task execution). The project plans to use measures to provide a mathematically precise meaning for the notion of learning. The outcome has ....What learning is there in learning control? This project seeks to establish a meaningful definition and quantifiable measure of learning in the context of adaptive or learning control. The project is designed within the context of human motor skill learning, and assesses the speed of learning and the quality of learning (reflected by the accuracy of the motor task execution). The project plans to use measures to provide a mathematically precise meaning for the notion of learning. The outcome has the potential to be applied to the design of technology-assisted training of motor skills, from the recovery of lost motor skills after trauma to the development of elite athletes.Read moreRead less
Fault detection and identification in nonlinear complex systems. Complex systems usually comprise a large number of inter-dependent subsystems linked together to perform a certain task. Examples of such systems are power systems, irrigation systems, air traffic control systems, to name a few. Such systems are subject to component failure or malfunction. Total failure can cause an unacceptable financial losses and/or danger to personnel. It is therefore extremely essential, from economic and safe ....Fault detection and identification in nonlinear complex systems. Complex systems usually comprise a large number of inter-dependent subsystems linked together to perform a certain task. Examples of such systems are power systems, irrigation systems, air traffic control systems, to name a few. Such systems are subject to component failure or malfunction. Total failure can cause an unacceptable financial losses and/or danger to personnel. It is therefore extremely essential, from economic and safety view points, that a way be found to ensure reliable and viable operation of complex plants. A first step in achieving this goal is to detect faults on-line and in real-time when they occur and identify their location and characteristics, which is the aim of this project.Read moreRead less
Observer design for singularly perturbed systems. This project aims to provide a framework for observer design for singularly perturbed systems, analyse performance/robustness of such designs and apply it to engineering problems. Estimating unmeasured physical variables from available measurements is essential in engineering and science, but is hard when the system exhibits multiple time scales. This is common as dynamics occurring on much faster time scales age engineered systems’ physical prop ....Observer design for singularly perturbed systems. This project aims to provide a framework for observer design for singularly perturbed systems, analyse performance/robustness of such designs and apply it to engineering problems. Estimating unmeasured physical variables from available measurements is essential in engineering and science, but is hard when the system exhibits multiple time scales. This is common as dynamics occurring on much faster time scales age engineered systems’ physical properties, but tools to deal with these systems do not exist. This project aims to provide the fundamental science to estimate systems exhibiting multiple time scales. These results are expected to improve condition monitoring in mechanical, electrical and power systems.Read moreRead less
Networked control for distributed renewable energy systems integration. The project aims to develop novel networked and coordinated control methods that greatly increase the capacity of the existing Australian power networks to host growing amounts of roof-top photovoltaic (PV) generation and customer load. These methods reduce the current need for high levels of continuing capital investments by optimally managing the existing network assets to fully exploit the inherent capabilities of PV inve ....Networked control for distributed renewable energy systems integration. The project aims to develop novel networked and coordinated control methods that greatly increase the capacity of the existing Australian power networks to host growing amounts of roof-top photovoltaic (PV) generation and customer load. These methods reduce the current need for high levels of continuing capital investments by optimally managing the existing network assets to fully exploit the inherent capabilities of PV inverters and new distributed battery storages that are now appearing at the domestic and network level. The project plans to combine robust networked control with stochastic optimisation methods to extract the best value from existing and new assets, while improving the load and generation hosting capability, for a given level of reliability.Read moreRead less
Fork safely: improving safety of ordinary forklifts by automating task-specific operations. Forklift trucks are used for goods handling extensively in all sectors of industry. However, statistics show high figures of forklift accidents, with an average of 250 serious injuries per year in Victoria alone. This project will seek to address the operational safety of forklifts by automating the execution of typical forklift tasks.
Improving the operation of large-scale irrigation networks through automation. Channel networks for irrigation are critical infrastructure. Efficient operation is important in terms of sustainability and food security. This project aims to deliver automatic control techniques for improving system-wide performance. The research outcomes will secure Australia's place at the forefront of irrigation network automation technology.
Co-design and dynamic mission optimisation of hypersonic flight vehicles. This project aims to deliver fundamental knowledge by integrating the modelling and control with the design of next generation hypersonic platforms. In an era where Australia's national security reliance on geographic isolation and support from allied forces are being challenged, the research outcomes of this project will play an important role in understanding the capabilities of hypersonic systems. The project will also ....Co-design and dynamic mission optimisation of hypersonic flight vehicles. This project aims to deliver fundamental knowledge by integrating the modelling and control with the design of next generation hypersonic platforms. In an era where Australia's national security reliance on geographic isolation and support from allied forces are being challenged, the research outcomes of this project will play an important role in understanding the capabilities of hypersonic systems. The project will also have significant spillover benefits into other complex system domains, where computational tools can be used to aid in design leading to high embedded-IP products for Australian industry. Furthermore, the proposal encompasses a strong research training aspect, with graduates exposed to leading edge industry and academia.Read moreRead less
Automatic control systems for low-energy pipelines in irrigation networks. Automatic control systems for low-energy pipelines in irrigation networks. This project aims to design automated pipelines to distribute irrigation water from backbone open-channels to end-users. Automation can make irrigation networks more efficient, which is important for food security and the environment. Automation is expected to achieve low-energy distribution, in line with the gravity-powered operation of typical op ....Automatic control systems for low-energy pipelines in irrigation networks. Automatic control systems for low-energy pipelines in irrigation networks. This project aims to design automated pipelines to distribute irrigation water from backbone open-channels to end-users. Automation can make irrigation networks more efficient, which is important for food security and the environment. Automation is expected to achieve low-energy distribution, in line with the gravity-powered operation of typical open-channel networks. The main challenges are the development of suitable models for designing outlet-flow control systems, optimization-based outlet-flow scheduling methods for ensuring operation within hydraulic constraints, and system monitoring techniques. This project will design automatic control systems to enable low-energy water distribution from open-channels to end-users by pipes.Read moreRead less