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Air Combat Flight Action Recognition Based on Improved Support Vector Regression
Qingli LIU, Rui LI, Chenhao QIAO
Modern Defense Technology    2024, 52 (1): 49-56.   DOI: 10.3969/j.issn.1009-086x.2024.01.007
Abstract36)   HTML3)    PDF (1043KB)(62)       Save

Aiming at the problem of low recognition accuracy due to the increasing complexity of aircraft flight movements in air combat, this paper proposes an air combat flight situation recognition method based on enhanced support vector regression. The sparrow search algorithm is improved by using pinhole imaging and chaos initialization. The improved sparrow algorithm is used to optimize the support vector regression algorithm, which is specifically represented by the optimisation of the parameters of the Gaussian kernel function in the support vector regression algorithm. The optimized support vector regression algorithm is used to identify aircraft movements.Five basic flight actions and complex flight actions are used to verify the recognition accuracy of the method. Simulation shows that the optimised support vector regression algorithm improves the average recognition rate of basic flight manoeuvres by at least 2.2%, and the average recognition rate of complex flight action by at least 3.7%, compared with the traditional support vector regression algorithm, fuzzy support vector machine algorithm, traditional clustering algorithm, and neural network algorithm.

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Integrated Support Design Method of Weapons Based on Health Management
Yanjun QI, Yufeng WANG, Rui LI
Modern Defense Technology    2023, 51 (5): 104-109.   DOI: 10.3969/j.issn.1009-086x.2023.05.013
Abstract44)   HTML3)    PDF (2061KB)(92)       Save

Guided by precise support, this paper proposes the concept of integrated support design of weapons based on health management and analyzes the relationship between precise support and health management of weapons. The traditional design process of integrated support is summarized according to the current design steps of integrated support of weapons, and its shortcomings in the context of demand for precise support are proposed. Finally, this paper proposes the design method and process of integrated support based on health management, and the traditional design process is compared with the design process based on health management, which provides support for the subsequent integrated support design of weapons.

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