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Systems Engineering
arXiv (Cornell University)
Adaptive control for multi-scale stochastic dynamical systems with stochastic next generation reservoir computing
2025
The rapid advancement of neuroscience and machine learning has established data-driven stochastic dynamical system modeling as a powerful tool for understanding and controlling high-dimensional, spatio-temporal processes. We introduce the stochastic next-gene…
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Systems Engineering

Interdisciplinary field of engineering

Systems engineering is an interdisciplinary field of engineering and engineering management that focuses on how to design, integrate, and manage complex systems over their life cycles. At its core, systems engineering utilizes systems thinking principles to organize this body of knowledge. The individual outcome of such efforts, an engineered system , can be defined as a combination of components that work in synergy to collectively perform a useful function.

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arXiv (Cornell University)
Adaptive control for multi-scale stochastic dynamical systems with stochastic next generation reservoir computing
2025
The rapid advancement of neuroscience and machine learning has established data-driven stochastic dynamical system modeling as a powerful tool for understanding and controlling high-dimensional, spatio-temporal processes. We introduce the stochastic next-generation reservoir computing (NG-RC) controller, a framework that integrates the computational efficiency of NG-RC with stochastic analysis to enable robust event-triggered control in multiscale stochastic systems. The asymptotic stability of the controller is r…
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