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. 2023 Jun 28;8(3):278. doi: 10.3390/biomimetics8030278

Table 11.

Advantages and disadvantages of artificial immune system algorithm.

Algorithm Advantages Disadvantages
Artificial Immune System
(AIS)
  • good for upscaled and complex optimization problems

  • parallelizable

  • good for finding global optima while avoiding becoming stuck in local optima

  • able to learn from search space and self-improve accordingly

  • robust to noisy environments

  • ensures diversity of solutions

  • good for dynamic problems and pattern recognition

  • can be computationally complex and expensive

  • lack of solid theoretical foundation

  • challenging understanding and analysis

  • complex and time-consuming parameter tuning

  • applicable to a relatively narrow range of problems