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interventions and is often subject to uncertainty. This project develops novel Bayesian methodology with the aim to return a posterior over weights, tuning parameters, and the residual variance that drives
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regression to represent unknown dynamics for model predictive control. Despite the practical success, there are still many theoretical open questions regarding scalability, uncertainty bounds and deriving
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function. Over the years, SBS has attracted talented individuals from around the world and Singapore to join as scientific leaders and researchers. For more details, please view https://www.ntu.edu.sg/sbs
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Gaussian process regression to represent unknown dynamics for model predictive control. Despite the practical success, there are still many theoretical open questions regarding scalability, uncertainty
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and parameter estimation, Uncertainty quantification and model calibration, Mathematical modelling of biological or physical systems, Machine learning and deep learning theory, Spatio-temporal and
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. Specifically, your research will provide critical insight for NGGM performance assessment and predictions. You are encouraged to visit the ESA website: https://www.esa.int/ Field(s) of activity/research
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for the monitoring and prognostics of complex systems, characterized by high heterogeneity, nonlinear dynamics, and operational uncertainty. The main objective is to enhance the ability to promptly detect anomalies
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strategies that use learned representations to guide data acquisition under cost and uncertainty constraints. Building surrogate models that connect imaging-derived representations with downstream physical
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simulation and optimization of PDE-based problems involving uncertainties or stochastic components. We are looking for an internationally recognized individual who is a leader in the field of Numerical
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expertise in: Dimensional measurement principles, GD&T, traceability, uncertainty, measurement strategy, Measurement System Analysis. Experience using relevant software packages for 3D metrology, to carry out