Discovery Early Career Researcher Award - Grant ID: DE220100188
Funder
Australian Research Council
Funding Amount
$438,582.00
Summary
Generating Plots with Dialogue Based Executable Semantic Parsing. This project aims to address the limited abilities of dialogue systems by developing new models and data collection techniques. The project expects to address a major gap in Natural Language Processing using a model that generates computer code and updates it in response to user requests. Expected outcomes of this project include a system that interacts with a user in plain English to analyse data, and efficient methods of trainin ....Generating Plots with Dialogue Based Executable Semantic Parsing. This project aims to address the limited abilities of dialogue systems by developing new models and data collection techniques. The project expects to address a major gap in Natural Language Processing using a model that generates computer code and updates it in response to user requests. Expected outcomes of this project include a system that interacts with a user in plain English to analyse data, and efficient methods of training the system with minimal expert input. This should provide significant benefits to research and business by broadening the accessibility and efficiency of data analysis, enabling faster and wiser decisions.Read moreRead less
Dialogue-to-Action:Towards A Self-Evolving Enterprise Intelligent Assistant. The project aims to develop a novel Self-Evolving Enterprise Intelligent Assistant (EIA) by leveraging the Chatbot-based dialogue technique to acquire information, infer user intentions, understand languages, and determine subsequent actions to take through Dialogue-to-Action modelling. This new generation EIA is equipped with Artificial Generalised Intelligence, with a broad skill set able to tackle multiple business t ....Dialogue-to-Action:Towards A Self-Evolving Enterprise Intelligent Assistant. The project aims to develop a novel Self-Evolving Enterprise Intelligent Assistant (EIA) by leveraging the Chatbot-based dialogue technique to acquire information, infer user intentions, understand languages, and determine subsequent actions to take through Dialogue-to-Action modelling. This new generation EIA is equipped with Artificial Generalised Intelligence, with a broad skill set able to tackle multiple business tasks and handle fast-changing scenarios in business. The Self-Evolving EIA is a critical step on the path towards the future generation of EIA. Expected outcomes of this project are to develop adaptive EIA for Small and Medium Enterprise to improve their customer service quality.Read moreRead less
An intelligent machine modelling assistant for combinatorial optimisation. This project aims to discover key fundamental technologies for automating assistance to non-expert users in the formulation of mathematical models. Through automating the modelling of combinatorial optimization problems, this research will generate new knowledge to address the fundamental challenges of automatic mathematical modelling. This intelligent assistant will enable synthesis of new mathematical models through th ....An intelligent machine modelling assistant for combinatorial optimisation. This project aims to discover key fundamental technologies for automating assistance to non-expert users in the formulation of mathematical models. Through automating the modelling of combinatorial optimization problems, this research will generate new knowledge to address the fundamental challenges of automatic mathematical modelling. This intelligent assistant will enable synthesis of new mathematical models through the utilisation of pioneering natural language processing components and novel custom-made machine-readable knowledge bases. The outcome of this research will broaden access to high-quality models by non-expert workforce and alleviate the shortage of expert mathematicians, bringing significant social and economic benefits.Read moreRead less
Living Together: New Approaches to Multispecies Conflict and Coexistence. Building on the methods and concepts of the emerging environmental humanities, this project will produce a new conceptual vocabulary for a world in which multispecies conflict and coexistence is increasingly important. It brings critical and generative rereadings of classical political thought and contemporary biopolitical and cosmopolitical approaches into dialogue with a set of empirical case studies emerging from novel ....Living Together: New Approaches to Multispecies Conflict and Coexistence. Building on the methods and concepts of the emerging environmental humanities, this project will produce a new conceptual vocabulary for a world in which multispecies conflict and coexistence is increasingly important. It brings critical and generative rereadings of classical political thought and contemporary biopolitical and cosmopolitical approaches into dialogue with a set of empirical case studies emerging from novel encounters between humans and other animals. This project will expand Australia’s knowledge base and research capacity in the interdisciplinary environmental humanities and stake out new approaches to the question of living together in a changing environment.Read moreRead less
An Australian storm wave damage and beach erosion early warning system. This project aims to develop a new coastal hazard early-warning system capability for Australia, to alert coastal communities, emergency managers and coastal engineers to impending storm wave damage and coastal erosion. Emergency preparedness informed by early warning is expected to significantly benefit vulnerable communities and infrastructure along Australia’s coasts.
