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A Self-Learning Solution for Torque Ripple Reduction for Nonsinusoidal Permanent-Magnet Motor Drives Based on Artificial Neural Networks

https://doi.org/10.1109/tie.2013.2257136
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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

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Adaptive inverse control
inferredcites →https://doi.org/10.1049/ip-b.1984.0013openalex-snapshot
Influence of motor design and feed-current waveform on torque ripple in brushless DC drives
inferredcites →https://doi.org/10.1049/ip-b.1993.0032openalex-snapshot
Design of currents to reduce torque ripple in brushless permanent magnet motors
inferredcites →https://doi.org/10.1049/ip-epa:19941474openalex-snapshot
Torque harmonics minimisation in permanent magnet synchronous motor with back EMF estimation
inferredcites →https://doi.org/10.1080/09398368.2002.11463507openalex-snapshot
Extension of the Park’s Transformation Applied to Non – Sinusoidal Saturated Synchronous Motors
inferredcites →https://doi.org/10.1109/20.250806openalex-snapshot
Compensation of permanent magnet motors torque ripple by means of current supply waveshapes control determined by finite element method
inferredcites →https://doi.org/10.1109/28.259725openalex-snapshot
Permanent-magnet synchronous motors: a comprehensive approach to cogging torque suppression
inferredcites →https://doi.org/10.1109/28.833772openalex-snapshot
Rotating vector methods for smooth torque control of a switched reluctance motor drive
inferredcites →https://doi.org/10.1109/41.293899openalex-snapshot
Minimum torque ripple, maximum efficiency excitation of brushless permanent magnet motors
inferredcites →https://doi.org/10.1109/41.491356openalex-snapshot
Pulsating torque minimization techniques for permanent magnet AC motor drives-a review
inferredcites →https://doi.org/10.1109/41.633471openalex-snapshot
Experimental nonlinear torque control of a permanent-magnet synchronous motor using saliency
inferredcites →https://doi.org/10.1109/60.815026openalex-snapshot
Optimal current control strategies for surface-mounted permanent-magnet synchronous machine drives
inferredcites →https://doi.org/10.1109/60.900501openalex-snapshot
Influence of design parameters on cogging torque in permanent magnet machines
inferredcites →https://doi.org/10.1109/81.285694openalex-snapshot
Design of the most efficient excitation for a class of electric motor
inferredcites →https://doi.org/10.1109/apwam.1993.316180openalex-snapshot
Autonomous torque ripple compensation of DD motor by torque observer
inferredcites →https://doi.org/10.1109/iecon.1992.254563openalex-snapshot
Minimization of torque ripple in permanent magnet motors: a closed form solution
inferredcites →https://doi.org/10.1109/iecon.1995.483837openalex-snapshot
A Park-like transformation for the study and the control of a nonsinusoidal brushless DC motor
inferredcites →https://doi.org/10.1109/iecon.2010.5675274openalex-snapshot
A comparative experimental study of neural and conventional controllers for an active power filter
inferredcites →https://doi.org/10.1109/iemdc.2003.1211287openalex-snapshot
Magnet configurations and current control for high torque to current ratio in interim permanent magnet synchronous motors
inferredcites →https://doi.org/10.1109/isic.1993.397732openalex-snapshot
Adaptive inverse control
inferredcites →https://doi.org/10.1109/tec.2003.816601openalex-snapshot
Mathematical and experimental method to obtain the inverse modeling of nonsinusoidal and saturated synchronous reluctance motors
inferredcites →https://doi.org/10.1109/tec.2004.837299openalex-snapshot
