Development of Artificial Intelligence tools for therapeutic ultrasound

Lead Research Organisation: University of Glasgow
Department Name: School of Engineering

Abstract

This project would involve looking at what preliminary steps would be required to apply AI/ML to the Acoustiic system. After this initial investigation, potentially done as part of the summer project, a decision can be made on the forward direction of the project.
It is envisioned that the overall project will provide a series of AI/ML tools, each building on the last, that will improve the performance of the Acoustiic system. There are existing data sets available for some of these tasks, while Acoustiic would work with FUSE to develop necessary datasets for others, and additional datasets to enhance existing.
Planned development tasks, that could make up this project, could include:
1) Fusion of MR and US images for next generation system, and use of fused images to improve knowledge of material properties of tissue
2) Use of ML to improve focusing of ultrasound through aberrating tissue to ensure healthy tissue is not damaged, with the fastest destruction of tumours
3) Use of ML to calculate thermal effects of therapeutic pulses for real-time therapy monitoring
4) Use of ML for motion tracking of target regions, to remove breathing induced errors in therapy
The requirements for safe, effective USgFUS are extensive and there are many opportunities for ongoing work in this area.

Planned Impact

FUSE has been designed to maximise impact in partnership with industry, international academics, and other organisations such as NPL and the NHS. It includes funded mechanisms to deal with opportunities in equality, diversity and integration (EDI) and in realisation of impactful outcomes.

EDI is aimed at realising the full potential of the talented individuals that join FUSE. Funding mechanisms include support for ten undergraduate internships to prime the pipeline into FUSE research studentships; part-time studentships reserved for people with specific needs to access this route; and talent scholarships for people from Widening Participation backgrounds. Additionally, cultural issues will be addressed through funded support for work life-balance activities and for workshops exploring the enhancement of research creativity and inventiveness through diversity.

People: As a community, FUSE will contribute to impact principally through its excellent training of outstanding people. At least 54 EngD and PhD graduates will emerge with very high value skills from the experience FUSE will provide in ultrasonics and through highly relevant professional skills. This will position them perfectly as future leaders in ultrasonics in the types of organisation represented by the partners.

Knowledge: FUSE will also create significant knowledge which will be captured in many different forms including industrial know-how, patents and processes, designs, and academic papers. Management of this knowledge will be integrated into the students' training, including data management and archival, and will be communicated effectively to those in positions to exploit it.

Economic Gain: In turn, the people and knowledge will lead to the economic impact that FUSE is ultimately designed to generate. The close interaction between the FUSE academics, its research students and industry partners will make it particularly efficient and, since FUSE includes both suppliers and customers, the transition from knowledge creation to exploitation will be accelerated.

Societal Benefit: FUSE is well placed to deliver a number of societal benefits which will reinforce our researcher training and external partner impacts. This activity encompasses new consumer products; improved public safety through advanced inspection across many industrial sectors; and new modalities for medical surgery and therapy. In addition, FUSE will provide engaging demonstrators to promote education in science, technology, engineering and maths, helping replenish the FUSE pipeline and supporting growth of the FUSE community far beyond its immediate members.

Impactful outcomes will gain from several specific funding mechanisms: horizon scanning workshops will focus on specific ultrasonic engineering application areas with industrial and other external participation; all FUSE students will have external partners and both industrial and international academic secondments will be arranged, as well as EngD studentships primarily in industry; and industry case studies will be considered. There will also be STEM promotion activity, funding ultrasonic technology demonstrators to support school outreach and public science and engineering events.

Publications

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Studentship Projects

Project Reference Relationship Related To Start End Student Name
EP/S023879/1 01/07/2019 31/12/2027
2603130 Studentship EP/S023879/1 13/09/2021 12/09/2025 Agnese Ola