Development of a three dimensional audio-visual next generation speech recognition system. To overcome the disadvantages of current Audio-Visual Speech Recognition Systems, we propose a set of robust algorithms in three dimensional computer vision and speech processing. The proposed system will have far-reaching implications in various areas, for example, human-machine interaction for speech recognition in automated dialog systems and voice-to-text conversions.
Bragg-Edge neutron transmission strain tomography. This project aims to use neutron strain tomography to improve solid mechanics research and advanced manufacturing techniques. The investigators have developed a tensor reconstruction algorithm, similar to an enhanced CT or MRI scan, which can determine the finely grained three-dimensional triaxial stress distribution inside solid objects by measuring neutron transmission. Using energy-resolved neutron detector technology, this project intends to ....Bragg-Edge neutron transmission strain tomography. This project aims to use neutron strain tomography to improve solid mechanics research and advanced manufacturing techniques. The investigators have developed a tensor reconstruction algorithm, similar to an enhanced CT or MRI scan, which can determine the finely grained three-dimensional triaxial stress distribution inside solid objects by measuring neutron transmission. Using energy-resolved neutron detector technology, this project intends to realise and extend this technique to transform several areas of applied mechanics research.Read moreRead less
A neural fuzzy fusion engine for human-machine autonomous systems. This project aims to develop an intelligent engine to adaptively fuse multiple trust-based information from various agents in human machine autonomous systems (HMAS). The project will develop new techniques to detect covert-state drift, model trustworthiness between humans and machines, and adaptively fuse information under various kinds of uncertainty and trust levels. These techniques will be integrated to produce a general fra ....A neural fuzzy fusion engine for human-machine autonomous systems. This project aims to develop an intelligent engine to adaptively fuse multiple trust-based information from various agents in human machine autonomous systems (HMAS). The project will develop new techniques to detect covert-state drift, model trustworthiness between humans and machines, and adaptively fuse information under various kinds of uncertainty and trust levels. These techniques will be integrated to produce a general framework to facilitate human-machine interaction and enable better collaborative decisions in HMAS. The outcomes will benefit human-centric automation systems in general and next-generation autonomous vehicles in particular, which will contribute to the Australian economy.Read moreRead less
Linkage Infrastructure, Equipment And Facilities - Grant ID: LE120100104
Funder
Australian Research Council
Funding Amount
$1,175,000.00
Summary
An aberration corrected analytical Transmission Electron Microscope for nanoscale characterisation of materials. This new-generation scanning transmission electron microscope enables selective determination of atomic and chemical structure within sub-nanometre regions of materials. It will enable cutting-edge developments in nanotechnology, materials science and engineering; technologies which underpin progress in our modern society.
Understanding graphitization: developing a model for activated carbons. For over 60 years it has remained a puzzle why some carbons graphitise under heating while others do not. The question is of practical importance as oxidation of non-graphitising carbons produces activated carbon, a product of high value with industrial, medical and environmental applications. Using computational and experimental techniques the project will study the graphitisation process and pinpoint the structural element ....Understanding graphitization: developing a model for activated carbons. For over 60 years it has remained a puzzle why some carbons graphitise under heating while others do not. The question is of practical importance as oxidation of non-graphitising carbons produces activated carbon, a product of high value with industrial, medical and environmental applications. Using computational and experimental techniques the project will study the graphitisation process and pinpoint the structural elements which inhibit it. Based on these findings the project aims to develop a nanoscale atomistic model for activated carbons. This is expected to be an important contribution to the field of chemical engineering in which current models of activated carbon neglect either curvature in the network or the presence of oxygen.Read moreRead less
Deep Learning that Scales. Deep learning has dramatically improved the accuracy of a breathtaking variety of tasks in AI such as image understanding and natural language processing. This project addresses fundamental bottlenecks when attempting to develop deep learning applications at scale. First, this project proposes efficient neural architecture search that is orders of magnitude faster than previously reported, abstracting away the most complex part of deep learning. Second, we will desig ....Deep Learning that Scales. Deep learning has dramatically improved the accuracy of a breathtaking variety of tasks in AI such as image understanding and natural language processing. This project addresses fundamental bottlenecks when attempting to develop deep learning applications at scale. First, this project proposes efficient neural architecture search that is orders of magnitude faster than previously reported, abstracting away the most complex part of deep learning. Second, we will design very efficient binary networks, enabling large-scale deployment of deep learning to mobile devices. Thus this project will overcome two primary limitations of deep learning generally, however, and will greatly increase its already impressive domain of practical application.Read moreRead less
