Declarative Networks: Towards Robust and Explainable Deep Learning. The aim of this project is to develop declarative machine learning techniques that exploit inherent structure and models of the world. Deep learning has become the dominant approach for machine learning with many products and promises built on this technology. But deep learning is expensive, opaque, brittle and relies solely on human labelled data. This project intends to make deep learning more reliable by establishing theory a ....Declarative Networks: Towards Robust and Explainable Deep Learning. The aim of this project is to develop declarative machine learning techniques that exploit inherent structure and models of the world. Deep learning has become the dominant approach for machine learning with many products and promises built on this technology. But deep learning is expensive, opaque, brittle and relies solely on human labelled data. This project intends to make deep learning more reliable by establishing theory and algorithms that allow physical and mathematical models to be embedded within a deep learning framework, providing performance guarantees and interpretability. This would likely benefit machine learning based products that can understand the world and interact with humans naturally through vision and language.Read moreRead less
Making human place knowledge digestible by computers. This project aims to develop the tools that will enable people to interact intuitively with computers about places and the relations between places. People understand their environment in a different way to computers; they think of places and their relations, while computers use coordinates and maps. People’s interaction with maps is cognitively costly and error-prone, which is becoming untenable in situations needing time-critical decision m ....Making human place knowledge digestible by computers. This project aims to develop the tools that will enable people to interact intuitively with computers about places and the relations between places. People understand their environment in a different way to computers; they think of places and their relations, while computers use coordinates and maps. People’s interaction with maps is cognitively costly and error-prone, which is becoming untenable in situations needing time-critical decision making. The project will revolutionise the design of information services where computers deal with humans and location in time-critical or stressful situations, including emergency calls, disaster response and local search queries. The uptake of this design by industry will lead to economic benefits as well as a safer society living in a smarter environment.Read moreRead less
Discovery Early Career Researcher Award - Grant ID: DE190100317
Funder
Australian Research Council
Funding Amount
$376,000.00
Summary
Advancing uncertainty prioritisation in water resource management. This project aims to develop a holistic framework for prioritisation of uncertainties in Integrated Water Resource Assessment and Management to assist water resource analysts and planners to improve sustainability of water resource management outcomes. The framework will help scientists, consultants, policy makers and water users better select which sources of uncertainty to address in their work, with what resources, and what me ....Advancing uncertainty prioritisation in water resource management. This project aims to develop a holistic framework for prioritisation of uncertainties in Integrated Water Resource Assessment and Management to assist water resource analysts and planners to improve sustainability of water resource management outcomes. The framework will help scientists, consultants, policy makers and water users better select which sources of uncertainty to address in their work, with what resources, and what methods. Expected outcomes are novel analytical methods to evaluate current practice in uncertainty prioritisation, communicate when and how to use established and novel uncertainty management techniques, and improve prioritisation of uncertainty using proof-of-concept model-based analyses. The project should improve decision making in policy and industry, and societal and environmental outcomes of water management.Read moreRead less
Special Research Initiatives - Grant ID: SR0354575
Funder
Australian Research Council
Funding Amount
$30,000.00
Summary
Earth and Ocean Informatics and Technology Network (EON-ITnet). Sustainable resource exploration and mining onshore, as well as marine planning, exploration, and defence depend on effective cross-disciplinary investigation, sharing of expertise and technologies for integration and computational analysis of multidimensional data spaces. EON-ITNET will cross-fertilise the use of artificial intelligence, advanced computing and smart information sharing for management, analysis, visualisation and me ....Earth and Ocean Informatics and Technology Network (EON-ITnet). Sustainable resource exploration and mining onshore, as well as marine planning, exploration, and defence depend on effective cross-disciplinary investigation, sharing of expertise and technologies for integration and computational analysis of multidimensional data spaces. EON-ITNET will cross-fertilise the use of artificial intelligence, advanced computing and smart information sharing for management, analysis, visualisation and metadata modelling between these traditionally separate research groups, with the outcome of improving research efficiency and lowering costs. EON-ITNET will form an alliance with the Caltech-based GeoFramework, which is advancing a novel object-oriented data analysis environment, binding community software for Earth visualisation and simulation to 4D data bases.Read moreRead less
Linkage Infrastructure, Equipment And Facilities - Grant ID: LE0775499
Funder
Australian Research Council
Funding Amount
$130,000.00
Summary
