Australian Laureate Fellowships - Grant ID: FL210100045
Funder
Australian Research Council
Funding Amount
$3,245,263.00
Summary
Energy-efficient artificial intelligence using quantum technologies. Artificial intelligence (AI) is transforming society but standard technologies come with significant hidden costs: training even a single, common, learning model can emit 5 times more carbon dioxide than the lifetime emissions of the average car. This Fellowship aims to develop artificial intelligence platforms using Australia’s significant investment in quantum technologies to bypass traditional approaches to AI. The expected ....Energy-efficient artificial intelligence using quantum technologies. Artificial intelligence (AI) is transforming society but standard technologies come with significant hidden costs: training even a single, common, learning model can emit 5 times more carbon dioxide than the lifetime emissions of the average car. This Fellowship aims to develop artificial intelligence platforms using Australia’s significant investment in quantum technologies to bypass traditional approaches to AI. The expected outcomes are neuromorphic computers that operate efficiently—with low-energy cost—and rapidly—achieving speeds impossible with conventional electronic approaches. The anticipated benefits are transformative technologies for AI, new applications across society, and new tools for exploring brain function and cognition.Read moreRead less
A Space-Based Quantum Communications Platform using Continuous Variables. This work proposes to investigate a new space-borne platform capable of quantum communications with a terrestrial ground station. Different from existing space-borne quantum communication platforms, our new platform will be based on CV (Continuous Variable) technology and will integrate the ability to seamlessly switch to classical Free-Space Optical communications when channel conditions deem quantum communications are .... A Space-Based Quantum Communications Platform using Continuous Variables. This work proposes to investigate a new space-borne platform capable of quantum communications with a terrestrial ground station. Different from existing space-borne quantum communication platforms, our new platform will be based on CV (Continuous Variable) technology and will integrate the ability to seamlessly switch to classical Free-Space Optical communications when channel conditions deem quantum communications are too difficult. Currently no quantum satellite built on CV technology exists. Our research will produce a significant advance in an emerging technology space, and will allow Australia to take scientific leadership in an important aspect of ultra-secure communications from satellites.
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Robust Quantum Control in the Noisy Intermediate-Scale Quantum Era. This project aims to help companies and government flagships (including Australian) to achieve quantum supremacy- to build a computer based on quantum physics so complex that it outperforms all conventional computers. There is a race to do so because quantum computers will have a huge technological, scientific and economical impact. But currently the error rate of quantum computers is still too high. The devices are immensiley c ....Robust Quantum Control in the Noisy Intermediate-Scale Quantum Era. This project aims to help companies and government flagships (including Australian) to achieve quantum supremacy- to build a computer based on quantum physics so complex that it outperforms all conventional computers. There is a race to do so because quantum computers will have a huge technological, scientific and economical impact. But currently the error rate of quantum computers is still too high. The devices are immensiley complex, but the models used to drive them are far too simplistic. This project will provide accurate and innovative models in this new era of quantum complexity, thus better controls, which will be tested on cloud-based quantum computers. The expected outcomes are robust quantum computers towards quantum supremacy.Read moreRead less
Discovery Early Career Researcher Award - Grant ID: DE170100421
Funder
Australian Research Council
Funding Amount
$360,000.00
Summary
Using quantum artificial intelligence to bootstrap a quantum computer. This project aims to enable truly scalable engineered quantum systems. Classical methodologies to characterise and control quantum many-body systems are rapidly becoming infeasible. To achieve genuinely quantum technologies such as quantum computation, simulation and sensing requires a new type of control. This project will investigate a quantum generalisation of machine learning techniques which have revolutionised classical ....Using quantum artificial intelligence to bootstrap a quantum computer. This project aims to enable truly scalable engineered quantum systems. Classical methodologies to characterise and control quantum many-body systems are rapidly becoming infeasible. To achieve genuinely quantum technologies such as quantum computation, simulation and sensing requires a new type of control. This project will investigate a quantum generalisation of machine learning techniques which have revolutionised classical computing and automation. The successful development by Australian researchers of a means to automate the control of quantum technology would give Australia a competitive advantage in this emerging sector, while even a small scale device or technology that controls quantum technology would be commercial.Read moreRead less
Discovery Early Career Researcher Award - Grant ID: DE160100821
Funder
Australian Research Council
Funding Amount
$319,086.00
Summary
Enhancing Communication using Small Quantum Devices. This project aims to determine whether applications of small quantum devices for communication are commercially feasible with today's or tomorrow's technology. One of the main challenges when engineering future quantum information processors is that complex quantum states are hard to prepare and control and there will be severe limitations on the size of quantum computers for the foreseeable future. Most proposals for applications of quantum i ....Enhancing Communication using Small Quantum Devices. This project aims to determine whether applications of small quantum devices for communication are commercially feasible with today's or tomorrow's technology. One of the main challenges when engineering future quantum information processors is that complex quantum states are hard to prepare and control and there will be severe limitations on the size of quantum computers for the foreseeable future. Most proposals for applications of quantum information processing require very large quantum computers. The goal of this project is to investigate applications in communication where it is expected that a small quantum device will lead to an advantage over classical systems.Read moreRead less
Discovery Early Career Researcher Award - Grant ID: DE190101137
Funder
Australian Research Council
Funding Amount
