Comparison of ANN and P&O MPPT methods for PV applications under changing solar irradiation
This paper presents an artificial neural network (ANN) maximum power point tracking (MPPT) method which is fast and precise in finding and tracking the maximum power point (MPP) in photovoltaic (PV) applications, under rapidly changing of solar irradiation, and is stable under slowly changing of...
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| Format: | Conference or Workshop Item |
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IEEE
2013
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| author | Khanaki, Razieh Marhaban, Mohammad Hamiruce Mohd Radzi, Mohd Amran |
| author_facet | Khanaki, Razieh Marhaban, Mohammad Hamiruce Mohd Radzi, Mohd Amran |
| author_sort | Khanaki, Razieh |
| collection | UPM |
| description | This paper presents an artificial neural network
(ANN) maximum power point tracking (MPPT) method which is
fast and precise in finding and tracking the maximum power
point (MPP) in photovoltaic (PV) applications, under rapidly
changing of solar irradiation, and is stable under slowly changing of solar irradiation. ANN and P&O MPPT algorithms, and other components of the MPPT control system which are PV module and DC-DC boost converter, are simulated in MATLABSimulink, and their performances under rapidly and slowly changing of solar irradiation are compared as well. Simulation results show that ANN method has very fast and more precise response under fast changes of solar irradiation. In addition, this method performs with less power oscillation under constant or slow changes of solar irradiation. |
| first_indexed | 2024-03-06T08:50:01Z |
| format | Conference or Workshop Item |
| id | upm.eprints-41481 |
| institution | Universiti Putra Malaysia |
| last_indexed | 2024-03-06T08:50:01Z |
| publishDate | 2013 |
| publisher | IEEE |
| record_format | dspace |
| spelling | upm.eprints-414812016-01-28T02:39:41Z http://psasir.upm.edu.my/id/eprint/41481/ Comparison of ANN and P&O MPPT methods for PV applications under changing solar irradiation Khanaki, Razieh Marhaban, Mohammad Hamiruce Mohd Radzi, Mohd Amran This paper presents an artificial neural network (ANN) maximum power point tracking (MPPT) method which is fast and precise in finding and tracking the maximum power point (MPP) in photovoltaic (PV) applications, under rapidly changing of solar irradiation, and is stable under slowly changing of solar irradiation. ANN and P&O MPPT algorithms, and other components of the MPPT control system which are PV module and DC-DC boost converter, are simulated in MATLABSimulink, and their performances under rapidly and slowly changing of solar irradiation are compared as well. Simulation results show that ANN method has very fast and more precise response under fast changes of solar irradiation. In addition, this method performs with less power oscillation under constant or slow changes of solar irradiation. IEEE 2013 Conference or Workshop Item NonPeerReviewed Khanaki, Razieh and Marhaban, Mohammad Hamiruce and Mohd Radzi, Mohd Amran (2013) Comparison of ANN and P&O MPPT methods for PV applications under changing solar irradiation. In: IEEE Conference on Clean Energy and Technology (CEAT 2013), 18-20 Nov. 2013 , Langkawi, Kedah, Malaysia. (pp. 287-292). 10.1109/CEAT.2013.6775642 |
| spellingShingle | Khanaki, Razieh Marhaban, Mohammad Hamiruce Mohd Radzi, Mohd Amran Comparison of ANN and P&O MPPT methods for PV applications under changing solar irradiation |
| title | Comparison of ANN and P&O MPPT methods for PV applications under changing solar irradiation |
| title_full | Comparison of ANN and P&O MPPT methods for PV applications under changing solar irradiation |
| title_fullStr | Comparison of ANN and P&O MPPT methods for PV applications under changing solar irradiation |
| title_full_unstemmed | Comparison of ANN and P&O MPPT methods for PV applications under changing solar irradiation |
| title_short | Comparison of ANN and P&O MPPT methods for PV applications under changing solar irradiation |
| title_sort | comparison of ann and p o mppt methods for pv applications under changing solar irradiation |
| work_keys_str_mv | AT khanakirazieh comparisonofannandpompptmethodsforpvapplicationsunderchangingsolarirradiation AT marhabanmohammadhamiruce comparisonofannandpompptmethodsforpvapplicationsunderchangingsolarirradiation AT mohdradzimohdamran comparisonofannandpompptmethodsforpvapplicationsunderchangingsolarirradiation |