Sequential Bayesian parameter estimation of stochastic dynamic load models
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Maldonado, Daniel Adrian (ORCID:0000000165119051)↗
Engineering topics
Patel, Vivak
Publications and source records attributed to Patel, Vivak.
Sequential Bayesian Parameter Estimation of Stochastic Dynamic Load Models
In this paper we focus on the parameter estimation of dynamic load models with stochastic terms-in particular, load models where protection settings are uncertain, such as in aggregated air conditioning units. We show how the uncertainty in the aggregated protection characteristics can be formulated as a stochastic differential equation with process noise. We cast the parameter inversion within a Bayesian parameter estimation framework, and we present methods to include process noise. We demonstrate the benefits of considering stochasticity in the parameter estimation and the risks of ignoring it.
Bayesian Statistics↗