A Machine Learning Framework for Concrete Workability Estimation . Concrete is the most used construction material in Australia. The project aims to develop a system to measure the workability of concrete in transit in agitator trucks using advanced machine vision and machine learning, and provide a reliable alternative to the current practice of visually testing concrete workability by certified testers. Concrete that fails to meet workability requirements is one of the most frequent reasons fo ....A Machine Learning Framework for Concrete Workability Estimation . Concrete is the most used construction material in Australia. The project aims to develop a system to measure the workability of concrete in transit in agitator trucks using advanced machine vision and machine learning, and provide a reliable alternative to the current practice of visually testing concrete workability by certified testers. Concrete that fails to meet workability requirements is one of the most frequent reasons for rejection at construction sites, resulting in significant costs, waste, and delays. Multimodal data sources will be used to provide a reliable workability estimate in real time, enabling construction teams to identify and rectify workability issues in transit while continuously monitoring the adjustments effects.Read moreRead less
Visual methods for advanced automation of underwater manipulation. This project will increase the autonomy of underwater robotic systems engaged in intervention and inspection tasks. Such activities are essential for the operation of subsea robotic systems used in offshore industries, scientific exploration and defence. Our approach will improve perception and situational awareness through the principled fusion of multiple navigation and camera sensors. We will use this improved scene understand ....Visual methods for advanced automation of underwater manipulation. This project will increase the autonomy of underwater robotic systems engaged in intervention and inspection tasks. Such activities are essential for the operation of subsea robotic systems used in offshore industries, scientific exploration and defence. Our approach will improve perception and situational awareness through the principled fusion of multiple navigation and camera sensors. We will use this improved scene understanding to effectively plan the motion of vehicles and manipulators through larger and more complex workspaces, enabling semi-supervised and autonomous task execution. Our project will demonstrate these capabilities in real-world deployments relevant to industry and marine science.Read moreRead less
Developing key vision technology for automation of aquaculture factory. This project aims to investigate structural, coloured textural, and hyperspectral analysis approaches to achieve automated lobster molt-cycle staging and classification to the level required for commercial production. High labour cost, water contamination, and disease transmission are major barriers in Australian bay lobster aquaculture inhibiting its large scale production. Automation of the production process and reducing ....Developing key vision technology for automation of aquaculture factory. This project aims to investigate structural, coloured textural, and hyperspectral analysis approaches to achieve automated lobster molt-cycle staging and classification to the level required for commercial production. High labour cost, water contamination, and disease transmission are major barriers in Australian bay lobster aquaculture inhibiting its large scale production. Automation of the production process and reducing the human contact with animals are of high priority in the development of this Australian-led emerging industry. The project aims to develop technology to bring this world- first aquaculture factory to large scale production, and create new export opportunities for lobsters and production systems.Read moreRead less
Beyond Speech: Towards better communication for children with hearing loss. Despite the benefits of early newborn hearing screening and early intervention programs for children with hearing loss, most still experience academic and social challenges at school. This is partly due to ongoing listening effort, leading to communicative breakdown. This project aims to identify the locus of the communicative challenges these children face during daily discourse interactions. The outcomes will identify ....Beyond Speech: Towards better communication for children with hearing loss. Despite the benefits of early newborn hearing screening and early intervention programs for children with hearing loss, most still experience academic and social challenges at school. This is partly due to ongoing listening effort, leading to communicative breakdown. This project aims to identify the locus of the communicative challenges these children face during daily discourse interactions. The outcomes will identify which levels of language are most compromised and will inform future interventions to reduce children’s listening effort. This will be undertaken by bringing together researchers in basic science with hearing service providers, parents and industry, providing an innovative model for solving multidisciplinary challenges.Read moreRead less
The ABC’s of listening and learning: a study in the Northern Territory. Indigenous Australian children experience middle ear disorders earlier in life and for longer periods than their non-Indigenous counterparts. The resulting listening challenges can have implications for academic achievement and future health and well-being, despite normal hearing thresholds. The current project aims to determine the effects of pervasive otitis media and related hearing loss on Indigenous children’s listening ....The ABC’s of listening and learning: a study in the Northern Territory. Indigenous Australian children experience middle ear disorders earlier in life and for longer periods than their non-Indigenous counterparts. The resulting listening challenges can have implications for academic achievement and future health and well-being, despite normal hearing thresholds. The current project aims to determine the effects of pervasive otitis media and related hearing loss on Indigenous children’s listening and pre-literacy skills in the Northern Territory, and how to better identify those at most risk for poor educational outcomes. The findings will lead to policy recommendations to help improve these children’s learning potential.Read moreRead less
Supporting teachers and teaching in flexible and non-traditional schools . This project aims to address a critical gap in knowledge about the experiences and conditions of people who teach in flexible and non-traditional schools in Australia. These schools provide a second chance at education for young people with challenging behaviours and/or learning problems. This project expects to generate new knowledge about the experiences and needs of these teachers, using a combination of in-depth resea ....Supporting teachers and teaching in flexible and non-traditional schools . This project aims to address a critical gap in knowledge about the experiences and conditions of people who teach in flexible and non-traditional schools in Australia. These schools provide a second chance at education for young people with challenging behaviours and/or learning problems. This project expects to generate new knowledge about the experiences and needs of these teachers, using a combination of in-depth research methods. Expected outcomes include detailed understanding of support needs for this workforce. This will significantly benefit teachers, sponsors and principals through recommendations on best practice management of this important work, along with evidence-based training artefacts for staff recruitment and retention.
