Probabilistic constrained Bayesian inversion for transpiration cooling
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DOI: 10.1002/fld.5135
Abstract: To enable safe operations in applications such as rocket combustion chambers, the materials require cooling to avoid material damage. Here, transpiration cooling is a promising cooling technique. Numerous studies investigate possibilities to simulate and evaluate… read more here.
Keywords: constrained bayesian; transpiration; bayesian inversion; probabilistic constrained ... See more keywords
Constrained Bayesian Optimization with Particle Swarms for Safe Adaptive Controller Tuning
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DOI: 10.1016/j.ifacol.2017.08.1991
Abstract: Abstract Tuning controller parameters is a recurring and time-consuming problem in control. This is especially true in the field of adaptive control, where good performance is typically only achieved after significant tuning. Recently, it has… read more here.
Keywords: bayesian optimization; adaptive controller; constrained bayesian; particle swarms ... See more keywords
Constrained Bayesian Optimization of a Linear Feed-Forward Controller
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DOI: 10.1016/j.ifacol.2019.12.612
Abstract: Abstract Models of dynamic systems often contain uncertain parameters or do not describe all dynamics. In some cases, they cannot represent the plants accurately enough, which limits the achievable performance of model-based controller design. Learning-based… read more here.
Keywords: bayesian optimization; constrained bayesian; feed forward; controller ... See more keywords