Human-Machine Teaming:Designing synergistic learning of humans and machines. This proposal investigates the design of systems in which humans and machines use their different abilities to learn together for mutual benefit. Machine learning has been commoditised, applied in areas such as medical image reading and autonomous vehicles, however it typically operates separately from humans, supplanting human skills and leading to deskilling. Using human-computer interaction research techniques, co-de ....Human-Machine Teaming:Designing synergistic learning of humans and machines. This proposal investigates the design of systems in which humans and machines use their different abilities to learn together for mutual benefit. Machine learning has been commoditised, applied in areas such as medical image reading and autonomous vehicles, however it typically operates separately from humans, supplanting human skills and leading to deskilling. Using human-computer interaction research techniques, co-design and iterative prototyping in the domains of radiology training and environmental learning, we will devise and evaluate exemplar systems that support humans to interactively frame problems, explore and learn, while utilising and improving machine models, leading to a guiding framework for designing human-machine teaming.Read moreRead less
Industrial Transformation Training Centres - Grant ID: IC200100022
Funder
Australian Research Council
Funding Amount
$4,883,406.00
Summary
ARC Training Centre for Information Resilience. The proposed centre aims at building workforce capacity in Australian organisations to create, protect and sustain agile data pipelines, capable of detecting and responding to failures and risks across the information value chain in which the data is sourced, shared, transformed, analysed and consumed. Building on strong foundations of responsible data science, the centre will bring together end-users, technology providers, and cutting-edge researc ....ARC Training Centre for Information Resilience. The proposed centre aims at building workforce capacity in Australian organisations to create, protect and sustain agile data pipelines, capable of detecting and responding to failures and risks across the information value chain in which the data is sourced, shared, transformed, analysed and consumed. Building on strong foundations of responsible data science, the centre will bring together end-users, technology providers, and cutting-edge research, to lift the socio-technical barriers to data driven transformation and develop resilient data pipelines capable of delivering game-changing productivity gains that position Australian organisations at the forefront of technology leadership and value creation from data assets. Read moreRead less
Nano optoelectronic coupling: towards an ultrasensitive sensing technology. This project aims to elucidate ultrasensitive mechanical and thermal sensing effects that are tens of thousands of times better than conventional sensing technologies. This is achieved through controlling interactions between photons and electrons at the interface of two semiconductors. Outcomes of this project include scientific breakthroughs that are expected to revolutionise and disrupt the established sensing technol ....Nano optoelectronic coupling: towards an ultrasensitive sensing technology. This project aims to elucidate ultrasensitive mechanical and thermal sensing effects that are tens of thousands of times better than conventional sensing technologies. This is achieved through controlling interactions between photons and electrons at the interface of two semiconductors. Outcomes of this project include scientific breakthroughs that are expected to revolutionise and disrupt the established sensing technologies. Microscopic low power mechanical and thermal sensors with ultra-high sensitivity have great value to enhance safety, security, and productivity of industry and society. The project is expected to generate new knowledge and place Australia as the world leader in physical sensing and create a new industry.Read moreRead less
Discovery Early Career Researcher Award - Grant ID: DE210101073
Funder
Australian Research Council
Funding Amount
$355,000.00
Summary
Defying conventions with a liquid metal-embedded hybrid elastomer composite. Conductive elastic composites are one of the key components used in flexible/wearable electronic devices in the manufacture of sensors and interconnects; however, conventional composites experience a relatively low sensitivity to strain, and their conductivity decreases when stretched (i.e. they exhibit a negative piezoconductive effect). This project aims to understand the unprecedented positive piezoconductive effect ....Defying conventions with a liquid metal-embedded hybrid elastomer composite. Conductive elastic composites are one of the key components used in flexible/wearable electronic devices in the manufacture of sensors and interconnects; however, conventional composites experience a relatively low sensitivity to strain, and their conductivity decreases when stretched (i.e. they exhibit a negative piezoconductive effect). This project aims to understand the unprecedented positive piezoconductive effect exhibited on the liquid metal-embedded hybrid elastomer (LMHE) and explore its potential to address the key challenges faced by conventional materials. The outcomes of this project will benefit the advanced manufacturing sector by developing high-performance composites to revolutionise future wearable electronic technologies.Read moreRead less
Discovery Early Career Researcher Award - Grant ID: DE210100692
Funder
Australian Research Council
Funding Amount
$420,000.00
Summary
Multiphysics inertial microfluidics: from fundamentals to applications. Separation of particles and particularly cells is an indispensable process in disease diagnostics, chemical/biological assays and food/chemical industries. This project aims to study the interplay between inertial fluid flow, electricity, and magnetism in microscale for particle separation. The project is expected to establish the fundamental theory underpinning the development of the proposed advanced separation technology. ....Multiphysics inertial microfluidics: from fundamentals to applications. Separation of particles and particularly cells is an indispensable process in disease diagnostics, chemical/biological assays and food/chemical industries. This project aims to study the interplay between inertial fluid flow, electricity, and magnetism in microscale for particle separation. The project is expected to establish the fundamental theory underpinning the development of the proposed advanced separation technology. This disruptive technology is expected to enable the unique, high-performance and high-throughput separation of particles such as cells. The technology will potentially benefit the biomedical and pharmaceutical industries, providing economic opportunities and maintaining high-quality healthcare for Australia.Read moreRead less
