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Anfis Coordination of Changes In Power Oscillation Damper Parameters with Variation In Power System Operating Point

Dr I. I. Alabi
Dr I. I. Alabi
, 
Dr A. I. Araga
Dr A. I. Araga
 und 
Mr Sabo Aliyu
Mr Sabo Aliyu
   | 14. Okt. 2019
International Journal of Advanced Network, Monitoring and Controls's Cover Image
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Online veröffentlicht: 14. Okt. 2019
Seitenbereich: 17 - 24
DOI: https://doi.org/10.21307/ijanmc-2019-016
Schlüsselwörter
© 2018 Dr I. I. Alabi et al., published by Sciendo
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.

Figure 1.

Proposed Adaptive POD Controller
Proposed Adaptive POD Controller

Figure 2.

An unknown System as a Black Box
An unknown System as a Black Box

Figure 3.

Flowchart of ANFIS Training
Flowchart of ANFIS Training

Figure 4.

Training Data and ANFIS Output: Lead Time Constant
Training Data and ANFIS Output: Lead Time Constant

Figure 5.

Check Data and ANFIS Output: Lead Time Constant
Check Data and ANFIS Output: Lead Time Constant

Figure 6.

Prediction Error for Training Data and Check Data: Lead Time Constant
Prediction Error for Training Data and Check Data: Lead Time Constant

Figure 7.

Training Data and ANFIS Output: Lag Time Constant
Training Data and ANFIS Output: Lag Time Constant

Figure 8.

Check Data and ANFIS Output: Lag Time Constant
Check Data and ANFIS Output: Lag Time Constant

Figure 9.

Prediction Error for Training Data and Check Data: Lag Time Constant
Prediction Error for Training Data and Check Data: Lag Time Constant

Figure 10.

Plot of ANFIS Data and Training Data: Lag Time Constant
Plot of ANFIS Data and Training Data: Lag Time Constant

Figure 11.

Plot of ANFIS Data and Check Data: Lag Time Constant
Plot of ANFIS Data and Check Data: Lag Time Constant

Figure 12.

Prediction Error for Training Data and Check Data
Prediction Error for Training Data and Check Data

Figure 13.

Plot of ANFIS Output and Training Data: Lead Time Constant
Plot of ANFIS Output and Training Data: Lead Time Constant

Figure 14.

Plot of ANFIS Data and Check Data: Lead Time Constant
Plot of ANFIS Data and Check Data: Lead Time Constant

Figure 15.

Prediction Error for Training Data and Check Data
Prediction Error for Training Data and Check Data

Figure 16.

Input Membership Function
Input Membership Function

Figure 17.

ANFIS Adjusted Membership Function: Lag Time Constant
ANFIS Adjusted Membership Function: Lag Time Constant

Figure 18.

ANFIS Adjusted Membership Function: Lead Time Constant
ANFIS Adjusted Membership Function: Lead Time Constant

ANFIS Parameter Settings

numMFs5
mfType'gbellmf'
epoch_n20
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