Student topics

Existing machine learning-based intelligent systems are autonomous and opaque (often considered “black-box” systems), which has led to the lack of trust in AI adoption and, consequently, the gap between machine and human being.In 2018, the European Parliament adopted the General Data Protection Regulation (GDPR), which introduces a right of explanation for all human individuals to obtain “meaningful explanations of the logic involved” when a decision is made by automated systems. To this end, it is a compliance that an intelligent …

Study level

PhD, Master of Philosophy, Honours

Faculty

Faculty of Science

School

School of Information Systems

Research centre(s)

Centre for Data Science

Modern predictive analytics underpinned by AI-enabled learning (such as machine learning, deep learning) techniques has become a key enabler to the automation of data-driven decision making. In the context of process monitoring and forecast, predictive analytics has been applied to making predictions about the future state of a running process instance - for example, which task will be carried out next, when and who will perform the task, when will an ongoing process instance complete, what will be the outcome …

Study level

PhD, Master of Philosophy, Honours

Faculty

Faculty of Science

School

School of Information Systems

Research centre(s)

Centre for Data Science

Optical limiting uses a medium’s nonlinear response to allow light at low intensities to be transmitted, but restricts transmission at high intensities so as to safeguard sensitive detectors including the eye. A popular nonlinear process used in optical limiters is two photon absorption where two high intensity light photons are simultaneously absorbed thereby reducing the light transmission through the medium. Unfortunately, in gold nanoparticle optical limiters a second nonlinear process can arise – saturated absorption which leads to an increase …

Study level

Honours

Faculty

Faculty of Science

School

School of Chemistry and Physics

Research centre(s)

Centre for Materials Science

Extreme heatwaves and other extreme weather events are contributing to the fragility of cities and urban infrastructure, which requires urgent attention. Urban heat islands are an exemplar for metropolitan fragile areas, which exacerbate the impact of climate change and global warming on natural hazards, such as wildfires, storms, floods, and droughts, which pose a critical threat to Australian and international communities (Degirmenci et al., 2021). Decision support systems (DSS) can help city planners and policymakers to optimise their decision-making by …

Study level

PhD, Master of Philosophy, Honours

Faculty

Faculty of Business and Law

School

School of Management

Research centre(s)

Centre for Future Enterprise

This PhD opportunity focuses on the history and theory of tropical built environment in any (sub)tropical geographical area worldwide, of any historical period in the 19th and 20th centuries. You might understand “tropical architecture” as “a form of critical regionalism” in response to climatic conditions of the non-Western world (Le Roux, 2003), a “power-knowledge configuration” inextricably linked to colonial power relations (Chang & King, 2011), a new architectural language free from “the ghost of the Northern box aesthetics” (Tay, 1997), …

Study level

PhD

Faculty

Faculty of Engineering

School

School of Architecture and Built Environment

For centuries the law has operated under the assumption that plants and animals are inert and material objects without the ability to meaningfully determine their future or engage with other living or material things. Plants constantly communicate with each other through fungal (mycorrhizal) networks in the soil and have up to 20 senses as opposed to the five that human beings have. New ways of thinking about plants and animals raise important and deep possibilities for law reform. The supervisors …

Study level

PhD, Master of Philosophy

Faculty

Faculty of Business and Law

School

School of Law

Many environmental issues are globally significant problems and countries have to engage and interact with each other to resolve them despite having different domestic priorities. Current challenges around climate, land degradation, biodiversity loss, and plastics are just some of the issues that are influenced by international standards, agreements and institutions.

Study level

PhD, Master of Philosophy

Faculty

Faculty of Business and Law

School

School of Law

Melanoma is the 4th most common cancer in Australia. The link between skin cancer and UV exposure is now well established. If a DNA damage induced by UV exposure is left unrepaired, the mutation generated in the genome can lead to cell death or cancer. It is thus highly important to understand of how a cell can repair DNA damage. The main pathway to repair UV DNA damaged is the nucleotide excision repair pathway (NER) (Kamileri I. et al, Trends …

Study level

Honours

Faculty

Faculty of Health

School

School of Biomedical Sciences

When we age the DNA repair systems of our cells become down regulated. This results in reduced DNA repair capacity, enhanced rates of mutation load and may lead to the development of chronic aging-associated diseases including osteoporosis, Alzheimer's and cancer(1). So it is no surprise that genome instability and stem cell exhaustion, which also strongly correlates with the accumulation of DNA damage, are considered hallmarks of aging(2).However, we still lack a clear understanding on how the decrease in DNA repair …

Study level

PhD, Master of Philosophy, Honours

Faculty

Faculty of Health

School

School of Biomedical Sciences

Lung cancers are the leading cause of cancer related deaths in Australia, with a 5-year survival of 15%. With the emerging success of immune checkpoint blockage leading to durable responses and prolonged survival in 15-40% of cases, there is now a need for predictive biomarkers to guide selection for immunotherapies.The immune contexture of the tumour microenvironment (TME) is an important factor in dictating how well a tumour may respond to immune checkpoint therapies (1). Spatial and immunological composition with cellular …

Study level

PhD, Master of Philosophy

Faculty

Faculty of Health

School

School of Biomedical Sciences

Parkinson’s disease develops over many years before motor symptoms become clinically apparent, limiting opportunities for early intervention. Increasing evidence suggests that adaptive immune responses, particularly T cells that recognise α-synuclein, may emerge during at-risk and early stages of disease.This project will investigate whether α-synuclein–specific T cells are expanded in at-risk individuals and early Parkinson's disease patients, with the goal of identifying early immune changes that may precede clinical disease onset.

Study level

Master of Philosophy

Faculty

Faculty of Health

School

School of Biomedical Sciences

Mining represents one of the largest industry sectors in Australia.  It is central to creating 1 million direct or indirect jobs and generates significant wealth to Australia.  However, the mining industry produces a substantial amount of waste material which ideally needs to be recycled.

Study level

PhD, Master of Philosophy, Honours

Faculty

Faculty of Engineering

School

School of Mechanical, Medical and Process Engineering