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

Publikation: Beiträge in SammelwerkenAufsätze in KonferenzbändenForschungbegutachtet

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.
OriginalspracheEnglisch
Titel15th European Workshop on Advanced Control and Diagnosis (ACD 2019) : Proceedings of the Workshop Held in Bologna, Italy, on November 21–22, 2019
HerausgeberElena Zattoni, Silvio Simani , Giuseppe Conte
Anzahl der Seiten13
ErscheinungsortCham, Switzerland
VerlagSpringer Nature Switzerland AG
Erscheinungsdatum2022
Seiten815-827
ISBN (Print)978-3-030-85317-4
ISBN (elektronisch)978-3-030-85318-1
DOIs
PublikationsstatusErschienen - 2022
VeranstaltungConference - 15th European Workshop on Advanced Control and Diagnosis (ACD 2019) - Alma Mater Studiorum, Bologna, Italien
Dauer: 21.11.201922.11.2019
Konferenznummer: 15

Zugehörige Aktivitäten

Presseberichte

DOI

Zuletzt angesehen

Publikationen

  1. TextGraphs 2024 Shared Task on Text-Graph Representations for Knowledge Graph Question Answering
  2. Fast, Fully Automated Analysis of Voriconazole from Serum by LC-LC-ESI-MS-MS with Parallel Column-Switching Technique
  3. Using learning protocols for knowledge acquisition and problem solving with individual and group incentives
  4. The Influence of Note-taking on Mathematical Solution Processes while Working on Reality-Based Tasks
  5. Predicting the Difficulty of Exercise Items for Dynamic Difficulty Adaptation in Adaptive Language Tutoring
  6. Effectiveness of a guided multicomponent internet and mobile gratitude training program - A pragmatic randomized controlled trial
  7. A Review of Latent Variable Modeling Using R - A Step-by-Step-Guide
  8. An Orthogonal Wavelet Denoising Algorithm for Surface Images of Atomic Force Microscopy
  9. Stability analysis of a linear model predictive control and its application in a water recovery process
  10. Supporting the Development and Realization of Data-Driven Business Models with Enterprise Architecture Modeling and Management
  11. Building a process layer for business applications using the blackboard pattern
  12. Expertise in research integration and implementation for tackling complex problems
  13. Comparing the Sensitivity of Social Networks, Web Graphs, and Random Graphs with Respect to Vertex Removal
  14. Binary Random Nets I
  15. Partitioned beta diversity patterns of plants across sharp and distinct boundaries of quartz habitat islands
  16. Efficient Order Picking Methods in Robotic Mobile Fulfillment Systems
  17. Guest Editorial Special Issue on Sensors in Machine Vision of Automated Systems
  18. Data-driven and physics-based modelling of process behaviour and deposit geometry for friction surfacing
  19. Machine Learning and Knowledge Discovery in Databases
  20. Four Methods to Distinguish between Fractal Dimensions in Time Series through Recurrence Quantification Analysis
  21. The elicitation process in developing of case library for Case-Based Reasoner system whilst consideration for validating electronic communication technologies
  22. Eliciting Learner Perceptions of Web 2.0 Tasks through Mixed-Methods Classroom Research
  23. Failure to Learn From Failure Is Mitigated by Loss-Framing and Corrective Feedback
  24. A general structural property in wavelet packets for detecting oscillation and noise components in signal analysis
  25. Constructs for Assessing Integrated Reports-Testing the Predictive Validity of a Taxonomy for Organization Size, Industry, and Performance
  26. Overcoming Multi-legacy Application Challenges through Building Dynamic Capabilities for Low-Code Adoption
  27. Mechanical performance prediction for friction riveting joints of dissimilar materials via machine learning
  28. Switching between reading tasks leads to phase-transitions in reading times in L1 and L2 readers
  29. Making an Impression Through Openness
  30. Continuous and Discrete Concepts for Detecting Transport Barriers in the Planar Circular Restricted Three Body Problem
  31. Q-Adaptive Control of the nonlinear dynamics of the cantilever-sample system of an Atomic Force Microscope