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Andrew Kasha, PhD Student, Purdue University
Scott Sudhoff, Michael and Katherine Birck Professor of Electrical and Computer Engineering, Purdue University
Multi-Objective Design Optimization of a Surface-Mounted Heterogeneous-Pole Permanent-Magnet (HPM) Machine
SELECT Annual Meeting and Technology Showcase – Logan, Utah – September 27-28, 2016
FLUX DENSITY DISTRIBUTION SHAPING
• Shaping air gap flux can potentially: • Reduce cogging torque • Improve torque density • Improve machine efficiency
• Can be achieved using: • Halbach magnetization • Magnet segmentation • Mixed magnet grades • Physical pole shaping
• The HPM uses mixed grade magnets of disparate shape atop a tiered rotor backiron to achieve FDD shaping
THE SYMMETRIC HPM • The SHPM is a subvariant with:
• Three magnet segments • Constant magnet depth • Identical outer PM
materials • Identical outer magnet
widths • Outer magnets of lower
grade than inner magnet • No rotor backiron tiers • Constant air gap • Symmetric forward and
reverse operation
APPLICATION
• The SHPM can be used to improve torque density of EV propulsion systems
• The topology also has the potential to reduce torque ripple
SHPM ANALYTICAL MODEL
• Improved stator leakage model directly
accounts for flux crossing the slot
• Better predicts the leakage flux
density at the top and bottom of
stator tooth
• Improves the predicted flux density
waveforms in the stator, leading to
better core loss prediction
• Nonlinear model converges even under
saturation and high current density
conditions
• Accounts for DC and AC conduction losses
as well as steel core losses
• Can be used to rapid evaluation of designs
SHPM CROSS-SECTION
MULTI OBJECTIVE OPT. BASED DESIGN
• Choose design variables which fully describe machine
• Establish constraints to ensure performance and viability
• Select metrics for comparing individual designs
• electromagnetic mass
• aggregate loss • Construct fitness function
CASE STUDY
• Constant 2.5 HP • 5:1 speed range • Fixed rotor, stator,
and conductor material
• Aggregate losses evenly weighted at each operating point
• Study repeated 5 times
TOPOLOGY COMPARISON
• Optimization studies for SHPM and SMPM (traditional single surface mounted magnet per pole) were run • SHPM outperforms SMPM in the low mass region • A 10.7% reduction in aggregate losses were
observed for low mass designs
FEA VALIDATION
• Analytical model validated using 2D FEA in Ansys Maxell
• 72 magnetostatic evaluations of machine were performed across a full electrical cycle in 5 degree increments
• Less than 4% error between average torque from FEA and analytical model
• Flux density waveforms in stator show strong agreement between new analytical model and FEA, even at operating points exhibiting high slot leakage
• Maximum average-to-peak torque ripple of 4%
17.86
8.07
3.57
17.29
7.96
3.6
0 2 4 6 8 10 12 14 16 18 20
OP1
OP2
OP3
Torque, Nm
FEM
3.30%
0.63%
-1.11%
FUTURE WORK
• Expansion of analytical model to include generalized HPM
• Development of 3D thermal equivalent circuit (TEC) to predict temperature increase in stator
• Construction of SHPM prototype to validate analytical and TEC models • Redesign SHPM using TEC