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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)
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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
- Category
- Technik