Magnetofluidic sample handling for enhanced point-of-care diagnosis. This project aims to decipher the mechanism behind recent discovery on the enhancement of mixing and separation with magnetism and to apply it to the rapid and early detection of malaria and cancer. This mechanism provides novel and unique fluid handling capabilities, which allow the development of revolutionary point-of-care diagnostic approaches that integrate magnetic mixing, separation and detection on a single device. The ....Magnetofluidic sample handling for enhanced point-of-care diagnosis. This project aims to decipher the mechanism behind recent discovery on the enhancement of mixing and separation with magnetism and to apply it to the rapid and early detection of malaria and cancer. This mechanism provides novel and unique fluid handling capabilities, which allow the development of revolutionary point-of-care diagnostic approaches that integrate magnetic mixing, separation and detection on a single device. The outcomes of this project are instrumental for the reduction of healthcare cost, promoting good health for Australian and potentially creating new jobs in the niche biomedical industry.Read moreRead less
Linkage Infrastructure, Equipment And Facilities - Grant ID: LE200100032
Funder
Australian Research Council
Funding Amount
$600,000.00
Summary
Advanced Multifunctional Electro-Opto-Magneto-Mechanical Analysis Platform. This project aims to build an advanced multi-functional Electro-Opto-Magneto-Mechanical analysis platform for characterizing nanomaterials and micro-/nano-scale devices. This platform expects to provide rich and unique characterization capabilities (electrical, optical, magnetic and mechanical) for hybrid devices with low temperature and high vacuum environment. The expected outcomes include multidisciplinary research co ....Advanced Multifunctional Electro-Opto-Magneto-Mechanical Analysis Platform. This project aims to build an advanced multi-functional Electro-Opto-Magneto-Mechanical analysis platform for characterizing nanomaterials and micro-/nano-scale devices. This platform expects to provide rich and unique characterization capabilities (electrical, optical, magnetic and mechanical) for hybrid devices with low temperature and high vacuum environment. The expected outcomes include multidisciplinary research collaborations and a wide range of next-generation technologies including non-invasive medical instruments, wearable devices, communication, quantum information systems and energy storage solutions. This should enable local design and construction of hybrid devices and advance the growth of local high-technology industries.Read moreRead less
Non-classical motion of a macroscopic mechanical resonator. This project will create the experimental tools to fully control the motion of a mechanical oscillator at the single-quanta level, opening a rich avenue for fundamental research and the development of quantum physics enhanced applications. This project will prepare a quantum state of a macroscopic mechanical resonator exhibiting quantum interference fringes at at an unprecedented mass scale. The observation of these fringes will enable ....Non-classical motion of a macroscopic mechanical resonator. This project will create the experimental tools to fully control the motion of a mechanical oscillator at the single-quanta level, opening a rich avenue for fundamental research and the development of quantum physics enhanced applications. This project will prepare a quantum state of a macroscopic mechanical resonator exhibiting quantum interference fringes at at an unprecedented mass scale. The observation of these fringes will enable the study of the intricacies of quantum decoherence and ultimately even probe quantum gravitational phenomena. To achieve these goals it will employ micro-scale optical resonators fabricated by established techniques, that also provide the ideal platform for scalable mechanical-oscillator-based quantum information applications.Read moreRead less
Coach My Ride: Mentorable Interfaces to support Older Australians' Mobility. This project aims to co-design new interfaces to support older Australians to collaboratively learn the use of automated vehicles. We will seek to understand the needs, expectations, and challenges of urban and rural residents, and the peer support strategies they deploy to learn technology. Mobility is key to the wellbeing of older people, but automated vehicles that are too complex will fail to deliver their promise o ....Coach My Ride: Mentorable Interfaces to support Older Australians' Mobility. This project aims to co-design new interfaces to support older Australians to collaboratively learn the use of automated vehicles. We will seek to understand the needs, expectations, and challenges of urban and rural residents, and the peer support strategies they deploy to learn technology. Mobility is key to the wellbeing of older people, but automated vehicles that are too complex will fail to deliver their promise of independent ageing. Outcomes will be a new theory of collaborative learning and new mentorable interfaces to allow older adults to mentor each other to access and use new mobility solutions. This will contribute to narrow the digital and mobility gap improving the independence, safety and wellbeing of ageing Australians.Read moreRead less
Superior silicon carbide nanoscale sensors (SCANS) for harsh environments. This project aims to demonstrate a large increase in sensitivity, ultra-fast response, and super robust characteristics of nanoscale sensors suitable for harsh environment applications. Sensors in mining, power and aerospace industries must function properly in high temperature, aggressive chemical erosion, and high impact environments. Silicon carbide (SiC) sensors formed using a unique growth process of SiC films on lar ....Superior silicon carbide nanoscale sensors (SCANS) for harsh environments. This project aims to demonstrate a large increase in sensitivity, ultra-fast response, and super robust characteristics of nanoscale sensors suitable for harsh environment applications. Sensors in mining, power and aerospace industries must function properly in high temperature, aggressive chemical erosion, and high impact environments. Silicon carbide (SiC) sensors formed using a unique growth process of SiC films on large-diameter silicon wafers can meet these requirements through nanoscale structures. This project expects to bring direct economic benefits to the resource and manufacturing sectors, creating valuable intellectual property and new jobs for Australians.Read moreRead less