Conditioned spin and charge dynamics of a single electron quantum dot
Eliska Greplova, Edward A. Laird, G. Andrew D. Briggs, Klaus M{\o}lmer

TL;DR
This paper models the spin and charge dynamics of a single electron quantum dot using a stochastic master equation, incorporating measurement data and past quantum state analysis for precise parameter estimation.
Contribution
It introduces a novel approach combining past quantum state analysis with a modified Baum-Welch method for systems with both coherent and incoherent processes.
Findings
Effective modeling of quantum dot dynamics
Enhanced parameter estimation accuracy
Integration of measurement data with quantum state analysis
Abstract
In this article we describe the incoherent and coherent spin and charge dynamics of a single electron quantum dot. We use a stochastic master equation to model the state of the system, as inferred by an observer with access to only the measurement signal. Measurements obtained during an interval of time contribute, by a past quantum state analysis, to our knowledge about the system at any time within that interval. Such analysis permits precise estimation of physical parameters, and we propose and test a modification of the classical Baum-Welch parameter re-estimation method to systems driven by both coherent and incoherent processes.
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