Simple Expressions for Optimal Current Waveforms for Permanent-Magnet Synchronous Machine Drives
inferredcites →https://doi.org/10.1109/tia.1986.4504787openalex-snapshot
Minimization of Torque Ripple in Brushless DC Motor Drives
inferredcites →https://doi.org/10.1109/tia.2002.803000openalex-snapshot
Controller-induced parasitic torque ripples in a PM synchronous motor
inferredcites →https://doi.org/10.1109/tia.2004.827469openalex-snapshot
Issues in Reducing the Cogging Torque of Mass-Produced Permanent-Magnet Brushless DC Motor
inferredcites →https://doi.org/10.1109/tia.2007.908160openalex-snapshot
Cogging Torque Reduction in Permanent Magnet Machines
inferredcites →https://doi.org/10.1109/tia.2008.2009653openalex-snapshot
Permanent-Magnet Synchronous Motor Magnet Designs With Skewing for Torque Ripple and Cogging Torque Reduction
inferredcites →https://doi.org/10.1109/tie.2006.888758openalex-snapshot
A Unified Artificial Neural Network Architecture for Active Power Filters
inferredcites →https://doi.org/10.1109/tie.2008.920643openalex-snapshot
An Optimal Control Technique for Multiphase PM Machines Under Open-Circuit Faults
inferredcites →https://doi.org/10.1109/tie.2010.2076413openalex-snapshot
A Simple Method to Reduce Torque Ripple in Direct Torque-Controlled Permanent-Magnet Synchronous Motor by Using Vectors With Variable Amplitude and Angle
inferredcites →https://doi.org/10.1109/tie.2011.2119454openalex-snapshot
A Vectorial Approach for Generation of Optimal Current References for Multiphase Permanent-Magnet Synchronous Machines in Real Time
inferredcites →https://doi.org/10.1109/tie.2011.2143379openalex-snapshot
Comparison of Analytical Models of Cogging Torque in Surface-Mounted PM Machines
inferredcites →https://doi.org/10.1109/tie.2011.2157278openalex-snapshot
Torque Ripple Reduction of the Torque Predictive Control Scheme for Permanent-Magnet Synchronous Motors
inferredcites →https://doi.org/10.1109/tie.2012.2186107openalex-snapshot
Remedial Injected-Harmonic-Current Operation of Redundant Flux-Switching Permanent-Magnet Motor Drives
inferredcites →https://doi.org/10.1109/tie.2012.2191756openalex-snapshot
New Method to Eliminate Commutation Torque Ripple of Brushless DC Motor With Minimum Commutation Time
inferredcites →https://doi.org/10.1109/tmag.2010.2044044openalex-snapshot
Optimization of Magnetic Pole Shifting to Reduce Cogging Torque in Solid-Rotor Permanent-Magnet Synchronous Motors
inferredcites →https://doi.org/10.1109/tmag.2011.2150742openalex-snapshot
A Technique of Torque Ripple Reduction in Interior Permanent Magnet Synchronous Motor
inferredcites →https://doi.org/10.1109/tpel.2003.820537openalex-snapshot
Torque Ripple Minimization in PM Synchronous Motors Using Iterative Learning Control
inferredcites →https://doi.org/10.1109/tpel.2005.857559openalex-snapshot
Torque-Ripple Reduction in PM Synchronous Motor Drives Using Repetitive Current Control

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Maximum-Torque-per-Ampere and Magnetization-State Control of a Variable-Flux Permanent Magnet Machine
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Inverse Models and Harmonics Compensation for Suppressing Torque Ripples of Multiphase Permanent Magnet Motor
inferred← citeshttps://doi.org/10.1109/tie.2019.2908591openalex-snapshot
An Indirect Testing Method for the Torque Ripple of Multiunit Permanent Magnet Synchronous Machines
inferred← citeshttps://doi.org/10.1109/tie.2019.2921289openalex-snapshot
ILC-Based Voltage Compensation Method for PMSM Sensorless Control Considering Inverter Nonlinearity and Sampling Current DC Bias
inferred← citeshttps://doi.org/10.1109/tie.2019.2922919openalex-snapshot