Enabling semiconductor nanowire technologies via 3D atomic-scale insight. Semiconductor nanowires (NWs) are nanotechnology building blocks that have the potential to transform solar cells, light emitting diodes, lasers and transistors, creating new industries in communications, energy and healthcare. The industrial development of NWs has been blocked by uncertainties in the relationships between their growth conditions, properties and atomic-scale structure. This project will address this chall ....Enabling semiconductor nanowire technologies via 3D atomic-scale insight. Semiconductor nanowires (NWs) are nanotechnology building blocks that have the potential to transform solar cells, light emitting diodes, lasers and transistors, creating new industries in communications, energy and healthcare. The industrial development of NWs has been blocked by uncertainties in the relationships between their growth conditions, properties and atomic-scale structure. This project will address this challenge by establishing a rigorous framework for these relationships. The project aims to achieve this by harnessing the unique power of atom probe microscopy to reveal the NW structure in three dimensions, and at atomic-resolution. The project aims to place Australian research at the frontier of development of these future industries.Read moreRead less
Making every electron count in atomic resolution microscopy. The development of aberration-corrected electron microscopy, which allows individual atom imaging with unprecedented precision, was recognised by the 2011 Wolf Prize in Physics. However, only a very limited amount of the wealth of information obtainable from such microscopes is currently exploited. By collecting a maximal data set of electrons scattered in manifold different ways and using the fundamental theory of electron-specimen in ....Making every electron count in atomic resolution microscopy. The development of aberration-corrected electron microscopy, which allows individual atom imaging with unprecedented precision, was recognised by the 2011 Wolf Prize in Physics. However, only a very limited amount of the wealth of information obtainable from such microscopes is currently exploited. By collecting a maximal data set of electrons scattered in manifold different ways and using the fundamental theory of electron-specimen interaction, this project will realise the huge potential of this untapped data. This will improve the utility of scanning transmission electron microscopy far beyond its current level. Applying these new techniques will expand our understanding of the structure and function of advanced materials.Read moreRead less
Linkage Infrastructure, Equipment And Facilities - Grant ID: LE160100063
Funder
Australian Research Council
Funding Amount
$980,000.00
Summary
Focused ion beam microscope for trace element analysis and nanomachining. Focused ion beam microscope for trace element analysis and nanomachining:
This project aims to fill the critical gap in 3-D imaging and compositional characterisation of metals, functional materials, polymers, biomaterials, ceramics and minerals at micro- and nano-scales. Coupling of dual column focused ion beam microscopy with secondary ion mass spectroscopy analysis will is designed to overcome the long-standing limitat ....Focused ion beam microscope for trace element analysis and nanomachining. Focused ion beam microscope for trace element analysis and nanomachining:
This project aims to fill the critical gap in 3-D imaging and compositional characterisation of metals, functional materials, polymers, biomaterials, ceramics and minerals at micro- and nano-scales. Coupling of dual column focused ion beam microscopy with secondary ion mass spectroscopy analysis will is designed to overcome the long-standing limitation of light and trace element analysis in scanning electron microscopes. This facility would provide Australian researchers with a new capability of characterising light and trace elements using scanning electron microscopy. Along with the ability to characterise a diverse range of materials in 3-D, the new system would enable fabrication of functional nanoscale devices for nanotechnology, biomedical and energy applications. Read moreRead less
Shared-space interactions between people and autonomous vehicles. This project aims to understand how autonomous vehicles in urban environments need to interact with the people that they share those spaces with. Autonomous vehicles that are able to operate in shared spaces, such as campuses and pedestrian zones, promise to improve urban life. However, their uptake depends heavily on public acceptance as they operate in close proximity to people. The project investigates whether people are more l ....Shared-space interactions between people and autonomous vehicles. This project aims to understand how autonomous vehicles in urban environments need to interact with the people that they share those spaces with. Autonomous vehicles that are able to operate in shared spaces, such as campuses and pedestrian zones, promise to improve urban life. However, their uptake depends heavily on public acceptance as they operate in close proximity to people. The project investigates whether people are more likely to trust the technology and feel safe if they are able to understand how the system makes decisions and to directly influence its behaviour. Outcomes are expected to promote safe behaviour around urban robotic applications and accelerate the uptake of autonomous systems in Australia’s cities. Read moreRead less