• DocumentCode
    3297636
  • Title

    Thermal Unit Commitment using improved ant colony optimization algorithm via Lagrange multipliers

  • Author

    Nascimento, F.R. ; Silva, Ivo C. ; Oliveira, Edimar J. ; Dias, B.H. ; Marcato, Andre L. M.

  • Author_Institution
    Electr. Eng., Fed. Univ. of Juiz de Fora, Juiz de Fora, Brazil
  • fYear
    2011
  • fDate
    19-23 June 2011
  • Firstpage
    1
  • Lastpage
    5
  • Abstract
    This article proposes the use of Lagrange multipliers associated with discrete variables of the Thermal Unit Commitment problem as a source of information for the ant colony algorithm. To achieve this, the discrete variables that are inherent to the problem are mitigated through a sigmoid function. By doing so, the non-linear optimization issue is solved through the use of the primal-dual interior-point method, generating Lagrange multipliers associated to the ON/OFF decision variables as subproducts which are used to draw up a list of priorities, where part of the colony will make use of this information in the search for solutions. The results obtained show that the information taken into consideration significantly improves the efficiency of the colony search process.
  • Keywords
    nonlinear programming; power generation dispatch; power generation scheduling; search problems; thermal power stations; Lagrange multipliers; ON-OFF decision variables; ant colony optimization algorithm; colony search process; discrete variables; nonlinear optimization issue; primal-dual interior-point method; sigmoid function; thermal unit commitment; Ant colony optimization; Convergence; Educational institutions; Equations; Genetic algorithms; Optimization; Particle swarm optimization; Ant Colony Algorithms; Lagrange multipliers; Unit Commitment;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    PowerTech, 2011 IEEE Trondheim
  • Conference_Location
    Trondheim
  • Print_ISBN
    978-1-4244-8419-5
  • Electronic_ISBN
    978-1-4244-8417-1
  • Type

    conf

  • DOI
    10.1109/PTC.2011.6019169
  • Filename
    6019169