Motor Speed Signature Analysis for Local Bearing Fault Detection With Noise Cancellation Based on Improved Drive Algorithm
inferred← citeshttps://doi.org/10.1109/tie.2019.2962400openalex-snapshot
Speed Ripple Reduction of Direct-Drive PMSM Servo System at Low-Speed Operation Using Virtual Cogging Torque Control Method
inferred← citeshttps://doi.org/10.1109/tie.2020.3044807openalex-snapshot
An Online Torque Ripple Minimization Technique for IPMSM Drives: Fuzzy System-Based d-Axis Current Design Approach
inferred← citeshttps://doi.org/10.1109/tie.2020.3047058openalex-snapshot
Optimal Current Modeling and Identification for Fast and Efficient Torque Ripple Minimization of PMSM Using Theoretical and Experimental Models
inferred← citeshttps://doi.org/10.1109/tie.2021.3088361openalex-snapshot
Torque Ripple Suppression Based on Optimal Harmonic Current Injection in Dual Three-Phase PMSMs Under Magnetic Saturation
inferred← citeshttps://doi.org/10.1109/tie.2021.3125651openalex-snapshot
A Harmonic Injection Method Equivalent to the Resonant Controller for Speed Ripple Reduction of PMSM
inferred← citeshttps://doi.org/10.1109/tie.2022.3150113openalex-snapshot
Speed Fluctuation Mitigation Control for Variable Flux Memory Machine During Magnetization State Manipulations
inferred← citeshttps://doi.org/10.1109/tie.2022.3229379openalex-snapshot
Torque-Ripple Reduction of Permanent Magnet Synchronous Machine Drives Based on Novel Speed Harmonic Control at Low-Speed Operation
inferred← citeshttps://doi.org/10.1109/tie.2024.3395756openalex-snapshot
Online-Trained Radial Basis Function Neural Network Compensator for Current Harmonics Suppression of Electric Drives
inferred← citeshttps://doi.org/10.1109/tie.2025.3607991openalex-snapshot
An Improved Position Estimation Strategy for PMSM With Nonsinusoidal BEMF Based on Cascaded Adaptive Linear Neural Network
inferred← citeshttps://doi.org/10.1109/tie.2026.3675129openalex-snapshot
A PINN-Based Controller for Dual-Plane Voltage Predictive Control of Five-Phase PMSMs
inferred← citeshttps://doi.org/10.1109/tii.2014.2359620openalex-snapshot
Neural Speed Controller Trained Online by Means of Modified RPROP Algorithm
inferred← citeshttps://doi.org/10.1109/tii.2019.2898004openalex-snapshot
Model Predictive Direct Speed Control With Torque Oscillation Reduction for PMSM Drives
inferred← citeshttps://doi.org/10.1109/tii.2023.3272689openalex-snapshot
A Review of the State of the Art of Torque Ripple Minimization Techniques for Permanent Magnet Synchronous Motors
inferred← citeshttps://doi.org/10.1109/tmag.2017.2663319openalex-snapshot
Design of Permanent Magnet-Assisted Synchronous Reluctance Motor for Maximized Back-EMF and Torque Ripple Reduction
inferred← citeshttps://doi.org/10.1109/tmech.2015.2408255openalex-snapshot
Energy-Efficient and Fault-Tolerant Control of Multiphase Nonsinusoidal PM Synchronous Machines
inferred← citeshttps://doi.org/10.1109/tmech.2026.3687954openalex-snapshot
A High-Performance Modular Linear Actuator With Enhanced Compensation of Cogging Torque and Friction
inferred← citeshttps://doi.org/10.1109/tpel.2017.2695440openalex-snapshot
Torque Ripple Modeling and Minimization for Interior PMSM Considering Magnetic Saturation
inferred← citeshttps://doi.org/10.1109/tpel.2017.2711098openalex-snapshot
Torque Ripple Minimization of PMSM Based on Robust ILC Via Adaptive Sliding Mode Control
inferred← citeshttps://doi.org/10.1109/tpel.2017.2738613openalex-snapshot
Practical Testing Solutions to Optimal Stator Harmonic Current Design for PMSM Torque Ripple Minimization Using Speed Harmonics
inferred← citeshttps://doi.org/10.1109/tpel.2018.2810542openalex-snapshot
Integrated Traction/Charge/Air Compression Supply Using Three-Phase Split-Windings Motor for Electric Vehicles
