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Izvestiya SFedU
Engineering sciences
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ISSN 1999-9429 print
ISSN 2311-3103 online
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  • AN EVOLUTIONARY ALGORITHM FOR SOLVING THE DISPATCHING PROBLEM

    V. V. Kureichik, A. E. Saak, Vl.Vl. Kureichik
    2021-07-18
    Abstract ▼

    The paper considers one of the most important optimization tasks – the dispathing task that belongs
    to the class of NP-complex optimization problems. The paper presents the formulation of this
    problem. In Grid systems the array of users' requests for computer services is modelled by an extended
    linear polyhedral of coordinate resource rectangles. In this case, dispatching is represented
    by the localization of a linear polyhedron in the envelope of the area of computational and
    time resources of the system according to the multipurpose criterion of the quality of the applied
    assignment. Due to the complexity of this problem, the authors propose methods of evolutionary
    modelling for its effective solution and describe a modified evolutionary search architecture.
    Three additional blocks are introduced as a modification. This is a block of "external environment",
    a block of evolutionary adaptation and a block of "unpromising solutions." The authors
    have developed a modified evolutionary algorithm that uses the Darwin’s and Lamarck’s evolution
    models. This makes it possible to significantly reduce the time for obtaining the result, partially
    solve the problem of premature convergence of the algorithm, and obtain sets of quasi-optimal
    solutions in polynomial time. A software module has been developed in the C # language. A computational
    experiment has carried out on test examples and shown that the quality of solutions
    obtained on the basis of the developed evolutionary algorithm is, on average, 5 percent higher
    than the results of solutions obtained using the known algorithms of sequential, initial-ring and
    level at comparable time, which indicates the effectiveness of the proposed approach.

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