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Collaborative Sensing and Learning for Maritime Situational Awareness. We aim to demonstrate coordinated autonomous sensing of naval assets in dynamic maritime environments, reducing the operational load required to deliver a high quality maritime situational awareness. A realistic simulation based approach will help us develop novel artificial intelligence technology including: self-adaptive strategies for dynamic asset allocation, embedded smart sensing capabilities for naval observation syste ....Collaborative Sensing and Learning for Maritime Situational Awareness. We aim to demonstrate coordinated autonomous sensing of naval assets in dynamic maritime environments, reducing the operational load required to deliver a high quality maritime situational awareness. A realistic simulation based approach will help us develop novel artificial intelligence technology including: self-adaptive strategies for dynamic asset allocation, embedded smart sensing capabilities for naval observation systems and novel approaches to continuous collaborative learning from multi-spectral media. In addition to the emerging partnership between participants, the project will advance sovereign capability to develop maritime intelligence gathering technology for the Royal Australian Navy to underpin stability in our region. Read moreRead less
Constructing a rich curriculum for all: ‘Insights into practice’ . Not all students in Australia have access to the same high quality curriculum. The curriculum is often differentiated in ways designed to make outcomes achievable for marginalised young people. While this is often well meant, it has worked against the interests of these young people by denying them from a young age the same levels of access to curriculum options as their peers. This narrows the range of their future opportunities ....Constructing a rich curriculum for all: ‘Insights into practice’ . Not all students in Australia have access to the same high quality curriculum. The curriculum is often differentiated in ways designed to make outcomes achievable for marginalised young people. While this is often well meant, it has worked against the interests of these young people by denying them from a young age the same levels of access to curriculum options as their peers. This narrows the range of their future opportunities. This project aims to provide the foundations for strategies that can be implemented by teachers, schools and systems to address this problem. This projects works closely with teachers to determine a framework that can encourage pedagogical approaches that make a rich curriculum accessible to all. Read moreRead less
Career change teachers: Addressing teacher shortages in Australia . Australia is facing a teacher shortage crisis. Consequently, there have been concerted efforts by governments to attract people into teaching from other sections of the workforce. However, career change teachers often do not stay longer than five years in the profession. There is little evidence on how their retention can be enhanced. This project aims to better understand the differing motivations and experiences of these teach ....Career change teachers: Addressing teacher shortages in Australia . Australia is facing a teacher shortage crisis. Consequently, there have been concerted efforts by governments to attract people into teaching from other sections of the workforce. However, career change teachers often do not stay longer than five years in the profession. There is little evidence on how their retention can be enhanced. This project aims to better understand the differing motivations and experiences of these teachers from diverse backgrounds, and to determine how they can be better prepared and supported through their early years of teaching. A clear benefit of this project will be the longer term success for career change teachers and their schools and will ensure young people are not disadvantaged by high teacher turnover. Read moreRead less
Regional Australia' skills shortages and high-skill refugees' employment . Regional Australia loses to cities thousands of professional and trade-related people whose skills cannot be replaced. Focusing on small and medium-size enterprises producing food and beverages, this project aims to determine whether refugee employment (i) is a strategic resource (ii) can alleviate these chronic regional skill shortages, and (iii) can be integrated in immigration policy. In doing so, it will for the firs ....Regional Australia' skills shortages and high-skill refugees' employment . Regional Australia loses to cities thousands of professional and trade-related people whose skills cannot be replaced. Focusing on small and medium-size enterprises producing food and beverages, this project aims to determine whether refugee employment (i) is a strategic resource (ii) can alleviate these chronic regional skill shortages, and (iii) can be integrated in immigration policy. In doing so, it will for the first time provide critical empirical evidence on the possible need to separate policy measures aimed at rural vs. urban employers. The outcomes will contribute to reducing the problem of critical skill shortages and wastage at once and do so with an eye to the needs to rural Australia – a key driver of the country’s exports. Read moreRead less