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Mechanistic models play a crucial role in algorithms for numerical problem-solving, particularly in nonlinear mixed effects modeling (NMEM). These models aim to minimize specific objective functions by evaluating various parameter estimates, leading to the development of systematic algorithms. In some cases, linearization techniques approximate the model using linear equations.
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Design Methodology for a Magnetic Levitation System Based on a New Multi-Objective Optimization Algorithm.

Igor Reznichenko1, Primož Podržaj1

  • 1Faculty of Mechanical Engineering, University of Ljubljana, 1000 Ljubljana, Slovenia.

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|January 21, 2023
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Summary

This study introduces a new multi-objective (MO) optimization algorithm for mechanical system control, avoiding order reduction. The novel MO approach enhances closed-loop performance and robustness in systems like magnetic levitation.

Keywords:
controller tuningmagnetic field sensorsmagnetic levitationmulti-optimization algorithmsystem design

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Area of Science:

  • Control Engineering
  • Mechanical Systems
  • Optimization Techniques

Background:

  • Multi-objective (MO) optimization enhances closed-loop performance and robustness.
  • Current MO applications in control engineering often rely on simplified system models (first or second order).
  • A gap exists for MO optimization methods applicable to complex mechanical systems without order reduction.

Purpose of the Study:

  • To propose a novel multi-objective (MO) optimization algorithm for mechanical system design and control.
  • To develop a method that bypasses the need for order reduction techniques.
  • To demonstrate the algorithm's efficacy on a challenging case study.

Main Methods:

  • Developed a new multi-objective (MO) optimization algorithm.
  • Determined controller parameters via rapid analysis of simulated transient responses.
  • Applied the algorithm to a magnetic levitation system, addressing nonlinearity and sensor complexities.

Main Results:

  • The proposed MO algorithm successfully designed controllers without order reduction.
  • Addressed challenges including magnetic force nonlinearity and dual magnetic field sensor integration.
  • Simulations and experiments validated the algorithm's effectiveness compared to existing MO methods.

Conclusions:

  • The novel MO optimization algorithm offers a viable approach for complex mechanical system control.
  • The method provides improved performance and robustness without requiring model simplification.
  • This technique is suitable for real-world applications, as demonstrated by the magnetic levitation case study.