Designing for visual and auditory attention in complex high-tempo worlds. This research addresses the national priority of developing frontier technologies through smart information use. Advanced display technologies are positioned for rapid uptake in many sectors of the economy but are not fully tested. Results of our research will generalise to manufacturing, defence, aviation, and medicine. Given the focus on anaesthesia in this proposal, our research may help to make anaesthesia safer for pa ....Designing for visual and auditory attention in complex high-tempo worlds. This research addresses the national priority of developing frontier technologies through smart information use. Advanced display technologies are positioned for rapid uptake in many sectors of the economy but are not fully tested. Results of our research will generalise to manufacturing, defence, aviation, and medicine. Given the focus on anaesthesia in this proposal, our research may help to make anaesthesia safer for patients and easier for anaesthetists to administer. With this research, an Australian group will enhance its international lead in the area of innovative interfaces for safety critical applications. The proposed research should lead to further inventions that have the potential to benefit Australian industry.Read moreRead less
Sonification for complex, mission-critical work environments. Human operators must often pay attention to an immediate task while monitoring background information, but intrusive alarms often capture operators' attention inappropriately. We investigate how continuous auditory information ("sonification") can provide low-level background information when all is normal, yet capture attention to abnormalities only when needed. The results of three experiments will determine the most effective combi ....Sonification for complex, mission-critical work environments. Human operators must often pay attention to an immediate task while monitoring background information, but intrusive alarms often capture operators' attention inappropriately. We investigate how continuous auditory information ("sonification") can provide low-level background information when all is normal, yet capture attention to abnormalities only when needed. The results of three experiments will determine the most effective combination of visual and auditory information delivery; how well sonification captures attention when needed; and whether sonification captures attention to deviations from expected changes. Our findings will help establish principles of attentional mapping that significantly extend current approaches to interactive systems design.Read moreRead less
Human-Machine Teaming:Designing synergistic learning of humans and machines. This proposal investigates the design of systems in which humans and machines use their different abilities to learn together for mutual benefit. Machine learning has been commoditised, applied in areas such as medical image reading and autonomous vehicles, however it typically operates separately from humans, supplanting human skills and leading to deskilling. Using human-computer interaction research techniques, co-de ....Human-Machine Teaming:Designing synergistic learning of humans and machines. This proposal investigates the design of systems in which humans and machines use their different abilities to learn together for mutual benefit. Machine learning has been commoditised, applied in areas such as medical image reading and autonomous vehicles, however it typically operates separately from humans, supplanting human skills and leading to deskilling. Using human-computer interaction research techniques, co-design and iterative prototyping in the domains of radiology training and environmental learning, we will devise and evaluate exemplar systems that support humans to interactively frame problems, explore and learn, while utilising and improving machine models, leading to a guiding framework for designing human-machine teaming.Read moreRead less
Discovery Early Career Researcher Award - Grant ID: DE120100508
Funder
Australian Research Council
Funding Amount
$375,000.00
Summary
A framework for building dynamic knowledge bases in the biomedical domain. This project will provide clinicians and researchers with a semantics and time-aware technique, which will help them work together to build and maintain the knowledge required to support a better management and understanding of the mechanisms (for example, gene mutations) that affect diseases in any biomedical domain.
Understanding the design of exertion games to address Australia's obesity issue. In the face of an obesity epidemic, Australians have turned to physical computer games to address their weight issues. This research provides the first understanding of the role of the design of these games in motivating players to play harder, longer and more often, resulting in recommendations how to use and design games for health.
Med-Graphic Avatar - a comprehensive, holistic and customisable model for personal health records. Our customisable Med-Graphic Avatar will open up unprecedented access, intuitive interpretation, smart utilisation, and new understanding of massive, diverse health data, and will herald a revolution in patient-centric, holistic medical care, synergising with next generation of participatory, personalised, preventative and predictive eHealth.
Effective, efficient and scalable processing of the graph of graphs. This project aims to develop novel approaches to realise the value of the graph of graphs (GoG), which has been widely used to capture the relations among the structured entities. Several key challenges will be addressed: better models to capture the similarity and cohesiveness of the structured entities, increased efficiency, and greater scalability of the processing and analytics of the GoG. The novel models and algorithms de ....Effective, efficient and scalable processing of the graph of graphs. This project aims to develop novel approaches to realise the value of the graph of graphs (GoG), which has been widely used to capture the relations among the structured entities. Several key challenges will be addressed: better models to capture the similarity and cohesiveness of the structured entities, increased efficiency, and greater scalability of the processing and analytics of the GoG. The novel models and algorithms developed within this project will be incorporated into a prototype for both evaluation and to demonstrate real-world practical value for business, industry, and academia. Success in this project should see significant benefits for many important applications such as health, cyber-security and e-commerce.Read moreRead less
Intelligent Ontologies: The Genesis of Data Interoperability in the Life Sciences. Access to knowledge is a basic tenant for the advancement of science, and the efficient exchange of information is of fundamental importance. The electronic definition of data in science remains remarkably chaotic and uncoordinated, posing obstacles to data interoperability. This research provides a general approach to the coalescence of enormous and diverse data collections making them accessible to modern data m ....Intelligent Ontologies: The Genesis of Data Interoperability in the Life Sciences. Access to knowledge is a basic tenant for the advancement of science, and the efficient exchange of information is of fundamental importance. The electronic definition of data in science remains remarkably chaotic and uncoordinated, posing obstacles to data interoperability. This research provides a general approach to the coalescence of enormous and diverse data collections making them accessible to modern data mining techniques. We will automatically build active knowledge bases from semantically rich ontologies. The outcomes will be both conceptual and practical, with the creation of an interoperability management model, and the development of exemplar ontologies and databases in molecular biology and in taxonomy, plus associated implementation and access tools.Read moreRead less
Emergence of robust, stable structures via computation within natural networks. An ever-increasing challenge for modern society is the sheer complexity of vast infrastructures. Unexpected, and sometimes catastrophic, behaviour often emerges from interactions between elements of large systems. As a result, highly complex systems such as the Internet, international finance markets, and power grids are highly susceptible to costly problems such as cascading failures, inefficiency, and critical sens ....Emergence of robust, stable structures via computation within natural networks. An ever-increasing challenge for modern society is the sheer complexity of vast infrastructures. Unexpected, and sometimes catastrophic, behaviour often emerges from interactions between elements of large systems. As a result, highly complex systems such as the Internet, international finance markets, and power grids are highly susceptible to costly problems such as cascading failures, inefficiency, and critical sensitivity. High-tech industries, such as biotechnology and information networking, also face problems in coordinating swarms of interacting agents. This project will contribute to solving such problems by identifying and adapting solutions from nature.Read moreRead less
Dual phase evolution in networks. A grand challenge for modern society is the sheer complexity of vast networks arising from organizations and infrastructures. Unexpected, sometimes catastrophic, behaviour often emerges from interactions within such systems. As a result, the Internet, financial markets, power grids and other vital infrastructures are susceptible to costly problems such as cascading failures, inefficiency, and unpredictability. High-tech industries, such as biotechnology and info ....Dual phase evolution in networks. A grand challenge for modern society is the sheer complexity of vast networks arising from organizations and infrastructures. Unexpected, sometimes catastrophic, behaviour often emerges from interactions within such systems. As a result, the Internet, financial markets, power grids and other vital infrastructures are susceptible to costly problems such as cascading failures, inefficiency, and unpredictability. High-tech industries, such as biotechnology and information networking, face problems in coordinating networks of interacting agents. This project will expand the horizon of complex systems by deriving the design principles underpinning stable and resilient network structures and validate these principles on real world networks.Read moreRead less