High Performance Optical Profilometer for mapping micro/meso/macroscopic topography. Developing advanced, high performance new materials requires an understanding of surfaces and interfaces. Making a small area, low yield material or device is a regular occurrence within the Australian research community. The ability to create reproducible, high yield materials requires greater understanding of the stresses, uniformities and deformations in a material over large areas. The proposed instrument ....High Performance Optical Profilometer for mapping micro/meso/macroscopic topography. Developing advanced, high performance new materials requires an understanding of surfaces and interfaces. Making a small area, low yield material or device is a regular occurrence within the Australian research community. The ability to create reproducible, high yield materials requires greater understanding of the stresses, uniformities and deformations in a material over large areas. The proposed instrument can measure topography over many centimeters-squared with sub-micron spatial resolution, currently beyond the capabilities of researchers in Australia. By providing a quantitative method to measure surface textures, the instrument will also support Australian industries looking for improved process control.Read moreRead less
Visual evidence: transforming modern sex research (1880s - 1930s). This project aims to explore how photography and film transformed understandings of human sexuality. By analysing how and why doctors and scientists shifted their attention from textual to visual evidence, the project will contribute to understandings about how images have been used historically to create medical norms and communicate scientific knowledge to broad audiences. Focusing on Germany as the international centre of earl ....Visual evidence: transforming modern sex research (1880s - 1930s). This project aims to explore how photography and film transformed understandings of human sexuality. By analysing how and why doctors and scientists shifted their attention from textual to visual evidence, the project will contribute to understandings about how images have been used historically to create medical norms and communicate scientific knowledge to broad audiences. Focusing on Germany as the international centre of early twentieth-century sex research, the project will examine how the turn to visual evidence had a transnational impact by paving the way for post-war researchers such as Kinsey, Masters and Johnson, and for a better understanding of the history of human sexuality in Australia.Read moreRead less
Artificial intelligence meets wireless sensor networks: filling the gaps between sensors using spatial reasoning. Monitoring potential disaster regions and integrating available information with expert knowledge can prevent disasters and save many lives. The outcome of our project is one of the key components for intelligent systems that can autonomously monitor the environment, make the correct inferences and issue appropriate warnings and recommendations.
Integrated Water Management in the Lower Richmond Catchment. Water quality in Richmond River estuary, NSW, is of critical concern to fishing, aquaculture, tourism and recreation industries. Upland horticulture on the Alstonville Plateau and drained acid sulfate soils in lowland floodplains discharge nutrient-rich, acidic water to the estuary. Previous studies have treated floodplains, upland and estuary separately. This study will develop an integrated catchment approach to water management in t ....Integrated Water Management in the Lower Richmond Catchment. Water quality in Richmond River estuary, NSW, is of critical concern to fishing, aquaculture, tourism and recreation industries. Upland horticulture on the Alstonville Plateau and drained acid sulfate soils in lowland floodplains discharge nutrient-rich, acidic water to the estuary. Previous studies have treated floodplains, upland and estuary separately. This study will develop an integrated catchment approach to water management in the Lower Richmond by treating surface water and groundwater as a single resource. The whole-of-system approach will help mitigate socio-economic and environment impacts of nutrient-rich and acidic drainage waters. It will be transferable to other "hot spots" in Australia.Read moreRead less
Discovery Early Career Researcher Award - Grant ID: DE190101389
Funder
Australian Research Council
Funding Amount
$325,000.00
Summary
Imaging, analysing and forecasting Australian hazards with satellites. This project aims to improve Australia’s ability to anticipate geophysical hazards. It will generate a new national capability in the use of satellite radar imagery to monitor and manage geohazards, benefiting all communities. By producing high-resolution maps of ground displacements, the project will assess the controls upon where and why these events occur, and whether they exhibit precursory behaviour. This is the first st ....Imaging, analysing and forecasting Australian hazards with satellites. This project aims to improve Australia’s ability to anticipate geophysical hazards. It will generate a new national capability in the use of satellite radar imagery to monitor and manage geohazards, benefiting all communities. By producing high-resolution maps of ground displacements, the project will assess the controls upon where and why these events occur, and whether they exhibit precursory behaviour. This is the first step towards accurate hazard forecasting and in building Australia's capability for near-real-time geophysical hazard monitoring on a national scale. The outputs will impact upon future recommendations for national earthquake and landslide monitoring and deliver new tools to underpin regulation of resource extraction and inform construction codes.Read moreRead less
Origins and distributions of intraplate earthquakes. This project aims to investigate the behaviour and origin of intraplate earthquakes in Australia by developing a multi-million-year record of earthquakes using geological, geochronological, geospatial, seismological, statistical and numerical modelling data. It will use maximum credible magnitudes, maximum shaking intensities of intraplate earthquakes and spatiotemporal relationships between large prehistoric and contemporary earthquakes to im ....Origins and distributions of intraplate earthquakes. This project aims to investigate the behaviour and origin of intraplate earthquakes in Australia by developing a multi-million-year record of earthquakes using geological, geochronological, geospatial, seismological, statistical and numerical modelling data. It will use maximum credible magnitudes, maximum shaking intensities of intraplate earthquakes and spatiotemporal relationships between large prehistoric and contemporary earthquakes to improve models of future seismic hazard in Australia and globally. This will lead to improved predictions of future earthquake impacts in urban and natural environments and development of new paleoseismic techniques.Read moreRead less