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Transfer equipment consumption optimal combination prediction method based on uncertain weight

A technology of optimal combination and forecasting method, applied in forecasting, instrumentation, data processing applications, etc., can solve problems such as the lack of systematic research on turnover equipment consumption combination forecasting, and achieve good forecasting effects, simple calculations, and easy promotion and application Effect

Pending Publication Date: 2022-05-27
中国人民解放军海军航空大学青岛校区
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Problems solved by technology

[0004] It can be seen from the above that although there are many researches on the forecasting method of aviation material consumption combination, there is no systematic study on the report on the consumption combination forecasting of turnover materials.

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  • Transfer equipment consumption optimal combination prediction method based on uncertain weight
  • Transfer equipment consumption optimal combination prediction method based on uncertain weight
  • Transfer equipment consumption optimal combination prediction method based on uncertain weight

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Embodiment Construction

[0058] Hereinafter, the present invention will be specifically described through exemplary embodiments. It should be understood, however, that elements, structures and features of one embodiment may be beneficially combined in other embodiments without further recitation.

[0059] The present invention provides a method for predicting the optimal combination of consumption of revolving equipment based on uncertain weights, which includes the following steps:

[0060] S1. Adopt three-term moving average method, four-term moving average method, one exponential smoothing method, two exponential smoothing method, three exponential smoothing method, grey system forecasting method and univariate regression analysis method to construct a single forecasting model respectively.

[0061] Specifically, the method of constructing a single-item prediction model using the three-term moving average method is as follows:

[0062] Set the consumption number y of the turnover equipment over the ...

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Abstract

The invention relates to a turnover equipment consumption optimal combination prediction method based on an uncertain weight. The method comprises the following steps: respectively constructing single prediction models by adopting a three-term moving average method, a four-term moving average method, a primary exponential smoothing method, a secondary exponential smoothing method, a cubic exponential smoothing method, a grey system prediction method and a unary regression analysis method; constructing a combined prediction model by using different numbers of single prediction models; performing optimization combination on the seven different single prediction models, comparing weighting coefficients which are respectively solved by adopting an arithmetic average method, a simple weighted average method and a quadratic programming method, and selecting an optimal weighting coefficient as a weighting coefficient of the combined model; and comprehensively evaluating the combined prediction model by adopting the error sum of squares, the mean square error and the Hille unequal coefficient, selecting one group with the minimum prediction error as an optimal combined prediction model, and predicting the consumption of the turnover equipment according to the optimal combined prediction model. The method is high in precision of predicting the consumption quantity of the turnover equipment.

Description

technical field [0001] The invention belongs to the technical field of maintenance of aviation equipment, relates to the prediction technology of the consumption of revolving equipment, and in particular relates to a method for predicting the optimal combination of consumption of revolving equipment based on uncertain weights. Background technique [0002] Turnover equipment refers to equipment that is guaranteed for daily supply. There are many types and quantities of revolving equipment, and it also takes up a lot of aviation material support funds. How to accurately predict the consumption of revolving equipment has always been the focus and difficulty of aviation material support work. At present, the existing single prediction methods have certain deficiencies in the prediction accuracy of turnover equipment consumption, which will produce large prediction errors, while the combined prediction method is not sensitive to a single poor prediction method, which can improve...

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06Q10/04G06Q10/00G06F17/18
CPCG06Q10/04G06Q10/20G06F17/18Y02P90/30
Inventor 郭峰柴林李琨魏宇坤周伟熊天霞张鑫宇
Owner 中国人民解放军海军航空大学青岛校区
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