Discovery Early Career Researcher Award - Grant ID: DE220101520
Funder
Australian Research Council
Funding Amount
$439,700.00
Summary
A New Era of Galactic Archaeology with Large Surveys and Machine Learning. The project aims to advance the symbiotic relation between astronomy and machine learning to unravel the origin and the evolutionary history of the Milky Way. The proposed study will base heavily on the data from the Australian-led spectroscopic survey and, as a result, contribute to realising the full potential of this multi-million dollar endeavour. The goal of the study is to walk ourselves back in cosmic time, using t ....A New Era of Galactic Archaeology with Large Surveys and Machine Learning. The project aims to advance the symbiotic relation between astronomy and machine learning to unravel the origin and the evolutionary history of the Milky Way. The proposed study will base heavily on the data from the Australian-led spectroscopic survey and, as a result, contribute to realising the full potential of this multi-million dollar endeavour. The goal of the study is to walk ourselves back in cosmic time, using the most advanced technologies of our time to reveal the Milky Ways oldest story. The investigation aims to consolidate Australia's position in big data astronomy and give Australia a unique competitive advantage in data analytics. Such an endeavour is essential for Australia to maintain its leadership in astronomy.Read moreRead less
Linkage Infrastructure, Equipment And Facilities - Grant ID: LE150100055
Funder
Australian Research Council
Funding Amount
$560,000.00
Summary
The Australian European Southern Observatory Positioner (AESOP). The Australian European Southern Observatory Positioner (AESOP): The aim of the Australian European Southern Observatory Positioner (AESOP) is to fund the construction costs of an innovative instrument to be built in Australia and installed onto the European Southern Observatory's (ESO) VISTA telescope. Australia leads the world in fibre-positioning instrumentation and their scientific exploitation. This project will allow Australi ....The Australian European Southern Observatory Positioner (AESOP). The Australian European Southern Observatory Positioner (AESOP): The aim of the Australian European Southern Observatory Positioner (AESOP) is to fund the construction costs of an innovative instrument to be built in Australia and installed onto the European Southern Observatory's (ESO) VISTA telescope. Australia leads the world in fibre-positioning instrumentation and their scientific exploitation. This project will allow Australian researchers to take a leading role through major studies of the spatial distributions of galaxies. The outcomes of the project will be construction and delivery of an optical fibre-positioning system to the ESO, resulting in general access to the ESO's premier survey facility for eight Australian researchers.Read moreRead less
Linkage Infrastructure, Equipment And Facilities - Grant ID: LE160100145
Funder
Australian Research Council
Funding Amount
$430,000.00
Summary
Australian membership of the European 4MOST Consortium. Australian membership of the European 4MOST consortium:
The objective of this project is to build the positioner at the Australian Astronomical Observatory to enable participation in the upcoming programs of the European Southern Observatory (ESO). The 4MOST Consortium is modifying one of the ESO telescopes for a 10-year campaign of dedicated wide-field astronomy programs. A key component of this upgrade will be the Australian built fibre- ....Australian membership of the European 4MOST Consortium. Australian membership of the European 4MOST consortium:
The objective of this project is to build the positioner at the Australian Astronomical Observatory to enable participation in the upcoming programs of the European Southern Observatory (ESO). The 4MOST Consortium is modifying one of the ESO telescopes for a 10-year campaign of dedicated wide-field astronomy programs. A key component of this upgrade will be the Australian built fibre-positioning system. In exchange for covering the labour costs associated with this instrument, Australian astronomers are being provided with the opportunity to lead one of the eight design reference missions and to participate in the other seven. The potential benefits are therefore two-fold: showcasing Australian technologies, and a leadership role for Australian scientists on one of ESO’s key facilities.Read moreRead less
Learned Academies Special Projects - Grant ID: LS140100016
Funder
Australian Research Council
Funding Amount
$474,334.00
Summary
Science decadal plans for a stronger, healthier, more prosperous Australia. This project will bring greater focus to Australia’s future research investment, ensuring that Australia has the science it needs to succeed in a rapidly changing world. It will develop Strategic Decadal Plans in the key science disciplines, Chemistry, Agricultural Science, and Earth Sciences, that are fundamental to key pillars of the Australian economy, such as manufacturing, agriculture and minerals exploration. Worki ....Science decadal plans for a stronger, healthier, more prosperous Australia. This project will bring greater focus to Australia’s future research investment, ensuring that Australia has the science it needs to succeed in a rapidly changing world. It will develop Strategic Decadal Plans in the key science disciplines, Chemistry, Agricultural Science, and Earth Sciences, that are fundamental to key pillars of the Australian economy, such as manufacturing, agriculture and minerals exploration. Working with the research sector, industry and government, this project will identify Australia’s future needs for key science disciplines, and outline how future research investment should be prioritised to ensure that Australia is positioned to succeed.Read moreRead less
Quantum-Inspired Machine Learning. This project aims to develop new machine learning techniques based around the close correspondence between
neural networks used in deep learning, and tensor networks used in quantum physics. Tensor networks are a form of information compression that is useful in machine learning to construct a compact representation of a large data set in a way that is more amenable to understanding the internal structure than a deep neural network. Expected outcomes of this pr ....Quantum-Inspired Machine Learning. This project aims to develop new machine learning techniques based around the close correspondence between
neural networks used in deep learning, and tensor networks used in quantum physics. Tensor networks are a form of information compression that is useful in machine learning to construct a compact representation of a large data set in a way that is more amenable to understanding the internal structure than a deep neural network. Expected outcomes of this project include more resilient algorithms for machine learning, and new ways to represent quantum states that will impact fundamental physics. The resulting benefits include enhanced capacity for cross-discipline collaboration, and improved methods for future industrial applications.
