Deep Learning for Precise Timing of Neonatal Hypoxic-Ischemic Encephalopathy via EEG and Seizure Pattern Analysis University of Auckland in New Zealand

This PhD project offers a unique opportunity to develop cutting-edge AI solutions to precisely time and evaluate hypoxic-ischemic (HI) brain injury in neonates using EEG data. By creating advanced deep-learning algorithms, this project aims to identify subtle EEG patterns and temporal changes post-birth, which are often undetectable to the human eye. These algorithms will enable accurate tracking of injury progression and support critical early interventions, such as therapeutic hypothermia, within the crucial treatment window.

In addition, this research will establish robust AI-based models for seizure detection, designed to analyse seizure morphology and assess treatment effectiveness across various gestational stages and therapeutic approaches. Drawing from both preclinical and clinical datasets, this project strives to enhance diagnostic accuracy and deliver real-time, actionable insights to clinicians at the bedside, ultimately advancing personalized therapy options for HI-affected neonates.

The outcomes of this research have the potential to significantly transform rapid diagnostic assessments and treatment planning, impacting neonatal care at a critical time in development.

Desired Skills

• Deep learning
• Machine learning
• AI
• Brain physiology
• Electrophysiology signal analysis
• EEG
• Neonatal hypoxic ischemia

Find out more about this project and other projects on our website here.

The Auckland Bioengineering Institute - breaking boundaries in bioengineering for more than 20 years

At the Auckland Bioengineering Institute (ABI), we apply engineering and technical innovation to advancing medical care, human capability, and understanding of human physiology. Our team of world-renowned researchers are working on everything from artificial intelligence avatars, to implantable devices, to digital models of the human body. Our focus on research excellence and commercialisation adds value to society and to the global economy.

Our research makes a real difference in the world. We’ve designed sensors to diagnose stomach disease without needing invasive surgery; developed a tiny wireless implantable device to measure brain pressure and save the lives of children with hydrocephalus; and we lead the world in building digital models of the human body which will enhance personalised medicine approaches for improved diagnosis and treatment.

Join our team of researchers for a postgraduate degree and together we can make a difference. Our graduates are amongst the most employable in the world - many either continue their career in research, find employment with industry leaders such as Rocket Lab or Fisher & Paykel, or launch their own startup companies.

Our students come from over 50 different countries and a wide range of backgrounds and disciplines, including Engineering, Medicine, Mathematics and Science.

Want to know what our students think about studying at the ABI? Watch this video!