Optimum design of a line-start permanent-magnet motor with slotted solid rotor using neural network and imperialist competitive algorithm

Slotted solid-rotor line-start permanent-magnet motors have good synchronisation capability for high load torques and moment of inertia. This study presents the impacts of rotor-slot parameters such as the slot depth and width to obtain better synchronisation capability. Therefore, the starting torque and the torque near synchronisation speed are considered. For high synchronisation capability these torques should have higher values. To obtain optimum parameters, the artificial neural network and the imperialist competitive algorithm are used. The results obtained show that the values of parameters are very close to the outcomes of the sensitivity analysis. Finally, a four-pole, 1500 rpm, 1050 W, three-phase line-start synchronous motor with an optimised slotted solid rotor is prototyped to confirm the validity of the results.

[1]  K. Kurihara,et al.  High efficiency line-start interior permanent magnet synchronous motors , 2003 .

[2]  Mojtaba Mirsalim,et al.  Line-Start Permanent-Magnet Motors: Significant Improvements in Starting Torque, Synchronization, and Steady-State Performance , 2010, IEEE Transactions on Magnetics.

[3]  G. Bedrosian,et al.  Electromagnetic field analysis of eddy current effects in rotating electrical apparatus and machinery , 1982 .

[4]  Mahir Dursun,et al.  Design and analysis of a double sided linear switched reluctance motor driver for elevator door , 2011 .

[5]  T.J.E. Miller,et al.  Assessment of torque components in brushless permanent magnet machines through numerical analysis of the electromagnetic field , 2004, Conference Record of the 2004 IEEE Industry Applications Conference, 2004. 39th IAS Annual Meeting..

[6]  Caro Lucas,et al.  Imperialist competitive algorithm: An algorithm for optimization inspired by imperialistic competition , 2007, 2007 IEEE Congress on Evolutionary Computation.

[7]  V. Honsinger Permanent Magnet Machines: Asychronous Operation , 1980, IEEE Transactions on Power Apparatus and Systems.

[8]  N. Takorabet,et al.  Design and Analysis of Different Line-Start PM Synchronous Motors for Oil-Pump Applications , 2009, IEEE Transactions on Magnetics.

[9]  Janne Nerg,et al.  High-Speed High-Output Solid-Rotor Induction-Motor Technology for Gas Compression , 2010, IEEE Transactions on Industrial Electronics.

[10]  Lennart Ljung From data to model: a guided tour , 1994 .

[11]  P. Virtic,et al.  Line-Starting Three- and Single-Phase Interior Permanent Magnet Synchronous Motors—Direct Comparison to Induction Motors , 2008, IEEE Transactions on Magnetics.

[12]  P. Alotto,et al.  A Modified Imperialist Competitive Algorithm for Optimization in Electromagnetics , 2012, IEEE Transactions on Magnetics.

[13]  Jussi Huppunen,et al.  High-Speed Solid-Rotor Induction Machine – Electromagnetic Calculation and Design , 2004 .

[14]  Milad Niaz Azari,et al.  Line-start permanent-magnet motor synchronisation capability improvement using slotted solid rotor , 2013 .

[15]  Milad Niaz Azari,et al.  Performance Analysis of a Line-start Permanent Magnet Motor with Slots on Solid Rotor Using Finite-element Method , 2013 .

[16]  Peter Merz,et al.  Memetic algorithms for combinatorial optimization problems : fitness landscapes and effective search strategies , 2006 .

[17]  R. Carlson,et al.  Analysis of a Three-Phase LSPMM by Numerical Method , 2009, IEEE Transactions on Magnetics.

[18]  Ajith Abraham,et al.  Design of fractional order PIλDμ controllers with an improved differential evolution , 2008, GECCO '08.

[19]  Sadegh Vaez-Zadeh,et al.  Line start permanent magnet synchronous motors: Challenges and opportunities , 2009 .

[20]  M. Mirsalim,et al.  Effect of rotor slots parameters on synchronization capability of slotted solid rotor line start permanent magnet motor , 2013, 4th Annual International Power Electronics, Drive Systems and Technologies Conference.

[21]  Tuomo Aho Electromagnetic Design of a Solid Steel Rotor Motor for Demanding Operation Environments , 2007 .

[22]  M.R. Shah,et al.  Optimization of Shield Thickness of Finite-Length Solid Rotors for Eddy-Current Loss Minimization , 2009, IEEE Transactions on Industry Applications.

[23]  Ju Lee,et al.  A Study on the Optimal Rotor Design of LSPM Considering the Starting Torque and Efficiency , 2009 .

[24]  J.X. Shen,et al.  A High-Performance Line-Start Permanent Magnet Synchronous Motor Amended From a Small Industrial Three-Phase Induction Motor , 2009, IEEE Transactions on Magnetics.

[25]  Shengxiang Yang,et al.  A particle swarm optimization based memetic algorithm for dynamic optimization problems , 2010, Natural Computing.