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ARCO-BO: Adaptive Resource-Aware COllaborative Bayesian Optimization for Heterogeneous Multi-Agent Design Optimization
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: Abstract. Many real-world optimization problems in scientific discovery and engineering design optimization involve multiple design evaluation sources, such as simulators, experiments, or manufacturing sites, operate ...
Unknown Parameter Excitation and Estimation for Complex Systems With Dynamic Performances
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: Simulation models play crucial roles in efficient product development cycles, therefore many studies aim to improve the confidence of a model during the validation stage. In this research, we proposed a dynamic model ...
Uncertainty-Aware Digital Twins: Robust Model Predictive Control Using Time-Series Deep Quantile Learning
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: Abstract. Digital twins, virtual replicas of physical systems that enable real-time monitoring, model updates, predictions, and decision-making, present novel avenues for proactive control strategies for autonomous systems. ...
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