Surface Modification of Spray-Dried Powders By Surface-Active Proteins. Internal wall deposits in spray dryers lead to product degradation and pose fire hazards. This situation has limited the manufacturing of high value bio-food powders by the Australian bio-food and dairy industry, which exports 13% of the milk powder in the world. The specific economic benefits to Australia from this project arise from innovative surface modification of powder particles by proteins, development of scientific ....Surface Modification of Spray-Dried Powders By Surface-Active Proteins. Internal wall deposits in spray dryers lead to product degradation and pose fire hazards. This situation has limited the manufacturing of high value bio-food powders by the Australian bio-food and dairy industry, which exports 13% of the milk powder in the world. The specific economic benefits to Australia from this project arise from innovative surface modification of powder particles by proteins, development of scientific instruments and predictive tools based on Computational Fluid Dynamics (CFD). These outcomes will lead to production of free flowing powders from bio-food materials.Read moreRead less
Biofilm responses to cold atmospheric plasma . This project is focused on understanding the interaction of cold atmospheric plasmas with biofilms, with the aim of biofilm eradication and ultimately offering an environmentally friendly alternative to current detergents and antibiotics. The research expects to elucidate the fundamental mechanisms of action for breakthrough plasma intervention technologies, which are sufficiently active to cope with the resistant nature of biofilms, yet are of low ....Biofilm responses to cold atmospheric plasma . This project is focused on understanding the interaction of cold atmospheric plasmas with biofilms, with the aim of biofilm eradication and ultimately offering an environmentally friendly alternative to current detergents and antibiotics. The research expects to elucidate the fundamental mechanisms of action for breakthrough plasma intervention technologies, which are sufficiently active to cope with the resistant nature of biofilms, yet are of low energy, do not adversely affect surface properties and critically leave no residual chemistry. This should provide significant benefits by delivering a new method to tackle the ubiquitous problem of biofilm contamination in food, water and medical areas.Read moreRead less
Towards New Functionality in Dairy Ingredients. The Australian dairy industry plays a significant part in the nation’s economy, with almost $3 billion in export revenue in 2016-2017. Powdered dairy products extend shelf life and ease of transport, with >20% annual growth in premium products, such as milk protein concentrates and infant formula powders. This project aims to support the development of value-added dairy powders by investigating the impact of a novel high pressure processing technol ....Towards New Functionality in Dairy Ingredients. The Australian dairy industry plays a significant part in the nation’s economy, with almost $3 billion in export revenue in 2016-2017. Powdered dairy products extend shelf life and ease of transport, with >20% annual growth in premium products, such as milk protein concentrates and infant formula powders. This project aims to support the development of value-added dairy powders by investigating the impact of a novel high pressure processing technology in enhancing the properties of dairy powders and/or introducing new functionality. Successful outcomes will help expand the offering of high value dairy ingredients and thus increase the global competitiveness of Australian dairy manufacturing.Read moreRead less
Quantum Generative Diffusion Models for Molecular Research. This project will devise quantum generative diffusion models to equip classical counterparts with the ability to harness quantum data that naturally arise in molecular research. Theoretical foundations for analysing fast sampling methods with the help of inductive bias regarding the input data and employed circuits will validate efficient quantum generative diffusion models that have training and sampling advantages over classical count ....Quantum Generative Diffusion Models for Molecular Research. This project will devise quantum generative diffusion models to equip classical counterparts with the ability to harness quantum data that naturally arise in molecular research. Theoretical foundations for analysing fast sampling methods with the help of inductive bias regarding the input data and employed circuits will validate efficient quantum generative diffusion models that have training and sampling advantages over classical counterparts. Outcomes include applications in molecular conformation generation, compound screening, and drug design. The innovative research will significantly benefit Australia’s science, industry and health, and will maintain Australia’s global leading role in quantum machine learning and molecular research.Read moreRead less
(When) should organisations employ over/underqualified individuals? The aim of the project is to better understand how employee qualifications (ie the extent to which an employee is qualified for the job they hold) influences their voluntary turnover decisions and job performance. Demand and supply in the labour market are frequently out of sync; around half of Australian employees have a level of qualification that does not match the position in which they are currently working. The project aim ....(When) should organisations employ over/underqualified individuals? The aim of the project is to better understand how employee qualifications (ie the extent to which an employee is qualified for the job they hold) influences their voluntary turnover decisions and job performance. Demand and supply in the labour market are frequently out of sync; around half of Australian employees have a level of qualification that does not match the position in which they are currently working. The project aims to establish under what conditions organisations and employees can get the performance benefits from employee qualifications while avoiding fast rates of voluntary turnover. The goal of the project is to develop insights about how to make full use of the benefits of qualifications while avoiding the pitfalls. Insights from this research may be of potential benefit to both workers and to employing organisations.Read moreRead less