$345,000.00
Summary
Correlation dynamics in a many-body quantum system using trapped ions. This project aims to develop new detection and control techniques to study interacting many-body quantum systems in an ion trap. The understanding of quantum correlations is essential for many of the future applications in quantum technology, such as quantum scale materials, quantum sensing and quantum computation. In particular, understanding quantum magnetism is on the forefront of modern physics. The project is expected to ....Correlation dynamics in a many-body quantum system using trapped ions. This project aims to develop new detection and control techniques to study interacting many-body quantum systems in an ion trap. The understanding of quantum correlations is essential for many of the future applications in quantum technology, such as quantum scale materials, quantum sensing and quantum computation. In particular, understanding quantum magnetism is on the forefront of modern physics. The project is expected to advance the extraction of time-domain information about the generation and spread of quantum correlations. This project should provide significant benefits in the understanding of exotic condensed matter phenomena such as high-temperature superconductivity or spin liquids. The knowledge and techniques developed in this project will also be valuable for other research areas from material science and atomic physics to quantum science.Read moreRead less
Simulating and verifying quantum circuits. This project aims to develop new theoretical and numerical tools to simulate intermediate-scale quantum computer circuits using today's existing computers. Such simulation tools are critically important to verify the performance of the next generation of quantum computing devices. Expected outcomes of this project include efficient algorithms to predict the outcomes of intermediate-scale (50 to 1000 qubit) quantum processors, and a clear identificatio ....Simulating and verifying quantum circuits. This project aims to develop new theoretical and numerical tools to simulate intermediate-scale quantum computer circuits using today's existing computers. Such simulation tools are critically important to verify the performance of the next generation of quantum computing devices. Expected outcomes of this project include efficient algorithms to predict the outcomes of intermediate-scale (50 to 1000 qubit) quantum processors, and a clear identification of the essential ingredients in a circuit that can allow for 'quantum advantage'. These tools will be used by quantum industries to benchmark quantum devices, certify their performance, and develop new efficient architectures for practical quantum computers.Read moreRead less
Discovery Early Career Researcher Award - Grant ID: DE220100625
Funder
Australian Research Council
Funding Amount
$360,000.00
Summary
Topological phases of matter for quantum computation. A global effort is underway to build quantum computers at scale. There are promising approaches based on quantum phases of matter with exotic topological properties that are harnessed to protect fragile quantum information. This project aims to take advantage of recent breakthroughs in three dimensional topological phases to discover new materials and design better components for quantum computers. This addresses the significant question of w ....Topological phases of matter for quantum computation. A global effort is underway to build quantum computers at scale. There are promising approaches based on quantum phases of matter with exotic topological properties that are harnessed to protect fragile quantum information. This project aims to take advantage of recent breakthroughs in three dimensional topological phases to discover new materials and design better components for quantum computers. This addresses the significant question of what the analogue of a transistor will be in a full scale quantum computer. Benefits include classification of three dimensional topological phases and the discovery of better routes to scalable quantum computing, potentially causing a fundamental shift in the direction of this global research effort.Read moreRead less
Discovery Early Career Researcher Award - Grant ID: DE190100380
Funder
Australian Research Council
Funding Amount
$330,000.00
Summary
Next generation solid state qubits. This project aims to develop proposals for the next generation of solid state quantum bits, enabling quantum computers that can solve real world problems. The project will address the lack of sufficiently good physical quantum bits, one of the most important bottlenecks for the realisation of a quantum computer. Key expected outcomes include new proposals for quantum computing architectures that can be implemented with current technology, and a deepened unders ....Next generation solid state qubits. This project aims to develop proposals for the next generation of solid state quantum bits, enabling quantum computers that can solve real world problems. The project will address the lack of sufficiently good physical quantum bits, one of the most important bottlenecks for the realisation of a quantum computer. Key expected outcomes include new proposals for quantum computing architectures that can be implemented with current technology, and a deepened understanding of the interplay between noise, quantum hardware design and error correction. Benefits include enabling new milestone experiments in quantum computing, insight into the potential for near-term quantum computers, and accelerating the development of useful quantum computers.Read moreRead less
Discovery Early Career Researcher Award - Grant ID: DE220101272
Funder
Australian Research Council
Funding Amount
$439,000.00
Summary
Giving quantum systems a voice: quantum optoacoustics on a nanoscale. This project aims to build a complete and scalable platform for the new paradigm of quantum acoustics, ready for immediate deployment as a critical component of a hybrid quantum computing architecture. Using a combination of theoretical techniques at the boundary of quantum physics, nanoscale electromagnetism, classical theory of elasticity, and advanced numerical methods, I will design a complete suite of quantum acoustic dev ....Giving quantum systems a voice: quantum optoacoustics on a nanoscale. This project aims to build a complete and scalable platform for the new paradigm of quantum acoustics, ready for immediate deployment as a critical component of a hybrid quantum computing architecture. Using a combination of theoretical techniques at the boundary of quantum physics, nanoscale electromagnetism, classical theory of elasticity, and advanced numerical methods, I will design a complete suite of quantum acoustic devices and protocols to enable interfacing between state-of-the-art quantum devices. This project will strengthen the leading position of Australian researchers in the race towards quantum technologies by offering practical solutions to a critical bottleneck in designing large-scale quantum technologies.Read moreRead less