ARC Centre of Excellence - Vision Science. This Centre will generate important new knowledge of the performance, logic and stability of vision and visual behaviour. This knowledge will help reduce the burden of vision impairment in Australia, increasing productivity, promoting healthy ageing and reducing the community costs of visual impairment (ca. $9.85 billion in 2004). The knowledge produced will also make possible world-class innovations in robotics, leading to novel automated vision system ....ARC Centre of Excellence - Vision Science. This Centre will generate important new knowledge of the performance, logic and stability of vision and visual behaviour. This knowledge will help reduce the burden of vision impairment in Australia, increasing productivity, promoting healthy ageing and reducing the community costs of visual impairment (ca. $9.85 billion in 2004). The knowledge produced will also make possible world-class innovations in robotics, leading to novel automated vision systems with applications in industry and national security. Other knowledge will develop novel diagnostic technologies, for application in health delivery.Read moreRead less
Working longer, staying healthy and keeping productive. Working longer, staying healthy and keeping productive. This project aims to develop a policy suite to respond to an older workforce. By 2060, nearly half of Australians aged 64 or older will be employed. Failure to address their health problems could threaten Australia’s economy, tax base and provision of health and care services. This collaboration between national policy portfolios (employment, social services, workplace health and socia ....Working longer, staying healthy and keeping productive. Working longer, staying healthy and keeping productive. This project aims to develop a policy suite to respond to an older workforce. By 2060, nearly half of Australians aged 64 or older will be employed. Failure to address their health problems could threaten Australia’s economy, tax base and provision of health and care services. This collaboration between national policy portfolios (employment, social services, workplace health and social equity) and expert scientists in work, health, social equality and policy process intends to reveal the diversity of older workers’ work-health dilemmas and effective ways for national policies to solve them. The policy suite will promote financial independence and meet social goals of equity and healthy ageing.Read moreRead less
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
Linkage Infrastructure, Equipment And Facilities - Grant ID: LE160100090
Funder
Australian Research Council
Funding Amount
$250,000.00
Summary
Computational infrastructure for developing deep machine learning models. Computational infrastructure for developing deep machine learning models:
The computational infrastructure for developing deep machine learning models aims to enable new developments in machine learning of deep neural network models by providing the specialised computing necessary to train and evaluate the networks. In the last three years, deep networks have smashed previous performance ceilings for tasks such as object ....Computational infrastructure for developing deep machine learning models. Computational infrastructure for developing deep machine learning models:
The computational infrastructure for developing deep machine learning models aims to enable new developments in machine learning of deep neural network models by providing the specialised computing necessary to train and evaluate the networks. In the last three years, deep networks have smashed previous performance ceilings for tasks such as object recognition in images, speech recognition and automatic translation, bringing the prospect of machine intelligence closer than ever. Modern machine learning techniques have had huge impact in the last decade in fields such as robotics, computer vision and data analytics. The facility would enable Australian researchers to develop, learn and apply deep networks to problems of national importance in robotic vision and big data analytics. Read moreRead less
ARC Centre of Excellence for Children and Families over the Life Course. The 2020 ARC Centre of Excellence for Children and Families over the Life Course (LCC2020) aims to deliver transformative research and translation to break the cycle of deep and persistent disadvantage for Australians. Critically, LCC2020 will tackle disadvantage in specific context to understand how people negotiate it daily in real places, and how best to design policies and programs that support improved life pathways. B ....ARC Centre of Excellence for Children and Families over the Life Course. The 2020 ARC Centre of Excellence for Children and Families over the Life Course (LCC2020) aims to deliver transformative research and translation to break the cycle of deep and persistent disadvantage for Australians. Critically, LCC2020 will tackle disadvantage in specific context to understand how people negotiate it daily in real places, and how best to design policies and programs that support improved life pathways. By understanding life course contexts much more finely and using new methods and better data to personalise responses to disadvantage, LCC2020 will deliver the evidence, infrastructure, capacity and partnerships to reduce disadvantage and better equip Australian children and families for emerging challenges. Read moreRead less
