Optimization of Sensor Placement for a Measurement System for the Determination of Local Magnetic Material Properties

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Abstract

The aim of this work is to optimize the sensor positions of a sensor–actuator measurement system for identifying local variations in the magnetic permeability of cut steel sheets. Before solving the actual identification problem, i.e., finding the material distribution, the sensor placement of the measurement setup should be improved in order to reduce the uncertainty of the identification of the material distribution. The Fisher information matrix (FIM), which allows one to quantify the amount of information that the measurements carry about the unknown parameters, is used as the main metric for the objective function of this design optimization. The forward problem is solved by the finite element method. The results show that the proposed method is able to find optimal sensor positions as well as the minimum number of sensors to achieve a desired maximum parameter uncertainty.
Original languageEnglish
Article number2220
JournalMathematics
Volume12
Issue number14
DOIs
Publication statusPublished - 16 Jul 2024

Keywords

  • Fisher information
  • magnetic material properties
  • parameter identification
  • sensor placement optimization

ASJC Scopus subject areas

  • Computer Science (miscellaneous)
  • Engineering (miscellaneous)
  • General Mathematics

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