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HPC+ in the medical field: Overview and current examples
Miriam Koch1, Claudio Arlandini2, Gregory Antonopoulos3
1High-Performance Computing Center Stuttgart (HLRS), Stuttgart, Germany.
High-Performance-Computing (HPC) combined with High-Performance Data Analytics (HPDA) and Artificial Intelligence (AI), collectively known as HPC+, is revolutionizing healthcare. These advanced computing solutions accelerate medical research and applications, benefiting patients and clinicians.
Area of Science:
- Medical Informatics
- Computational Biology
- Health Services Research
Background:
- The medical sector is experiencing a data revolution, generating unprecedented volumes of data with the potential for transformative healthcare advancements.
- Processing this vast amount of medical data requires substantial computing power beyond the capabilities of standard desktop computers.
- High-Performance-Computing (HPC), High-Performance Data Analytics (HPDA), and Artificial Intelligence (AI), collectively termed HPC+, are essential for managing and analyzing this data.
Purpose of the Study:
- To present state-of-the-art examples of medical applications supported by National Competence Centres (NCCs) in HPC+.
- To highlight the role of the EuroCC project in facilitating these advancements.
- To showcase the use of HPC, HPDA, and AI in various medical fields.
Main Methods:
- Compilation of studies from National Competence Centres in HPC focusing on medical applications.
- Overview of HPC+ applications including medical image processing and high-performance data analytics.
- Inclusion of specific use cases such as pediatric dosimetry and cloud-based HPC for surgical procedures.
Main Results:
- Demonstration of state-of-the-art applications of HPC+ in surgery and medical diagnostics.
- Showcasing large-scale data analytics for patient nutritional support and treatment of congenital heart diseases.
- Highlighting HPC+ contributions to basic medical research and clinical practice.
Conclusions:
- HPC+ significantly supports scientific and industrial applications within the medical domain.
- Enables faster and more complex calculations, simulations, and data analyses.
- Accelerates medical research and directly benefits patients, doctors, and clinicians.
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