Method for fusing multi-physical-domain feature information

A feature information and fusion method technology, applied in the field of information processing, can solve the problem of uncertainty of feature information, achieve strong scalability and versatility, and solve the problem of multi-physical domain feature feature information fusion.

Active Publication Date: 2011-11-23
HUAZHONG UNIV OF SCI & TECH
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Problems solved by technology

[0006] The purpose of the present invention is to address the shortcomings of existing engineering information processing research methods, and provide a multi-physics domain feature information fusion method, which can not only solve the problem of feature information uncertainty in engineering, but also solve the multi-physics domain feature information fusion problem at the same time

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  • Method for fusing multi-physical-domain feature information

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Embodiment Construction

[0035] The present invention will be further described by taking the state monitoring of machine tool processing as an example.

[0036] See attached figure 2 ,

[0037] 1) Obtain the multi-physics domain feature information of machine tool processing

[0038] The dynamic signal of the machine tool processing process is tested by the sensor, and the observed feature information (vibration, noise, temperature, cutting force, cutting speed, cutting depth, etc.) A feature set that reflects the machining status of the machine tool or optimizes dynamic performance;

[0039] In this embodiment, the sensor is selected as the measuring tool for measuring characteristic information because it is used in the machining process of the machine tool.

[0040] 2) Each characteristic information value X of the machine tool processing characteristic information value i Convert to intervalized form

[0041] Considering the sensor error and the uncertainty in the measurement process, the o...

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Abstract

The invention discloses a method for fusing multi-physical-domain feature information, and the method comprises the following steps of: (1) obtaining required apriori information in an engineering event through a measuring tool, removing redundant information and obtaining an optimized feature information set; (2) converting each feature information value Xi in the optimized feature information into an interval form; (3) solving a broad sense Hidden Markov initial model; (4) obtaining an optimal model according to the obtained broad sense Hidden Markov initial model alpha; and (5) solving theoptimum broad sense Hidden Markov model of each single-physical-domain, after synthesizing combined broad sense interval, checking the propability distribution according to a coupling relationship among various single-physical-domain optimum model parameters, and finishing and obtaining the fusion of the multi-physical-domain feature information. The method can be used for establishing coupling relationship among the multi-physical-domain parameters in different engineering and effectively solving the fusion problem of the multi-physical-domain feature information.

Description

technical field [0001] The invention relates to the field of information processing, in particular to a method for fusing feature information of multiple physical domains. Background technique [0002] Multi-physical domain feature information fusion is the most important part of engineering information processing. It uses computer and other technologies to automatically analyze and synthesize all observation information to complete decision-making and estimation tasks. The fusion of multi-physical domain feature information often encounters two types of problems, one is the uncertainty of feature information caused by the inaccuracy of measurement tools, the incompleteness and randomness of information, and the lack of prior knowledge; The second is how to integrate characteristic information of multi-physics domains (such as vibration, temperature, noise and cutting force, etc.) in engineering information processing. [0003] The uncertainty of characteristic information ...

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06K9/62
Inventor 胡友民谢锋云王琰王小岑吴波程瑶贾广飞李明宇金超
Owner HUAZHONG UNIV OF SCI & TECH
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