Using data mining methods to remove uncertainties in sensor data streams. This project will develop key techniques for removing uncertainties in sensor data streams and thus improve the monitoring quality of sensor networks. The expected outcomes will benefit Australia by enabling improved, lower-cost monitoring of natural resources and management of stock raising.
Discovery Early Career Researcher Award - Grant ID: DE220100265
Funder
Australian Research Council
Funding Amount
$417,000.00
Summary
A closed-loop human–agent learning framework to enhance decision making. This project aims to design a foundational human–agent learning framework to augment the decision making process, using reinforcement and closed-loop mechanisms to enable symbiosis between a human and an artificial-intelligence agent. It envisages significant new technologies to promote controllability and efficient and safe exploration of an environment for decision actions – drastically boosting learning effectiveness and ....A closed-loop human–agent learning framework to enhance decision making. This project aims to design a foundational human–agent learning framework to augment the decision making process, using reinforcement and closed-loop mechanisms to enable symbiosis between a human and an artificial-intelligence agent. It envisages significant new technologies to promote controllability and efficient and safe exploration of an environment for decision actions – drastically boosting learning effectiveness and interpretability in decision making. Expected outcomes will benefit national cybersecurity by improving our understanding of vulnerabilities and threats involving decision actions, and by ensuring that human feedback and evaluations can help prevent catastrophic events in explorations of dynamic and complex environments.Read moreRead less
Visual analytics for massive multivariate networks. Visual analytics for massive multivariate networks. This project aims to create methods to visually analyse massive multivariate networks. The amount of network data available has exploded in recent years: software systems, social networks and biological systems have millions of nodes and billions of edges with multivariate attributes. Their size and complexity makes these data sets hard to exploit. More efficient ways to understand the data ar ....Visual analytics for massive multivariate networks. Visual analytics for massive multivariate networks. This project aims to create methods to visually analyse massive multivariate networks. The amount of network data available has exploded in recent years: software systems, social networks and biological systems have millions of nodes and billions of edges with multivariate attributes. Their size and complexity makes these data sets hard to exploit. More efficient ways to understand the data are needed. This project will design, implement and evaluate visualisation methods for massive multivariate network data sets. This research is expected to be used by Australian software development, biotechnology and security companies to exploit their data.Read moreRead less
ARC Molecular and Materials Structure Research Network. The Network will build powerful e-Science resources for the structural sciences. Collaborative remote access will be developed for sophisticated instrumentation, including instruments planned for the Replacement Research Reactor and Australian Synchrotron. A structure database service with cross disciplinary content and versatile visualisation and analysis capabilities will further exemplify smart information use. The internet services will ....ARC Molecular and Materials Structure Research Network. The Network will build powerful e-Science resources for the structural sciences. Collaborative remote access will be developed for sophisticated instrumentation, including instruments planned for the Replacement Research Reactor and Australian Synchrotron. A structure database service with cross disciplinary content and versatile visualisation and analysis capabilities will further exemplify smart information use. The internet services will ultimately harness the Grid, enabling linkage into other national and international Grid systems. Encompassing physics, computer science, applied mathematics, chemistry and biochemistry, and catalysing interaction across these disciplines, the MMSN will impact all five National Research Priority 3 goals.Read moreRead less
Creating a national time and frequency network for Australia. This project will develop the means to distribute accurate time and frequency across the Australian continent via an optical fibre network. This network will meet the needs of future telecommunications, science and astronomy projects including the Australian bid for the Square Kilometre Array radio-astronomy project.