inferred← citeshttps://doi.org/10.1109/tpel.2018.2876607openalex-snapshot
Multiple Reference Frame Based Torque Ripple Minimization for PMSM Drive Under Both Steady-State and Transient Conditions
inferred← citeshttps://doi.org/10.1109/tpel.2020.2997088openalex-snapshot
Minimization of Additional High-Frequency Torque Ripple for Square-Wave Voltage Injection IPMSM Sensorless Drives
inferred← citeshttps://doi.org/10.1109/tpel.2020.3016713openalex-snapshot
A New Load Adaptive Identification Method Based on an Improved Sliding Mode Observer for PMSM Position Servo System
inferred← citeshttps://doi.org/10.1109/tpel.2020.3024121openalex-snapshot
Order-domain-based Harmonic Injection Method for Multiple Speed Harmonics Suppression of PMSM
inferred← citeshttps://doi.org/10.1109/tpel.2021.3055143openalex-snapshot
Linear/Nonlinear Active Disturbance Rejection Switching Control for Permanent Magnet Synchronous Motors
inferred← citeshttps://doi.org/10.1109/tpel.2021.3097103openalex-snapshot
Transfer Mechanism Analysis of Injected Voltage Harmonic and its Effect on Current Harmonic Regulation in FOC PMSM
inferred← citeshttps://doi.org/10.1109/tpel.2021.3133793openalex-snapshot
Fault-Tolerant Control for Nonsinusoidal Multiphase Drives With Minimum Torque Ripple
inferred← citeshttps://doi.org/10.1109/tpel.2023.3307446openalex-snapshot
Active Disturbance Rejection Repetitive Control for Current Harmonic Suppression of PMSM
inferred← citeshttps://doi.org/10.1109/tpel.2024.3352588openalex-snapshot
Harmonic Current Optimization for Torque Ripple Reduction in Permanent Magnet Synchronous Machine Drives Based on Torque Ripple Surrogate Model
inferred← citeshttps://doi.org/10.1109/tpel.2024.3424790openalex-snapshot
A Deadbeat Predictive Current Harmonics Suppression Method for IPMSM Based on Quasi Proportional Resonant Control
inferred← citeshttps://doi.org/10.1109/tpel.2024.3507939openalex-snapshot
A Cross-Decoupled Current Harmonics Suppression Method for IPMSM Based on Notch Filter and Second-Order Generalized Integrator
inferred← citeshttps://doi.org/10.1109/tpel.2024.3510430openalex-snapshot
Torque Ripple Reduction of Permanent Magnet Synchronous Machine Drives With Tangential Vibration Acceleration Control
inferred← citeshttps://doi.org/10.1109/tpel.2025.3605206openalex-snapshot
Multielement Disturbance Observer for Separately Estimating Periodic and Nonperiodic Disturbances in PMSM Control Systems
inferred← citeshttps://doi.org/10.1109/tte.2018.2810707openalex-snapshot
Multicriteria PM Motor Design Based on ANFIS Evaluation of EV Driving Cycle Efficiency
inferred← citeshttps://doi.org/10.1109/tte.2020.3034044openalex-snapshot
Approximate Dynamic Programming Vector Controllers for Operation of IPM Motors in Linear and Overmodulation Regions
inferred← citeshttps://doi.org/10.1109/tte.2022.3219092openalex-snapshot
Torque Ripple Reduction of PMSM Based on Modified DBN-DNN Surrogate Model
inferred← citeshttps://doi.org/10.1109/tte.2023.3328196openalex-snapshot
Torsional Vibration Analysis and Optimization Design of the Surface PM Synchronous Machine With Reduced Torque Ripple
inferred← citeshttps://doi.org/10.1109/tte.2023.3337771openalex-snapshot
Comparative Study on Torque Ripple Reduction Considering Minimum Losses for Synchronous Reluctance Motor Drives
inferred← citeshttps://doi.org/10.1109/tte.2025.3550169openalex-snapshot
Torque Ripple Mitigation Strategy for Bearingless Flux-Reversal Slice Motors Considering Rotor Eccentricity
inferred← citeshttps://doi.org/10.1109/tvt.2020.3013414openalex-snapshot
Mitigating the Torque Ripple in Electric Traction Using Proportional Integral Resonant Controller
