Surrogate modeling of electrical machine torque using artificial neural networks
M Tahkola, J Keränen, D Sedov, MF Far… - IEEE …, 2020 - ieeexplore.ieee.org
Machine learning and artificial neural networks have shown to be applicable in modeling
and simulation of complex physical phenomena as well as creating surrogate models …
and simulation of complex physical phenomena as well as creating surrogate models …
Tolerance analysis for electric machine design optimization: Classification, modeling and evaluation, and example
G Bramerdorfer - IEEE Transactions on Magnetics, 2019 - ieeexplore.ieee.org
Electric machine design optimization is a popular topic in electrical engineering. Thanks to
major accomplishments in Mathematics and Computer Science, nowadays the investigation …
major accomplishments in Mathematics and Computer Science, nowadays the investigation …
Fast and accurate model of interior permanent-magnet machine for dynamic characterization
K Drobnič, L Gašparin, R Fišer - Energies, 2019 - mdpi.com
A high-fidelity two-axis model of an interior permanent-magnet synchronous machine (IPM)
presents a convenient way for the characterization and validation of motor dynamic …
presents a convenient way for the characterization and validation of motor dynamic …
Vibration analysis of delta-connected PMSMs using lookup table-based models—Influence of the 0-sequence component
In this article, a multiphysics simulation workflow based on the use of reduced-order models
to decrease the computation time is presented. Using finite-element (FE) precomputed flux …
to decrease the computation time is presented. Using finite-element (FE) precomputed flux …
Battery electric vehicle (BEV) powertrain modelling and testing for real-time control prototyping platform integration
This paper presents a method to virtually evaluate the performances and energy
consumption of a battery electric vehicle (BEV) powertrain, whose propulsion is assured by …
consumption of a battery electric vehicle (BEV) powertrain, whose propulsion is assured by …
A comparative study of system-level PMSM models with either current or flux-linkage state variables used for vibro-acoustic computation
This paper explores different high-fidelity, system-level models for permanent magnet
synchronous machines. The main attributes examined are electromagnetic torque and …
synchronous machines. The main attributes examined are electromagnetic torque and …
Predictive trajectory control with online MTPA calculation and minimization of the inner torque ripple for permanent-magnet synchronous machines
S Decker, M Brodatzki, B Bachowsky, B Schmitz-Rode… - Energies, 2020 - mdpi.com
This paper presents an extended predictive trajectory control scheme combined with an
inner torque ripple minimization considering the current-, flux-linkage-, and voltage-planes …
inner torque ripple minimization considering the current-, flux-linkage-, and voltage-planes …
Insights and Challenges of Co-Simulation-based Optimal Pulse Pattern Evaluation for Electric Drives
In-depth evaluations of an electric drive's behavior typically result from co-simulation,
combining models of motor, power electronics and control software. This approach can be …
combining models of motor, power electronics and control software. This approach can be …
Comparison of losses in small star-and delta-connected permanent magnet synchronous machines
S Decker, C Rollbühler, M Brodatzki… - 2021 23rd European …, 2021 - ieeexplore.ieee.org
Small electric drives with power from a few hundred watts up to one kilo watt, developed for
car actuators, drivetrains, electric bikes or scooters, are nowadays often realized as …
car actuators, drivetrains, electric bikes or scooters, are nowadays often realized as …
Dq0 modelling and parameterization of small delta connected pm synchronous machines
S Decker, S Foitzik, F Rehm, M Brodatzki… - 2020 International …, 2020 - ieeexplore.ieee.org
This paper presents an extended dq0-model for small delta-connected Permanent Magnet
Synchronous Machines (PMSM), the design of a prototype and the parameterization of the …
Synchronous Machines (PMSM), the design of a prototype and the parameterization of the …