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Applied Mathematics Postdoc for Adaptive Physics-Constrained Generative AI and Control
Los Alamos National Laboratory • Los Alamos, NM, US • published 2026-10-09 03:03:30.757917
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**What You Will Do** The Instrumentation \& Controls Group (AOT\-IC) is seeking an Applied Mathematics Postdoctoral Research Associate in the area of adaptive, physics\-constrained generative Artificial Intelligence (AI) for time\-varying dynamic systems, with a focus on electrodynamics and charged particle beams. The position is part of a new project to develop generative diffusion/flow\-based digital twins of complex systems that must be tracked in real time using only sparse, non\-invasive measurements. Project work includes the development of adaptive and physics\-constrained generative diffusion/flow models for time\-varying systems, such as the 6D phase space of an intense charged particle beam, as it drifts beyond the span of the training data, without retraining. The work ranges from theory (convergence, stability, and robustness of feedback\-guided diffusion/flow processes that evolve jointly in synthetic diffusion time and in the physical time of the system being tracked) to algorithm and software development to experimental demonstration on operating accelerators. Model development will utilize experimental data as well as synthetic data generated by electrodynamics and ...
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