inferred← citeshttps://doi.org/10.1109/vppc.2017.8330878openalex-snapshot
Comparison of Torque Ripple Reductions and Copper Losses of Three Synchronous Reluctance Machines
inferred← citeshttps://doi.org/10.1142/s1758825125500401openalex-snapshot
Study on the Dynamic Characteristics of Planetary Gear System Considering Motor Torque Ripple and Suppression Strategy
inferred← citeshttps://doi.org/10.1155/2023/1345792openalex-snapshot
Comprehensive Overview of Modern Controllers for Synchronous Reluctance Motor
inferred← citeshttps://doi.org/10.11591/ijece.v10i2.pp1893-1904openalex-snapshot
Control of variable reluctance machine (8/6) by artificiel intelligence techniques
inferred← citeshttps://doi.org/10.1177/00202940241270681openalex-snapshot
A position-free control strategy in the full speed domain based on an electro-hydraulic pump
inferred← citeshttps://doi.org/10.12915/pe.2014.06.20openalex-snapshot
Sterowanie adaptacyjne silnikiem PMSM z dowolnym rozkładem strumienia
inferred← citeshttps://doi.org/10.1371/journal.pone.0312946openalex-snapshot
Development of intelligent hybrid controller for torque ripple minimization in electric drive system with adaptive flux estimator: An experimental case study
inferred← citeshttps://doi.org/10.18280/jesa.550209openalex-snapshot
An Improved Sensorless Control of Induction Motor Using ADALINE: Theory and Experiment
inferred← citeshttps://doi.org/10.23919/icpe2023-ecceasia54778.2023.10213956openalex-snapshot
Estimation of SynRM Flux Saturation Model at Standstill using Artificial Neural Network
inferred← citeshttps://doi.org/10.24200/sci.2022.60312.6725openalex-snapshot
Torque ripple minimization in Consequent-Pole PM Machines using harmonic current injection
inferred← citeshttps://doi.org/10.30855/gmbd.0705061openalex-snapshot
An Approach For Reducing Torque Ripples on Permanent Magnet Synchronous Motors : Slitted Stator Core
inferred← citeshttps://doi.org/10.32508/stdj.v18i3.881openalex-snapshot
Generalized Vectorial Formalism – based multiphase series-connected motors control
inferred← citeshttps://doi.org/10.3390/app16063093openalex-snapshot
Extended State Observer-Assisted Fast Adaptive Extremum-Seeking Searching Interval Type-2 Fuzzy PID Control of Permanent Magnet Synchronous Motors for Speed Ripple Mitigation at Low-Speed Operation
inferred← citeshttps://doi.org/10.3390/electronics14112174openalex-snapshot
Torque Ripple Suppression Strategy Based on Online Identification of Flux Linkage Harmonics
inferred← citeshttps://doi.org/10.3390/electronics15061240openalex-snapshot
Torque Ripple Reduction in Surface-Mounted Permanent Magnet Machine with Model-Based Current Reference Control
inferred← citeshttps://doi.org/10.3390/en11010032openalex-snapshot
High-Precision Speed Control Based on Multiple Phase-Shift Resonant Controllers for Gimbal System in MSCMG
inferred← citeshttps://doi.org/10.3390/en11102786openalex-snapshot
Stabilization and Speed Control of a Permanent Magnet Synchronous Motor with Dual-Rotating Rotors
inferred← citeshttps://doi.org/10.3390/en11113215openalex-snapshot
Torque Ripple Reduction for Switched Reluctance Motor with Optimized PWM Control Strategy
inferred← citeshttps://doi.org/10.3390/en13102534openalex-snapshot
Current Harmonics Controller for Reduction of Acoustic Noise, Vibrations and Torque Ripple Caused by Cogging Torque in PM Motors under FOC Operation
inferred← citeshttps://doi.org/10.3390/en14061583openalex-snapshot
Development of Three-Phase Permanent-Magnet Synchronous Motor Drive with Strategy to Suppress Harmonic Current
inferred← citeshttps://doi.org/10.3390/en14092615openalex-snapshot
Torque Ripple Reduction Method in a Multiphase PM Machine for No-Fault and Open-Circuit Fault-Tolerant Conditions
