Improved Differential Evolution-Based MPPT Algorithm Using SEPIC for PV Systems Under Partial Shading Conditions and Load Variation
Photovoltaic arrays subject to partial shading conditions have more than one maximum power point (MPP), and conventional algorithms are unable to track the global maximum power point (GMPP) accurately. Thus, an improved global search space differential evolution algorithm for tracking the GMPP is in...
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| Published in | IEEE transactions on industrial informatics Vol. 14; no. 10; pp. 4322 - 4333 |
|---|---|
| Main Authors | , , , , , |
| Format | Journal Article |
| Language | English |
| Published |
Piscataway
IEEE
01.10.2018
The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subjects | |
| Online Access | Get full text |
| ISSN | 1551-3203 1941-0050 |
| DOI | 10.1109/TII.2018.2793210 |
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| Abstract | Photovoltaic arrays subject to partial shading conditions have more than one maximum power point (MPP), and conventional algorithms are unable to track the global maximum power point (GMPP) accurately. Thus, an improved global search space differential evolution algorithm for tracking the GMPP is introduced in this paper. The main contribution of the proposed algorithm are the following: capability in tracking GMPP and faster respond against load variation; optimization algorithm can search for the GMPP within a larger operating region as it is implemented by using a single-ended primary-inductor converter; and easy tuning as less parameter has to be set in the algorithm. The proposed system is first simulated in PSIM to ensure its capability. The feasibility of the approach is validated through physical implementation and experimentation. Results demonstrate that the proposed algorithm has the capability to track the GMPP within 2 s with an accuracy of 99% and respond to load variation within 0.1 s. |
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| AbstractList | Photovoltaic arrays subject to partial shading conditions have more than one maximum power point (MPP), and conventional algorithms are unable to track the global maximum power point (GMPP) accurately. Thus, an improved global search space differential evolution algorithm for tracking the GMPP is introduced in this paper. The main contribution of the proposed algorithm are the following: capability in tracking GMPP and faster respond against load variation; optimization algorithm can search for the GMPP within a larger operating region as it is implemented by using a single-ended primary-inductor converter; and easy tuning as less parameter has to be set in the algorithm. The proposed system is first simulated in PSIM to ensure its capability. The feasibility of the approach is validated through physical implementation and experimentation. Results demonstrate that the proposed algorithm has the capability to track the GMPP within 2 s with an accuracy of 99% and respond to load variation within 0.1 s. |
| Author | Stojcevski, Alex Horan, Ben Mekhilef, Saad Seyedmahmoudian, Mehdi Oo, Amanullah Than Tey, Kok Soon |
| Author_xml | – sequence: 1 givenname: Kok Soon orcidid: 0000-0001-6018-3978 surname: Tey fullname: Tey, Kok Soon email: koksoon@um.edu.my organization: Department of Computer System and Technology, Faculty of Computer Science and Information Technology, University of Malaya, Kuala Lumpur, Malaysia – sequence: 2 givenname: Saad surname: Mekhilef fullname: Mekhilef, Saad email: saad@um.edu.my organization: Power Electronics and Renewable Energy Research Laboratory, Department of Electrical Engineering, University of Malaya, Kuala Lumpur, Malaysia – sequence: 3 givenname: Mehdi surname: Seyedmahmoudian fullname: Seyedmahmoudian, Mehdi email: mseyedmahmoudian@swin.edu.au organization: School of Software & Electrical Engineering, Swinburne University of Technology, Melbourne, Vic., Australia – sequence: 4 givenname: Ben surname: Horan fullname: Horan, Ben email: ben.horan@deakin.edu.au organization: School of Engineering, Faculty of Science, Engineering and Built Environment, Deakin University, Geelong, Vic., Australia – sequence: 5 givenname: Amanullah Than orcidid: 0000-0002-6914-2272 surname: Oo fullname: Oo, Amanullah Than email: aman.m@deakin.edu.au organization: School of Engineering, Faculty of Science, Engineering and Built Environment, Deakin University, Geelong, Vic., Australia – sequence: 6 givenname: Alex surname: Stojcevski fullname: Stojcevski, Alex email: astojcevski@swin.edu.au organization: School of Software & Electrical Engineering, Swinburne University of Technology, Melbourne, Vic., Australia |
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| SubjectTerms | Algorithms Computer simulation Converters DC-DC power converters dc–dc converter Differential evolution Evolutionary algorithms Experimentation Impedance Informatics Load management Maximum power Maximum power point trackers maximum power point tracking (MPPT) Optimization partial shading photovoltaic (PV) array system Photovoltaic cells Shading single-ended primary-inductor converter Solar cells Tracking Tuning |
| Title | Improved Differential Evolution-Based MPPT Algorithm Using SEPIC for PV Systems Under Partial Shading Conditions and Load Variation |
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