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ARC Centre of Excellence for Integrative Brain Function. The Centre of Excellence for Integrative Brain Function will address one of the greatest scientific challenges of the 21st century to understand how the brain works. We will investigate complex functions such as attention, prediction and decision-making, which require the coordination of information processing by many areas of the brain. This will require a highly collaborative approach involving neurobiologists, cognitive scientists, eng ....ARC Centre of Excellence for Integrative Brain Function. The Centre of Excellence for Integrative Brain Function will address one of the greatest scientific challenges of the 21st century to understand how the brain works. We will investigate complex functions such as attention, prediction and decision-making, which require the coordination of information processing by many areas of the brain. This will require a highly collaborative approach involving neurobiologists, cognitive scientists, engineers and physicists, allowing us to translate our discoveries into novel technologies for the social and economic benefit of all Australians. We will also train a new generation of multidisciplinary researchers, and contribute our expertise to a range of public education and awareness programs.Read moreRead less
3D Vision Geometric Optimisation in Deep Learning. This project aims to develop a methodology for integrating the algorithms of 3D Vision Geometry and Optimization into the framework of Machine Learning and demonstrate the wide applicability of the new methods on a variety of challenging fundamental problems in Computer Vision. These include 3D geometric scene understanding, and estimation and prediction of human 2D/3D pose and activity. Applications of this technology are to be found in Intell ....3D Vision Geometric Optimisation in Deep Learning. This project aims to develop a methodology for integrating the algorithms of 3D Vision Geometry and Optimization into the framework of Machine Learning and demonstrate the wide applicability of the new methods on a variety of challenging fundamental problems in Computer Vision. These include 3D geometric scene understanding, and estimation and prediction of human 2D/3D pose and activity. Applications of this technology are to be found in Intelligent Transportation, Environment Monitoring, and Augmented Reality, applicable in smart-city planning and medical applications such as computer-enhanced surgery. The goal is to build Australia's competitive advantage in the forefront of ICT research and technology innovation.Read moreRead less
Linkage Infrastructure, Equipment And Facilities - Grant ID: LE140100121
Funder
Australian Research Council
Funding Amount
$720,000.00
Summary
Equipment for International Collaboration in Gravitational Wave Detection. Equipment for international collaboration in gravitational wave detection: This project will allow the Australian Consortium for Gravitational Astronomy to install optical equipment at its dedicated research facility, and to install data analysis pipelines on new iVEC Pawsey Centre GPU-enabled supercomputers. The equipment is required for research aimed at stabilising instabilities in the new international gravitational w ....Equipment for International Collaboration in Gravitational Wave Detection. Equipment for international collaboration in gravitational wave detection: This project will allow the Australian Consortium for Gravitational Astronomy to install optical equipment at its dedicated research facility, and to install data analysis pipelines on new iVEC Pawsey Centre GPU-enabled supercomputers. The equipment is required for research aimed at stabilising instabilities in the new international gravitational wave detectors currently being commissioned in the USA and Europe. Real time data from the new detectors will be analysed using innovative new techniques. Scientists across Australia will be able to rapidly localise potential gravitational wave sources to direct robotic telescope observations. This could enable the first detection of gravitational waves.Read moreRead less
Instrumentation for the era of gravitational wave science. This project aims to study noise sources that limit the low-frequency performance of gravitational wave antenna: thermal noise, quantum radiation pressure noise and Newtonian noise. Gravitational wave detection is a new way in which to observe our universe. Although detectors such as advanced LIGO (Laser Interferometer Gravitational-Wave Observatory) should detect gravitational waves, further sensitivity improvement, particularly at low ....Instrumentation for the era of gravitational wave science. This project aims to study noise sources that limit the low-frequency performance of gravitational wave antenna: thermal noise, quantum radiation pressure noise and Newtonian noise. Gravitational wave detection is a new way in which to observe our universe. Although detectors such as advanced LIGO (Laser Interferometer Gravitational-Wave Observatory) should detect gravitational waves, further sensitivity improvement, particularly at low frequencies, will be needed to provide event rates necessary for astronomy. Expected project outcomes will support the development of the first free mass interferometer to operate at 120K using silicon optics, a vital facility for the world community. Pushing the boundaries of measurement may also drive innovation in optical sensing with potential applications in defence, security and exploration.Read moreRead less
Detection and Localisation of Gravitational Waves using Pulsar Timing Array. This project aims to contribute to one of the most significant breakthroughs in science - the direct detection of gravitational waves. It will develop innovative techniques to detect and localise gravitational waves in the nanohertz frequency band from radio timing data of millisecond pulsars. The technique developed by this project will help maximise the scientific output of Australia's legendary Parkes Radio Telescope ....Detection and Localisation of Gravitational Waves using Pulsar Timing Array. This project aims to contribute to one of the most significant breakthroughs in science - the direct detection of gravitational waves. It will develop innovative techniques to detect and localise gravitational waves in the nanohertz frequency band from radio timing data of millisecond pulsars. The technique developed by this project will help maximise the scientific output of Australia's legendary Parkes Radio Telescope, and boost the opportunities of the first detections of gravitational waves using the upcoming radio telescopes, Five hundred meter Aperture Spherical Telescope (FAST) and Square Kilometre Array (SKA).Read moreRead less