Discovery Early Career Researcher Award - Grant ID: DE170101514
Funder
Australian Research Council
Funding Amount
$372,000.00
Summary
The control of neuroplasticity in the brain. This project aims to determine how neuroplasticity – the brain’s ability to remodel and make new circuits – is controlled in both excitatory and inhibitory neurons. This capacity, vital for all cognitive functions, diminishes as people age. It is imperative to determine neuroplasticity’s mechanisms and how and why they change, but it is not known how both excitatory and inhibitory neurons contribute to neuroplasticity and how these dynamic alterations ....The control of neuroplasticity in the brain. This project aims to determine how neuroplasticity – the brain’s ability to remodel and make new circuits – is controlled in both excitatory and inhibitory neurons. This capacity, vital for all cognitive functions, diminishes as people age. It is imperative to determine neuroplasticity’s mechanisms and how and why they change, but it is not known how both excitatory and inhibitory neurons contribute to neuroplasticity and how these dynamic alterations are controlled. Understanding neuroplasticity is vital for learning, memory and healthy ageing throughout life.Read moreRead less
Farming 4 Care: Using nature to cultivate resilience in young people. This project aims to explore how passive and active engagement with nature might influence outcomes for young people who have experienced trauma, maltreatment and disrupted families. These people are extremely vulnerable, but often slip through the system. As they rarely engage in traditional therapy, non-traditional interventions may offer a viable alternative that should be explored and harnessed for this population. In addi ....Farming 4 Care: Using nature to cultivate resilience in young people. This project aims to explore how passive and active engagement with nature might influence outcomes for young people who have experienced trauma, maltreatment and disrupted families. These people are extremely vulnerable, but often slip through the system. As they rarely engage in traditional therapy, non-traditional interventions may offer a viable alternative that should be explored and harnessed for this population. In addition, traditional interventions are delivered at enormous cost and with minimal success for this group. Using an innovative multidisciplinary design, the project plans to test four hypotheses about nature engagement to contribute to the growing field of nature-based interventions. Our approach offers an alternative that draws on existing community resources and benefits local organisations, young people and farmers.Read moreRead less
An Evaluation of Suspended Sentences of Imprisonment. A suspended sentence is a fixed term of imprisonment, the execution of which has been suspended in whole or in part. It is widely used in most Australian jurisdictions. A conflict between public and legal perceptions about the severity of this sanction contributes to a lack of public confidence in the criminal justice system and makes abolition or restrictions on the use of suspended sentences a real possibility when governments feel pressure ....An Evaluation of Suspended Sentences of Imprisonment. A suspended sentence is a fixed term of imprisonment, the execution of which has been suspended in whole or in part. It is widely used in most Australian jurisdictions. A conflict between public and legal perceptions about the severity of this sanction contributes to a lack of public confidence in the criminal justice system and makes abolition or restrictions on the use of suspended sentences a real possibility when governments feel pressured to be tough on crime. This project aims to explore the use of the suspended sentence and to evaluate its efficacy as an alternative to imprisonment.
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Discovery Early Career Researcher Award - Grant ID: DE200101182
Funder
Australian Research Council
Funding Amount
$395,945.00
Summary
Problem families in the 21st century: policy, practice, outcomes. The project aims to investigate intractable intergenerational disadvantage by critically examining policy and practice in relation to so-called problem families. It expects to generate new knowledge for social work, policy and welfare by documenting how problem families are understood and managed through the key areas of data linkage, priority investment, income management and family support, and how these areas might be shaped by ....Problem families in the 21st century: policy, practice, outcomes. The project aims to investigate intractable intergenerational disadvantage by critically examining policy and practice in relation to so-called problem families. It expects to generate new knowledge for social work, policy and welfare by documenting how problem families are understood and managed through the key areas of data linkage, priority investment, income management and family support, and how these areas might be shaped by emerging fields including data analytics and epigenetics. Expected outcomes include greater practitioner capacity to engage with the implications of intergenerational disadvantage and dysfunction. This should provide significant benefits including more effective interventions and a richer evidence base for policy.Read moreRead less
Discovery Early Career Researcher Award - Grant ID: DE210100784
Funder
Australian Research Council
Funding Amount
$400,728.00
Summary
The nexus between organisational trust and collaboration in disasters . This project will use empirical investigation to develop a multidimensional model depicting the organisational practices that are vital for quickly establishing and maintaining trusting relationships in emergency management collaboration. Trust is the crucial but often neglected element that determines the success of collaboration. Expected outcomes include the creation of the first rigorously established knowledge base for ....The nexus between organisational trust and collaboration in disasters . This project will use empirical investigation to develop a multidimensional model depicting the organisational practices that are vital for quickly establishing and maintaining trusting relationships in emergency management collaboration. Trust is the crucial but often neglected element that determines the success of collaboration. Expected outcomes include the creation of the first rigorously established knowledge base for understanding what mechanisms are effective to overcome conflicting cultures in Australian emergency management arrangements and successfully build trusting relationships. This should provide significant benefits for all organisations when collaborating in the response to, and recovery from, disasters.Read moreRead less