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will be employed and tested on actual measurement data as a benchmark. The project will involve mathematical modeling, construction of numerical methods, coding, testing, numerical simulations, and
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limited, noisy, and low-resolution measurement data? In this project, you will develop a novel physics-informed machine learning approach that integrates physical simulations of the measurement process with
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, sustainability objectives and future uncertainties into a unified decision-making framework. The candidate will develop probabilistic modelling and stress-testing approaches, including Monte Carlo simulations and
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. However, evaluating such architectures at system scale remains a major challenge due to the limitations of conventional software simulation and existing device-level emulation platforms. This PhD project
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-resolved simulations. In case a fluidized bed is chosen, a traditional Eulerian Two-Fluid model (TFM) will be compared with a novel Lagrangian Continuous Particle Model (CPM). Initially, engineering
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used in 3D groundwater flow simulations to predict BEP potential occurrence spatially. For this you can draw on the Dept. of Physical Geography’s unique expertise on geomorphology, geology and
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, and the use of discarding low-quality entanglement (cut-off time). We will use simulation and analytical calculation for doing so. As part of the Doctoral Network collaboration his position includes
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-based metrics. Your work will be validated through simulations, phantom experiments, and first-in-human volunteer studies in close collaboration with clinical partners. You will work in a highly
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28 Aug 2026 Job Information Organisation/Company Centrum Wiskunde en Informatica (CWI) Research Field Engineering » Biomedical engineering Engineering » Simulation engineering Mathematics » Applied
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different scenarios; implement and validate simulation models for system analysis, scenario evaluation, and future optimization; collaborateclosely with researchers, industrial partners, and fellow PhD