Model to Optimize the Management of Strategic Projects Using Genetic Algorithms in a Public Organization


Abstract:

Public organizations lack adequate models and methods to efficiently support and manage processes related to information security and IT investments. The objective is to optimize the management of strategic projects planned to improve the information security of a public organization and make efficient use of its available resources. The deductive method and exploratory research were used to review and analyze the available information. A mathematical model resulted that optimizes two objectives: (1) minimizing the costs of the strategic projects to be executed, and (2) maximizing the percentage of improvement in the organization’s information security. According to the result of the simulation, a subset of planned strategic projects was obtained that allows improving the information security of a public organization from 84.64% to 92.20%, considering the budgetary limitations of the organization. It was concluded that the proposed model is efficient, practical and can be a support tool for the IT management of a public organization.

Año de publicación:

2022

Keywords:

  • Genetic Algorithm
  • mathematical model
  • NSGA-II
  • multi-objective optimization
  • BPNN
  • information security

Fuente:

scopusscopus

Tipo de documento:

Article

Estado:

Acceso abierto

Áreas de conocimiento:

  • Gestión
  • Algoritmo
  • Algoritmo

Áreas temáticas:

  • Programación informática, programas, datos, seguridad
  • Administración pública
  • Dirección general