Theoretical Foundations of Ethical Machine Learning. The project aims to develop a systematic theory of ethical machine learning. Machine learning is a powerful and pervasive technology that is already having a huge impact on Australia. When applied to data about people there are a range of ethical harms that can arise (fairness, and privacy are two of them). The project aims to develop a rigorously grounded foundation for managing such ethical harms. For example it will allow the quantification ....Theoretical Foundations of Ethical Machine Learning. The project aims to develop a systematic theory of ethical machine learning. Machine learning is a powerful and pervasive technology that is already having a huge impact on Australia. When applied to data about people there are a range of ethical harms that can arise (fairness, and privacy are two of them). The project aims to develop a rigorously grounded foundation for managing such ethical harms. For example it will allow the quantification of the inevitable trade-offs between fairness and utility. The benefits of the project should include better ways of managing these trade-offs, a competitive advantage for Australian firms developing the technology, and will ensure that the country retains a social license to use the technology.Read moreRead less
Preparing Carbon Molecular Sieve Membrane (CMSM) for Olefin/Paraffin Separation. Carbon molecular sieve membrane (CMSM) presents superior selectivity and stability for many gas separation processes. This technology is energy saving, environmental friendly and with minimal operating cost. The project will develop CMSMs for the separation of olefin/paraffin, particularly, the propane/propylene mixture which is currently separated by the energy intensive cryogenic distillation in industry. The pro ....Preparing Carbon Molecular Sieve Membrane (CMSM) for Olefin/Paraffin Separation. Carbon molecular sieve membrane (CMSM) presents superior selectivity and stability for many gas separation processes. This technology is energy saving, environmental friendly and with minimal operating cost. The project will develop CMSMs for the separation of olefin/paraffin, particularly, the propane/propylene mixture which is currently separated by the energy intensive cryogenic distillation in industry. The project involves both experimental works and theoretical studies and will provide: (1) techniques for preparing CMSMs for olefin/paraffin separation; (2) methods characterizing the micro-structure of CMSMs; (3) mathematical models predicting multicomponent gas permeation/separation properties on CMSMs; (4) effect of impurities on the separation processes. Read moreRead less