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. Experience with simulation–experiment data integration, physics-informed learning, inverse design or uncertainty quantification would be advantageous. Strong analytical and communication skills, with
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constitutive parameters from a single informative test through Bayesian optimization, together with quantification of measurement and model-form uncertainty. Approximately half of the effort will extend
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emissions and exposures from observational data. -Work may include statistical or Bayesian inverse modeling, data assimilation, optimization, uncertainty quantification, numerical methods, and related
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of statistical and probabilistic methods for the analysis of complex data and systems. Research topics include distributional modelling, stochastic dependence, extreme-value phenomena, uncertainty quantification
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, optimisation, statistical analysis, sensitivity analysis, uncertainty quantification, or voyage simulation. Familiarity with maritime environmental regulation, including IMO greenhouse gas measures such as EEDI
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University of North Carolina at Chapel Hill | Chapel Hill, North Carolina | United States | 9 days ago
, but are not limited to, robust and stochastic optimization, generative and foundation models, reliable and robust machine learning, uncertainty quantification, sequential decision-making, and AI systems
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of digital twins, high-performance computing and AI/machine learning for fusion design and operation; verification, validation and uncertainty quantification for fusion safety and licensing; development
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for understanding their reliability and for making informed decisions based on their predictions. This project aims to develop new methods for uncertainty quantification in mathematical and statistical models
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National Aeronautics and Space Administration (NASA) | Pasadena, California | United States | about 1 month ago
and its spatial variability; use of precipitation coherence as a validation and uncertainty-quantification pathway for high-resolution soil moisture from NISAR and future L-band missions (e.g., ROSE-L
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uncertainty quantification. Publication: you prepare scientific publications and present the results at international conferences. Access and application requirements: Successfully completed academic university