inferred← citeshttps://doi.org/10.3390/en14248302openalex-snapshot
Adaline-Based Control Schemes for Non-Sinusoidal Multiphase Drives–Part I: Torque Optimization for Healthy Mode
inferred← citeshttps://doi.org/10.3390/en15010249openalex-snapshot
Adaline-Based Control Schemes for Non-Sinusoidal Multiphase Drives—Part II: Torque Optimization for Faulty Mode
inferred← citeshttps://doi.org/10.3390/en15020607openalex-snapshot
Enhancement of Sensorless Control for Non-Sinusoidal Multiphase Drives-Part I: Operation in Medium and High-Speed Range
inferred← citeshttps://doi.org/10.3390/en15051838openalex-snapshot
Artificial Neural Network Based Optimal Feedforward Torque Control of Interior Permanent Magnet Synchronous Machines: A Feasibility Study and Comparison with the State-of-the-Art
inferred← citeshttps://doi.org/10.3390/en17112753openalex-snapshot
Torque Ripple Suppression in the 6/4 Variable Flux Reluctance Machine with Open Winding Configuration by Using Harmonic Injection
inferred← citeshttps://doi.org/10.3390/en18112858openalex-snapshot
An Improved Sliding Mode Control Using Disturbance Observer for Axial Permanent Magnet Synchronous Motor with Dual-Rotating Rotors
inferred← citeshttps://doi.org/10.3390/en9110923openalex-snapshot
Analysis and Speed Ripple Mitigation of a Space Vector Pulse Width Modulation-Based Permanent Magnet Synchronous Motor with a Particle Swarm Optimization Algorithm
inferred← citeshttps://doi.org/10.3390/jmse12030396openalex-snapshot
Multi-Parameter Fuzzy-Based Neural Network Sensorless PMSM Iterative Learning Control Algorithm for Vibration Suppression of Ship Rim-Driven Thruster
inferred← citeshttps://doi.org/10.3390/machines12040222openalex-snapshot
Active Torque Control for Speed Ripple Elimination: A Mechanical Perspective
inferred← citeshttps://doi.org/10.3390/s20082406openalex-snapshot
Torque Ripple Minimization of the Permanent Magnet Synchronous Machine by Modulation of the Phase Currents
inferred← citeshttps://doi.org/10.3390/s22093464openalex-snapshot
Iterative Learning-Based Negative Effect Compensation Control of Disturbance to Improve the Disturbance Isolation of System
inferred← citeshttps://doi.org/10.3390/su13020729openalex-snapshot
A Review of Synchronous Reluctance Motor-Drive Advancements
inferred← citeshttps://doi.org/10.3390/wevj14040092openalex-snapshot
Smooth Speed Control of Permanent Magnet Synchronous Machine Using Back Propagation Neural Network
inferred← citeshttps://doi.org/10.36227/techrxiv.16782748openalex-snapshot
Artificial Intelligence in Electric Machine Drives: Advances and Trends
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Artificial Intelligence in Electric Machine Drives: Advances and Trends
inferred← citeshttps://doi.org/10.46657/ajresd.2019.1.2.10openalex-snapshot
Genetic Algorithm Tuned PI Controller on PMSM Direct Torque Control
inferred← citeshttps://doi.org/10.53316/sepoc2021.024openalex-snapshot
Finite Control-Set Model Predictive Torque Control of Nonsinusoidal PMSM: a Generalized Approach for Torque Ripple Mitigation and MTPA Operation
inferred← citeshttps://doi.org/10.5370/jeet.2016.11.2.425openalex-snapshot
Torque Ripple Minimization of PMSM Using Parameter Optimization Based Iterative Learning Control
inferred← citeshttps://doi.org/10.59277/rrst-ee.2023.68.1.9openalex-snapshot
COMPARISON OF THE VARIOUS CONTROLS OF THE SWITCHED RELUCTANCE MOTOR 12/8
inferred← citeshttps://doi.org/10.70675/4e722f06zcf3fz4d34zaa91zfdbf1c6db4bfopenalex-snapshot
Fault-tolerant control of non-sinusoidal multiphase permanent magnet synchronous machine drives under constraints on current and voltage for automotive applications
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