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Adaptive and Intelligent Temperature Control of Microwave Heating Systems with Multiple Sources
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A. Appendix where ∆Ynr (k) is the real measured/calculated value of ∆Yn(k), ς(k−1) isazero-meanmeasurement/calculationerrorwiththecovari- anceσ2 and [ε(k−1)] is a zero-mean white noise with the covariance matrix [Ω]. The definitions of parameters in EKF is shown by table A.1. Definition Interpretation [Λne(k)] = E [ [Λn(k)] ∣∣∆Ynr (k)] Estimationof [Λn(k)]basedon thecurrentmeasured temperature ∆Ynr (k)[ Λnp(k) ] = E [ [Λn(k)] ∣∣∆Ynr (k−1)] Predictionof [Λn(k)]basedon the formermeasured temperature ∆Ynr (k−1) [ene(k)] = [Λ n(k)]− [Λne(k)] Estimationerrorbetween [Λn(k)]and [Λne(k)][ enp(k) ] = [Λn(k)]−[Λnp(k)] Predictionerrorbetween [Λn(k)]and [Λnp(k)] [Pne(k)] =E [ [ene(k)] [ ene(k) T ]] Covariancematrixof the estimationerror [ene(k)][ Pnp(k) ] = E [[ enp(k) ][ enp(k) T ]] Covariancematrixof thepredictionerror[enp(k)] TableA.1. ParametersandvectorsusedinEKF Accordingtothedefinitions intable A.1, therelationshipbetweenthe estimationandthepredictionofΛn(k)canbeexpressedby[ Λnp(k) ] =E [ [Λn(k)] ∣∣∆Ynr (k−1)] =E [ [Λn(k−1)]+[ε(k−1)]∣∣∆Ynr (k−1)] =E [ [Λn(k−1)]∣∣∆Ynr (k−1)] = [Λne(k−1)] (A.6) 222
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Adaptive and Intelligent Temperature Control of Microwave Heating Systems with Multiple Sources
Titel
Adaptive and Intelligent Temperature Control of Microwave Heating Systems with Multiple Sources
Autor
Yiming Sun
Verlag
KIT Scientific Publishing
Ort
Karlsruhe
Datum
2016
Sprache
englisch
Lizenz
CC BY-SA 3.0
ISBN
978-3-7315-0467-2
Abmessungen
14.8 x 21.0 cm
Seiten
260
Schlagwörter
Mikrowellenerwärmung, Mehrgrößenregelung, Modellprädiktive Regelung, Künstliches neuronales Netz, Bestärkendes Lernenmicrowave heating, multiple-input multiple-output (MIMO), model predictive control (MPC), neural network, reinforcement learning
Kategorie
Technik
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Adaptive and Intelligent Temperature Control of Microwave Heating Systems with Multiple Sources