Quick Description

Programmer:shipit:: Zakaria Abdelmoiz DAHI.

About: This repositiory implements the binary variants of the algorithms devised and studied in [1] that solves the users' mobility tracking in cellular networks.

• [1] Z.A. Dahi, E. Alba, The grid-to-neighbourhood relationship in cellular GAs: from design to solving complex problems. Soft Comput 24, 3569–3589 (2020). https://doi.org/10.1007/s00500-019-04125-w

How 📗

• Depending on what you want to study or used, you can navigate to the folder Fitness for running the algorithms or ratio for studying the ratio evolution.
• Then, depending on the type of replacemnt you want o use, you can use either Synchronous or Asynchronous.
• Then, depending on the type of the variant you can run Online dynamic, Ofline dynamic or satic ones.
• Finally, depending on the adaption you can choose you variant Genotype, Phenotype, or Genotype and phenotype, Narrow to Square, Square to Narrow, Rectangular, Narrow and Squared.

Folders Hiearchy 📂

• Fitness: contains the code for solving the mobility tracking problem.

  • Asynchrnous: Contains the code of the variants using asynchronous replacement.
    • Preprogramed_Dynamic_Inline: for the inline adaptation.
      • Genotype: uses the genotype adaptation.
      • Phenotype: uses the phenotype adaptation.
      • Phenotype_Genotype: uses the phenotype and genotype adaptiations.
    • Preprogramed_Dynamic_Offline: for the offline adaptation.
      • Narrow_to_Square: for the narrow to square adaptation.
      • Squared_to_Narrow: for the square to narrow grid adaptation.
    • Static: Uses a static grid shape.
      • Narrow: for the narrow grid shape.
      • Rectangular: for the rectangular grid shape.
      • Squared: gor the squared grid shape.
  • Synchrnous: The same as for asynchrnous but this time when using the synchronous replacement.

• ratio:

  • Asynchrnous: Contains the code of the variants using asynchronous replacement.

    • Preprogramed_Dynamic_Inline: for the inline adaptation.
      • Genotype: uses the genotype adaptation.
      • Phenotype: uses the phenotype adaptation.
      • Phenotype_Genotype: uses the phenotype and genotype adaptiations.
    • Preprogramed_Dynamic_Offline: for the offline adaptation.
      • Narrow_to_Square: for the narrow to square adaptation.
      • Squared_to_Narrow: for the square to narrow grid adaptation.

  • Synchrnous: The same as for asynchrnous but this time when using the synchronous replacement.

  • Results: Once executed the results are stored in excel files with name Network_a_bxc, where a represent the ID of networks of such shape, b and c represent the number of cells in the width and height of the network.

Demo 🎥

• Please refer to the original paper HERE for more detailed results and discussions.