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NSGA-II

NSGA-II is a very famous multi-objective optimization algorithm. I submitted an example previously and wanted to make this submission useful to others by creating it as a function. Even though this function is very specific to benchmark problems, with a little bit more modification this can be adopted for any multi-objective optimization.

Keywords for this software

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  • NSGA-II
  • multi-objective optimization
  • multiobjective optimization
  • variable mesh optimization
  • non-dominated sorting genetic algorithm II (NSGA-II)
  • transgenetic algorithms
  • closed-loop control
  • passive suspension system
  • vehicle dynamics
  • meta-heuristic optimization
  • biobjective traveling purchaser problem
  • Kriging
  • expected improvement
  • multiobjective decision making
  • portfolio selection
  • full-car model
  • permanent magnet synchronous motors (PMSM) servo system
  • evolutionary computation
  • optimal PID parameters
  • evolutionary algorithm
  • multiple objectives
  • evolutionary algorithms
  • NSGA II
  • hypervolume
  • ISO 8608
  • constraint handling
  • MOEA/D
  • structural multi-objective optimization
  • Gaussian process
  • probability of improvement

  • URL: www.mathworks.com/matl...
  • InternetArchive
  • Authors: Aravind Seshadri
  • Dependencies: Matlab

  • Add information on this software.


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References in zbMATH (referenced in 8 articles )

Showing results 1 to 8 of 8.
y Sorted by year (citations)

  1. Gaiardo Fossati, Giovani; Fleck Fadel Miguel, Letícia; Paucar Casas, Walter Jesus: Multi-objective optimization of the suspension system parameters of a full vehicle model (2019)
  2. Vargas, Dênis E. C.; Lemonge, Afonso C. C.; Barbosa, Helio J. C.; Bernardino, Heder S.: Differential evolution with the adaptive penalty method for structural multi-objective optimization (2019)
  3. Eftekharian, Seyedeh Elham; Shojafar, Mohammad; Shamshirband, Shahaboddin: 2-phase NSGA II: an optimized reward and risk measurements algorithm in portfolio optimization (2017)
  4. Salgueiro, Yamisleydi; Toro, Jorge L.; Bello, Rafael; Falcon, Rafael: Multiobjective variable mesh optimization (2017)
  5. Couckuyt, Ivo; Deschrijver, Dirk; Dhaene, Tom: Fast calculation of multiobjective probability of improvement and expected improvement criteria for Pareto optimization (2014)
  6. Xu, Qingyang; Zhang, Chengjin; Zhang, Li; Wang, Chaoyang: Multiobjective optimization of PID controller of PMSM (2014)
  7. Almeida, Carolina P.; Gonçalves, Richard A.: An experimental analysis of evolutionary heuristics for the biobjective traveling purchaser problem (2012)
  8. Mateo, Pedro M.; Alberto, Isolina: Re-implementing NSGA-II and SPEA2 using Pareto based operators (2010)

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    • Top MSC classes
      • 65 Numerical analysis
      • 68 Computer science
      • 90 Optimization
      • 91 Game theory, economics,...
      • 93 Systems theory; control

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