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Inference method of SAR equipment task failure cause based on texture feature transformation

A technology of texture features and inference methods, applied in inference methods, complex mathematical operations, instruments, etc., can solve problems such as inappropriate reasoning requirements for failure causes, complex algorithms, and low measurement accuracy.

Active Publication Date: 2022-03-25
UNIV OF ELECTRONICS SCI & TECH OF CHINA
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  • Description
  • Claims
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Problems solved by technology

[0003] Most of the current task failure cause reasoning methods are reasoning methods based on fault diagnosis, which are mainly aimed at locating hardware faults of SAR equipment, and are not suitable for failure cause reasoning requirements for task completion.
At the same time, most fault diagnosis methods always try to adjust and optimize the method, while ignoring the importance of features, which makes the algorithm biased towards complexity and low measurement accuracy

Method used

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  • Inference method of SAR equipment task failure cause based on texture feature transformation
  • Inference method of SAR equipment task failure cause based on texture feature transformation
  • Inference method of SAR equipment task failure cause based on texture feature transformation

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Embodiment Construction

[0033] Specific embodiments of the present invention will be described below in conjunction with the accompanying drawings, so that those skilled in the art can better understand the present invention. It should be noted that in the following description, when detailed descriptions of known functions and designs may dilute the main content of the present invention, these descriptions will be omitted here.

[0034] figure 1 It is a flow chart of a specific embodiment of the SAR equipment task failure reasoning method based on texture feature transformation in the present invention.

[0035] In this example, if figure 1 As shown, the SAR equipment task failure reasoning method based on texture feature transformation of the present invention is characterized in that it comprises the following steps:

[0036] Step S1: Collect SAR image data of known anomaly types and normal image data

[0037] Collect SAR image data of K types of terrain, each type of terrain SAR image data inc...

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Abstract

The invention discloses a SAR equipment task failure reasoning method based on texture feature transformation, which adopts an optimal classification decision tree model and adopts a texture feature transformation method to transform the abnormal image texture feature into its normal image texture feature transformation The difference is normalized, thereby enhancing the accuracy of the optimal classification decision tree model for abnormal image classification. At the same time, modeling based on image texture feature transformation and optimal classification decision tree overcomes the problem of poor training model effect using different terrain SAR image data, and effectively improves the accuracy of SAR equipment task failure cause reasoning.

Description

technical field [0001] The invention belongs to the technical field of SAR equipment support, and more specifically relates to a reasoning method for SAR equipment task failure causes based on texture feature transformation. Background technique [0002] In recent years, with the continuous update of airborne SAR equipment and the continuous injection of high-end technology, airborne SAR equipment tends to be complex, highly integrated and highly intelligent. At the same time, airborne SAR equipment reflects mission failures during use but does not detect obvious hardware failures. Therefore, there is an urgent need for a failure cause reasoning method oriented to mission completion. [0003] Most of the current task failure cause reasoning methods are reasoning methods based on fault diagnosis, which are mainly aimed at locating hardware faults of SAR equipment, and are not suitable for failure cause reasoning requirements for task completion. At the same time, most fault ...

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Application Information

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Patent Type & Authority Patents(China)
IPC IPC(8): G06V10/70G06V10/77G06V10/774G06V10/764G06N5/04G06F17/16G06K9/62
CPCG06N5/046G06F17/16G06F18/213G06F18/24323G06F18/214
Inventor 邹见效唐健雄凡时财徐红兵
Owner UNIV OF ELECTRONICS SCI & TECH OF CHINA