Analysis of Complexity Reduction in Kalman Filters Through Decoupling Control With Chattered Inputs in PMSM

Research output: Contributions to collected editions/worksArticle in conference proceedingsResearchpeer-review

Authors

The purpose of this paper is to investigate the idea that by implementing decoupling control algorithms in Permanent Magnet Synchronous Machine (PMSM) controllers, observers like extended Kalman filters (EKFs) can achieve an advantage in computational load. In particular, the KF is designed as a combined state and parameter estimator. The approach is based on the possibility to consider individual electrical current dynamics, together with key system parameters influencing their dynamics, i.e. their inductances Ld, Lq, which is enabled by a decoupling control. Even though the decoupled dynamics are linear, the resulting augmented subsystems, including the inductances as estimation variables, are nonlinear. Furthermore, the paper shows that high-frequency inputs, caused, for example, by control chattering, can enable the EKF-based estimation of the inductances by providing for a never-ending transient phase in the case of the decoupled variant. The computational advantage is ultimately achieved by reducing the complexity of the Kalman filters by around 75%. The results are validated using computer simulations of coupled as well as decoupled control systems, also demonstrating the benefits of chattery input voltages.
Original languageEnglish
Title of host publication15th European Workshop on Advanced Control and Diagnosis (ACD 2019) : Proceedings of the Workshop Held in Bologna, Italy, on November 21–22, 2019
EditorsElena Zattoni, Silvio Simani , Giuseppe Conte
Number of pages13
Place of PublicationCham, Switzerland
PublisherSpringer Nature Switzerland AG
Publication date2022
Pages815-827
ISBN (print)978-3-030-85317-4
ISBN (electronic)978-3-030-85318-1
DOIs
Publication statusPublished - 2022
EventConference - 15th European Workshop on Advanced Control and Diagnosis (ACD 2019) - Alma Mater Studiorum, Bologna, Italy
Duration: 21.11.201922.11.2019
Conference number: 15

Recently viewed

Publications

  1. Framework for the Parallelized Development of Estimation Tasks for Length, Area, Capacity and Volume in Primary School - A Pilot Study
  2. Using mixture distribution models to test the construct validity of the Physical Self-Description Questionnaire
  3. Adaptive and Dynamic Feedback Loops between Production System and Production Network based on the Asset Administration Shell
  4. Predicting the Difficulty of Exercise Items for Dynamic Difficulty Adaptation in Adaptive Language Tutoring
  5. Evaluation of Time/Phase Parameters in Frequency Measurements for Inertial Navigation Systems
  6. A Lightweight Simulation Model for Soft Robot's Locomotion and its Application to Trajectory Optimization
  7. Expertise in research integration and implementation for tackling complex problems
  8. Set-oriented numerical computation of rotation sets
  9. Machine Learning and Knowledge Discovery in Databases
  10. Building a process layer for business applications using the blackboard pattern
  11. Neural network-based adaptive fault-tolerant control for strict-feedback nonlinear systems with input dead zone and saturation
  12. N3 - A collection of datasets for named entity recognition and disambiguation in the NLP interchange format
  13. Anatomy of Haar Wavelet Filter and Its Implementation for Signal Processing
  14. Semantic Parsing for Knowledge Graph Question Answering with Large Language Models
  15. Simultaneous Constrained Adaptive Item Selection for Group-Based Testing
  16. Transformer with Tree-order Encoding for Neural Program Generation
  17. Development of a quality assurance framework for the open source development model
  18. Managing Business Process in Distributed Systems: Requirements, Models, and Implementation
  19. Analyzing different types of moderated method effects in confirmatory factor models for structurally different methods
  20. Vision-Based Deep Learning Algorithm for Detecting Potholes
  21. PLM ‑supported automated process planning and partitioning for collaborative assembly processes based on a capability analysis
  22. GPU-accelerated meshfree computational framework for modeling the friction surfacing process
  23. Dispatching rule selection with Gaussian processes
  24. Optimizing sampling of flying insects using a modified window trap
  25. Changing the Administration from within:
  26. Toward Application and Implementation of in Silico Tools and Workflows within Benign by Design Approaches
  27. Hierarchical trait filtering at different spatial scales determines beetle assemblages in deadwood
  28. A model predictive control for an aggregate actuator with a self-tuning initial condition procedure in combustion engines
  29. Robust Flatness Based Control of an Electromagnetic Linear Actuator Using Adaptive PID Controller
  30. A Review of Latent Variable Modeling Using R - A Step-by-Step-Guide
  31. An expert-based reference list of variables for characterizing and monitoring social-ecological systems
  32. Integration of laser scanning and projection speckle pattern for advanced pipeline monitoring