Adaptive Interval Type-2 Fuzzy Logic Control for PMSM Drives with a Modified Reference Frame

Handle URI:
http://hdl.handle.net/10754/623788
Title:
Adaptive Interval Type-2 Fuzzy Logic Control for PMSM Drives with a Modified Reference Frame
Authors:
Chaoui, Hicham ( 0000-0001-8728-3653 ) ; Khayamy, Mehdy; Aljarboua, Abdullah Abdulaziz
Abstract:
In this paper, an adaptive interval type-2 fuzzy logic control scheme is proposed for high-performance permanent magnet synchronous machine drives. This strategy combines the power of type-2 fuzzy logic systems with the adaptive control theory to achieve accurate tracking and robustness to higher uncertainties. Unlike other controllers, the proposed strategy does not require electrical transducers and hence, no explicit currents loop regulation is needed, which yields a simplified control scheme. But, this limits the machine's operation range since it results in a higher energy consumption. Therefore, a modified reference frame is also proposed in this paper to decrease the machine's consumption. To better assess the performance of the new reference frame, comparison against its original counterpart is carried-out under the same conditions. Moreover, the stability of the closed-loop control scheme is guaranteed by a Lyapunov theorem. Simulation and experimental results for numerous situations highlight the effectiveness of the proposed controller in standstill, transient, and steady-state conditions.
KAUST Department:
Computer, Electrical and Mathematical Sciences and Engineering (CEMSE) Division
Citation:
Chaoui H, Khayamy M, Aljarboua AA (2017) Adaptive Interval Type-2 Fuzzy Logic Control for PMSM Drives With a Modified Reference Frame. IEEE Transactions on Industrial Electronics 64: 3786–3797. Available: http://dx.doi.org/10.1109/tie.2017.2650858.
Publisher:
Institute of Electrical and Electronics Engineers (IEEE)
Journal:
IEEE Transactions on Industrial Electronics
Issue Date:
10-Jan-2017
DOI:
10.1109/tie.2017.2650858
Type:
Article
ISSN:
0278-0046; 1557-9948
Additional Links:
http://ieeexplore.ieee.org/document/7812750/
Appears in Collections:
Articles; Computer, Electrical and Mathematical Sciences and Engineering (CEMSE) Division

Full metadata record

DC FieldValue Language
dc.contributor.authorChaoui, Hichamen
dc.contributor.authorKhayamy, Mehdyen
dc.contributor.authorAljarboua, Abdullah Abdulazizen
dc.date.accessioned2017-05-31T11:23:05Z-
dc.date.available2017-05-31T11:23:05Z-
dc.date.issued2017-01-10en
dc.identifier.citationChaoui H, Khayamy M, Aljarboua AA (2017) Adaptive Interval Type-2 Fuzzy Logic Control for PMSM Drives With a Modified Reference Frame. IEEE Transactions on Industrial Electronics 64: 3786–3797. Available: http://dx.doi.org/10.1109/tie.2017.2650858.en
dc.identifier.issn0278-0046en
dc.identifier.issn1557-9948en
dc.identifier.doi10.1109/tie.2017.2650858en
dc.identifier.urihttp://hdl.handle.net/10754/623788-
dc.description.abstractIn this paper, an adaptive interval type-2 fuzzy logic control scheme is proposed for high-performance permanent magnet synchronous machine drives. This strategy combines the power of type-2 fuzzy logic systems with the adaptive control theory to achieve accurate tracking and robustness to higher uncertainties. Unlike other controllers, the proposed strategy does not require electrical transducers and hence, no explicit currents loop regulation is needed, which yields a simplified control scheme. But, this limits the machine's operation range since it results in a higher energy consumption. Therefore, a modified reference frame is also proposed in this paper to decrease the machine's consumption. To better assess the performance of the new reference frame, comparison against its original counterpart is carried-out under the same conditions. Moreover, the stability of the closed-loop control scheme is guaranteed by a Lyapunov theorem. Simulation and experimental results for numerous situations highlight the effectiveness of the proposed controller in standstill, transient, and steady-state conditions.en
dc.publisherInstitute of Electrical and Electronics Engineers (IEEE)en
dc.relation.urlhttp://ieeexplore.ieee.org/document/7812750/en
dc.subjectAdaptive controlen
dc.subjectLyapunov stabilityen
dc.subjectnonlinearityen
dc.subjectpermanent-magnet synchronous machines (PMSMs)en
dc.subjecttype-2 fuzzy logicen
dc.titleAdaptive Interval Type-2 Fuzzy Logic Control for PMSM Drives with a Modified Reference Frameen
dc.typeArticleen
dc.contributor.departmentComputer, Electrical and Mathematical Sciences and Engineering (CEMSE) Divisionen
dc.identifier.journalIEEE Transactions on Industrial Electronicsen
dc.contributor.institutionIntelligent Robotic and Energy Systems (IRES) Research Group, Department of Electronics, Carleton University, Ottawa, ON, Canadaen
dc.contributor.institutionDepartment of Electrical and Computer Engineering, Tennessee Technological University, Cookeville, TN 38505 USAen
kaust.authorAljarboua, Abdullah Abdulazizen
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