Conditional welfare: A comparative case study of income management policies. Using an innovative methodology that incorporates a cross-national comparison of policy design and practice, this project aims to explore the effects of income management policies. The research will provide new insights into compulsory income management in Australia, and its more recent introduction in New Zealand. The expected outcomes will provide benefits, such as a richer understanding of human agency, autonomy and ....Conditional welfare: A comparative case study of income management policies. Using an innovative methodology that incorporates a cross-national comparison of policy design and practice, this project aims to explore the effects of income management policies. The research will provide new insights into compulsory income management in Australia, and its more recent introduction in New Zealand. The expected outcomes will provide benefits, such as a richer understanding of human agency, autonomy and social identity in the context of social policy.Read moreRead less
Mental health, job quality and workforce participation: evidence from population health research to address complex problems and conflicting policies. Mental disorders such as depression are a major cause of disability. Improving mental health can increase productivity and workforce participation. However, the psychosocial quality of work is a factor that overlays the relationship between work and health. Poor quality work (for example, unreasonable time pressure, insecurity) increases the risk ....Mental health, job quality and workforce participation: evidence from population health research to address complex problems and conflicting policies. Mental disorders such as depression are a major cause of disability. Improving mental health can increase productivity and workforce participation. However, the psychosocial quality of work is a factor that overlays the relationship between work and health. Poor quality work (for example, unreasonable time pressure, insecurity) increases the risk of poor mental health, absenteeism, and exit from the workforce. This project will analyse data following people over time to investigate the long-term health and employment consequences of poor psychosocial job quality, and consider the special case of mature age workers. It will identify those individuals at greatest risk, and factors that can buffer against the adverse effects of poor quality work.Read moreRead less
Developing a national rural volunteering roadmap. This project aims to investigate the challenges affecting rural volunteering in Australia. Conducting a national analysis of volunteering demand and supply, this project expects to generate new interdisciplinary knowledge of the structural, demographic, organisational and personal factors affecting the sustainability of rural volunteering. Expected outcomes of this project include a world-first index of volunteering vulnerabilities and a spatial ....Developing a national rural volunteering roadmap. This project aims to investigate the challenges affecting rural volunteering in Australia. Conducting a national analysis of volunteering demand and supply, this project expects to generate new interdisciplinary knowledge of the structural, demographic, organisational and personal factors affecting the sustainability of rural volunteering. Expected outcomes of this project include a world-first index of volunteering vulnerabilities and a spatial map of volunteering unevenness, leading to the development of an evidence-based National Rural Volunteering Roadmap (2025-2035), which will guide our volunteering peak body partners, governments and rural communities to plan for and support rural volunteering over the longer-term.Read moreRead less
ARC Centre of Excellence for Robotic Vision. Robots are vital to Australia's future prosperity in the face of high relative wages, low or decreasing productivity, and impending labour shortages. However the work and workplaces of our most important industries are unstructured and changeable and current robots are challenged by their inability to quickly, safely and reliably "see" and "understand" what is around them. The Centre's research will create the fundamental science and technologies th ....ARC Centre of Excellence for Robotic Vision. Robots are vital to Australia's future prosperity in the face of high relative wages, low or decreasing productivity, and impending labour shortages. However the work and workplaces of our most important industries are unstructured and changeable and current robots are challenged by their inability to quickly, safely and reliably "see" and "understand" what is around them. The Centre's research will create the fundamental science and technologies that will allow robots to see as we do, and overcome the last barrier to the ubiquitous deployment of robots into society for the benefit of all.Read moreRead less
Upholding the right to cultural connection for children in care. A positive sense of cultural identity is critical to wellbeing, yet children in out-of-home care often lose their cultural identities and connections. There is little evidence to guide out-of-home care agencies to support a culturally meaningful foster care placement for non-Indigenous culturally and linguistically diverse children. This project tests promising practices identified by the partner organisations and research literatu ....Upholding the right to cultural connection for children in care. A positive sense of cultural identity is critical to wellbeing, yet children in out-of-home care often lose their cultural identities and connections. There is little evidence to guide out-of-home care agencies to support a culturally meaningful foster care placement for non-Indigenous culturally and linguistically diverse children. This project tests promising practices identified by the partner organisations and research literature to produce an exemplary model of cultural care, with input from children, carers and birth families. Trial implementation in the partner organisations will inform guidelines and recommendations so that the model can inform policy and practice in out-of-home care across Australia.
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