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advanced causal inference, robust counterfactual simulation, and protocol optimization analytics. Key tasks include developing emulation engines, establishing regulatory-grade validation pipelines, and
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. The campuses emphasize optimal guidance and support for students. For more information please contact Prof. dr. ir. Jan Cappelle, tel.: +32 9 267 27 02, mail: jan.cappelle@kuleuven.be or Prof. dr. ir. Simon
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Electrical Engineering (or equivalent), have a solid mathematical background (e.g. in control theory and optimization) and have taken specialized courses in at least one of the following disciplines: advanced
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collaboration with core facilities, we have optimized and generated single-cell and single-nucleus datasets on immune cells and tissue sections, providing a unique opportunity to explore neutrophil biology in
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. The research combines high-fidelity numerical simulations (using CFD based software capable of multiphysics simulations, and DEM-based solvers). The insights gained will contribute to optimizing offshore
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impact of treatments remains poorly understood. Radiotherapy, a cornerstone of cancer treatment, has advanced in optimizing dose distribution and improving tumour localization. However, it still
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-constrained platforms, without heavily relying on human interventions for hardware-aware optimization, or are unable to generate runtime-adaptive workloads, such as AI algorithms that evolve over time in
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model-based control tailored to systems like NudgeFlow. The framework decomposes the global control problem into smaller local problems for each zone or room, enabling independent optimization with local
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) mouse model to improve outcomes. A successful project will result in: A developed and optimized mouse EVLP platform. AI-based identification of 3 IRI and 3 rejection target genes expressed
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, optimization, decision support and operational research, knowledge representation and reasoning, databases, knowledge bases, computer vision, machine listening) as well as expertise in the concrete technological