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An optimization method for aviation spare parts configuration based on artificial bee colony algorithm

An artificial bee colony algorithm and configuration optimization technology, applied in computing, artificial life, computing models, etc., can solve the problems of reducing spare parts guarantee probability and equipment combat readiness, slow convergence speed, and complicated optimization process, so as to avoid falling into local problems. The possibility of the optimal solution, increasing the probability of finding the optimal solution, and the effect of fast convergence

Active Publication Date: 2021-07-09
XIAN AIRCRAFT DESIGN INST OF AVIATION IND OF CHINA
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AI Technical Summary

Problems solved by technology

The current aviation spare parts support work relies too much on the experience of managers for extensive management, which cannot meet the requirements of precise support
If there is too much spare parts inventory, the probability of spare parts guarantee is easy to guarantee, but a lot of guarantee funds are wasted; if the spare parts inventory is too small, the probability of spare parts guarantee and the integrity of equipment combat readiness will be significantly reduced
Therefore, how to reasonably determine the demand quantity of aviation spare parts and the configuration of different types of spare parts will directly affect the superiority of the supply guarantee system, and further affect the combat readiness and support costs of aviation equipment
The allocation of aviation spare parts is a relatively complex multi-constraint, nonlinear combinatorial optimization problem. The optimization process is very complicated, the calculation scale is large, the convergence speed is slow, and it is easy to fall into the local optimal solution.

Method used

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  • An optimization method for aviation spare parts configuration based on artificial bee colony algorithm
  • An optimization method for aviation spare parts configuration based on artificial bee colony algorithm
  • An optimization method for aviation spare parts configuration based on artificial bee colony algorithm

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[0026] In order to make the objectives, technical solutions and advantages of the present invention clearer, the technical solutions in the embodiments of the present invention will be described in more detail below in conjunction with the drawings in the embodiments of the present invention. In the drawings, the same or similar reference numerals denote the same or similar elements or elements having the same or similar functions throughout. The described embodiments are some, but not all, embodiments of the invention. The embodiments described below by referring to the figures are exemplary and are intended to explain the present invention and should not be construed as limiting the present invention. Based on the embodiments of the present invention, all other embodiments obtained by persons of ordinary skill in the art without creative efforts fall within the protection scope of the present invention. Embodiments of the present invention will be described in detail below ...

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Abstract

The invention discloses an aviation spare part configuration optimization method based on an artificial bee colony algorithm, and belongs to the technical field of aviation spare part configuration. First construct the objective function fit=P / C, where C represents the total cost of purchasing and storing aviation spare parts, P represents the probability of equipment spare parts guarantee, and set the optimization function, then set the number of iterations, and use artificial bee colony algorithm Iterate to obtain the configuration quantities of various spare parts. The artificial bee colony algorithm adopted in the present invention not only has fast convergence speed, strong robustness, and is easy to implement, but also performs global and local searches in each iterative optimization process, increasing the probability of finding the optimal solution, and also to a certain extent The possibility of falling into a local optimal solution is avoided.

Description

technical field [0001] The invention belongs to the technical field of aviation spare parts configuration, and in particular relates to an optimization method for the configuration of aviation spare parts based on an artificial bee colony algorithm. Background technique [0002] Reasonable aviation spare parts configuration is an important factor to ensure the normal training and combat readiness of aviation equipment and restore the combat effectiveness of equipment after failure. The current aviation spare parts support work relies too much on the experience of managers for extensive management, which cannot meet the requirements of precise support. If there is too much spare parts inventory, the probability of spare parts support is easy to guarantee, but a lot of support funds are wasted; if the spare parts inventory is too small, the probability of spare parts support and the integrity of equipment combat readiness will be significantly reduced. Therefore, how to reaso...

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Application Information

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Patent Type & Authority Patents(China)
IPC IPC(8): G06Q10/04G06Q10/08G06N3/00
CPCG06N3/006G06Q10/04G06Q10/087
Inventor 朱威仁张九民
Owner XIAN AIRCRAFT DESIGN INST OF AVIATION IND OF CHINA