Discovery Early Career Researcher Award - Grant ID: DE190100162
Funder
Australian Research Council
Funding Amount
$405,000.00
Summary
Intelligent wireless access for Internet of Things. This project aims to develop and validate fundamental theories and techniques for a novel intelligent wireless access paradigm to enhance the efficiency in frequency usage. This innovative approach will be one of the critical enablers for massive device access necessary for future wireless network evolution to support the growing Internet-of-Things. It will enable co-working devices to autonomously sense the local radio frequency landscape, det ....Intelligent wireless access for Internet of Things. This project aims to develop and validate fundamental theories and techniques for a novel intelligent wireless access paradigm to enhance the efficiency in frequency usage. This innovative approach will be one of the critical enablers for massive device access necessary for future wireless network evolution to support the growing Internet-of-Things. It will enable co-working devices to autonomously sense the local radio frequency landscape, determining how to avoid interference, and exploiting opportunities to intelligently and efficiently access the available radio resources. This will lead to enhanced efficiency in radio resource usage. The project will significantly improve the efficiency of current radio resource utilisation and offer solutions to a challenge of national significance.Read moreRead less
Fish Jenga: metapopulation management for coastal river fish. This project aims to address the escalating threats to coastal freshwater fish from drought, fire, and other disturbances. The project expects to generate new knowledge on contemporary distributions of NSW coastal freshwater fishes, and will develop models of population dynamics to explore the consequences of alternative water management and disturbance scenarios. The expected outcome of the project is to revolutionise management by r ....Fish Jenga: metapopulation management for coastal river fish. This project aims to address the escalating threats to coastal freshwater fish from drought, fire, and other disturbances. The project expects to generate new knowledge on contemporary distributions of NSW coastal freshwater fishes, and will develop models of population dynamics to explore the consequences of alternative water management and disturbance scenarios. The expected outcome of the project is to revolutionise management by replacing the current practice of managing river basins separately, with a framework that accounts for among-basin linkages that are essential for the long-term persistence of fish populations. Significant benefits include more efficient use of water resources and improved conservation outcomes for native fish.Read moreRead less
Special Research Initiatives - Grant ID: SR200200646
Funder
Australian Research Council
Funding Amount
$280,510.00
Summary
Understanding Aboriginal and Torres Strait Islander language ecologies. The project aims to advance understandings of Indigenous languages across Australia by investigating which languages are used where (‘language ecologies’), and how they impact on people's lives. With Indigenous co-researchers, the project plans to illuminate present and historical features of language ecologies. Its significance is in bridging a chasm between Indigenous people's understandings of languages, and a lack of goo ....Understanding Aboriginal and Torres Strait Islander language ecologies. The project aims to advance understandings of Indigenous languages across Australia by investigating which languages are used where (‘language ecologies’), and how they impact on people's lives. With Indigenous co-researchers, the project plans to illuminate present and historical features of language ecologies. Its significance is in bridging a chasm between Indigenous people's understandings of languages, and a lack of good data on this for policy-makers. Expected outcomes are better empirical data on language use and new methods for identifying language ecologies. Intended benefits include increased appreciation of the rich history of Indigenous language use, leading to new capacity for policy-makers to distinguish language ecologies.Read moreRead less
Juungambala: More-than-human agreement making with/as Gumbaynggirr Country. This project aims to develop & model Indigenous-led land practices, protocols & more-than-human agreements between Gumbaynggirr Custodians, non-Gumbaynggirr people & Country to enhance Australia’s capacity to respond to disruptive environmental change through Juungambala, setting things right. This project expects to generate new knowledge in Indigenous-led, Country-led environmental practice by working with inter-specie ....Juungambala: More-than-human agreement making with/as Gumbaynggirr Country. This project aims to develop & model Indigenous-led land practices, protocols & more-than-human agreements between Gumbaynggirr Custodians, non-Gumbaynggirr people & Country to enhance Australia’s capacity to respond to disruptive environmental change through Juungambala, setting things right. This project expects to generate new knowledge in Indigenous-led, Country-led environmental practice by working with inter-species communications (koalas, whales, plants) & innovative songline mapping. Intended outcomes include enhanced stakeholder capacities, intercultural & intergenerational learnings. Benefits include enriched relationships with Country, nurturing of songlines & biodiversity corridors, & development of environmental best practice.Read moreRead less
Shaping a sunburnt country: fire, climate and the Australian landscape. Fire shapes Australia’s landscape, biodiversity and resources. This project aims to quantify the recent history of fire intensity and severity using several novel proxies in the fire-prone landscapes of south-eastern Australia. Calibration of these new proxies to recent wildfires will be used for a better characterisation of fire regimes. This research will be applied to sedimentary archives to investigate how fire regimes h ....Shaping a sunburnt country: fire, climate and the Australian landscape. Fire shapes Australia’s landscape, biodiversity and resources. This project aims to quantify the recent history of fire intensity and severity using several novel proxies in the fire-prone landscapes of south-eastern Australia. Calibration of these new proxies to recent wildfires will be used for a better characterisation of fire regimes. This research will be applied to sedimentary archives to investigate how fire regimes have evolved over the past 100 years. The outcomes will inform debates about the relationship between climatic variability and fire severity, and this will contribute to increase the preparedness of natural resource management to potential future climate and land-use scenarios.Read moreRead less