Soft solids rheology and filled elastomeric networks. Elastomeric networks that have imbedded particles are considerably more difficult to model than unfilled networks because the imbedded particles deform the trajectory of the chains. Any treatment must incorporate this dual nature of the network. Our work will address this important issue with particular reference to two important materials - liquid crystalline elastomers and bread dough. We aim to produce an accurate mathematical description ....Soft solids rheology and filled elastomeric networks. Elastomeric networks that have imbedded particles are considerably more difficult to model than unfilled networks because the imbedded particles deform the trajectory of the chains. Any treatment must incorporate this dual nature of the network. Our work will address this important issue with particular reference to two important materials - liquid crystalline elastomers and bread dough. We aim to produce an accurate mathematical description of filled soft viscoelastic solids, which include compressibility and yielding - two important new features.Read moreRead less
Flexible methods for latent variable models applied to Health Economics. This project aims to develop flexible and powerful methods for estimating models containing variables that are unobserved, that is, latent. Such models are often used to capture individual heterogeneity and time dependence in data collected on individuals, with each individual observed for several time periods. Latent variables can also infer group membership, where such membership is unavailable from the data. The intended ....Flexible methods for latent variable models applied to Health Economics. This project aims to develop flexible and powerful methods for estimating models containing variables that are unobserved, that is, latent. Such models are often used to capture individual heterogeneity and time dependence in data collected on individuals, with each individual observed for several time periods. Latent variables can also infer group membership, where such membership is unavailable from the data. The intended methodology is Bayesian and based on new particle methods that allow users to select between models and predict future observations even in complex situations. The research aims to inform decision making through improved use of data in health economics and related fields.Read moreRead less
Strategic Behaviour in Games. John von Neumann’s minimax solution (1928) and its generalisation to mixed-strategy Nash (1950) equilibrium are the cornerstones of modern game theory, the mathematical framework for the study of decision making when the actions of different decision makers interact. This project studies human behaviour in situations where decision makers have an incentive to be unpredictable. The proposed research will shed light on the sources of the failure of the theory in the l ....Strategic Behaviour in Games. John von Neumann’s minimax solution (1928) and its generalisation to mixed-strategy Nash (1950) equilibrium are the cornerstones of modern game theory, the mathematical framework for the study of decision making when the actions of different decision makers interact. This project studies human behaviour in situations where decision makers have an incentive to be unpredictable. The proposed research will shed light on the sources of the failure of the theory in the lab, and assesses the practical significance of the statistical tests used to evaluate laboratory data on mixed-strategy play.Read moreRead less
Older workers & psychological contracts: A dynamic perspective. This project aims to track the trajectories of older workers’ psychological contracts that shape their give-and-take with the organisation. Little is understood about how these psychological contracts change as older workers continue to pursue work through their fifth, sixth, seventh and eighth decades of life. This project tracks older workers over intensive, repeated in-depth interviews and a large-scale longitudinal panel study. ....Older workers & psychological contracts: A dynamic perspective. This project aims to track the trajectories of older workers’ psychological contracts that shape their give-and-take with the organisation. Little is understood about how these psychological contracts change as older workers continue to pursue work through their fifth, sixth, seventh and eighth decades of life. This project tracks older workers over intensive, repeated in-depth interviews and a large-scale longitudinal panel study. The outcomes fill significant gaps in our understanding of older workers’ needs and orientation toward work, and identify the age-related changes and organisational practices that spur older workers to sustain a strong trajectory of productive participation in the workforce.Read moreRead less
Neuroeconomic foundations of probability and value perception. This project aims to investigate well-known behavioural “biases” in probability and value perception through the lens of neurobiology. This project will generate new knowledge on how the value of rewards, and the likelihood of receiving them, are incorporated in the decision-making process. Using an interdisciplinary approach, this project will be of interest to researchers from several domains of social science, which focus on how a ....Neuroeconomic foundations of probability and value perception. This project aims to investigate well-known behavioural “biases” in probability and value perception through the lens of neurobiology. This project will generate new knowledge on how the value of rewards, and the likelihood of receiving them, are incorporated in the decision-making process. Using an interdisciplinary approach, this project will be of interest to researchers from several domains of social science, which focus on how and why people make their decisions and how we could improve people’s wellbeing by improving their choices. The findings will provide insights into effective, behaviour-related policy design that aims to improve peoples’ well-being.Read moreRead less