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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
Title
Adaptive and Intelligent Temperature Control of Microwave Heating Systems with Multiple Sources
Author
Yiming Sun
Publisher
KIT Scientific Publishing
Location
Karlsruhe
Date
2016
Language
English
License
CC BY-SA 3.0
ISBN
978-3-7315-0467-2
Size
14.8 x 21.0 cm
Pages
260
Keywords
Mikrowellenerwärmung, Mehrgrößenregelung, Modellprädiktive Regelung, Künstliches neuronales Netz, Bestärkendes Lernenmicrowave heating, multiple-input multiple-output (MIMO), model predictive control (MPC), neural network, reinforcement learning
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Adaptive and Intelligent Temperature Control of Microwave Heating Systems with Multiple Sources