Dielectric constant inversion method, roadbed detection method and detection system

A dielectric constant and inversion technology, which is applied in radio wave measurement systems, electromagnetic wave detection, radio wave reflection/reradiation, etc., to improve inversion efficiency and reduce uncertainty

Pending Publication Date: 2021-04-30
ZHENGZHOU UNIV +1
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However, this method cannot directly and effectively solve the above problems

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  • Dielectric constant inversion method, roadbed detection method and detection system
  • Dielectric constant inversion method, roadbed detection method and detection system
  • Dielectric constant inversion method, roadbed detection method and detection system

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[0045] In order to make the object, technical solution and effect of the present invention more clear and definite, the present invention will be further described in detail below with reference to the accompanying drawings and examples. It should be understood that the specific embodiments described here are only used to explain the present invention, not to limit the present invention.

[0046] Please refer to the attached figure 1 , the present invention provides a kind of GPR neural network ant colony combined dielectric constant inversion method, comprising steps:

[0047] S1. Construct a standard neural network model and a forward modeling model, use the forward modeling model to generate some simulated samples with the law of underground propagation of radar electromagnetic waves, use a number of the simulated samples to train the neural network model, and obtain an applied neural network; The forward modeling model uses the forward modeling method to obtain simulated ...

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Abstract

The invention relates to a dielectric constant inversion method, a roadbed detection method and a detection system. The invention discloses a GPR neural network ant colony joint dielectric constant inversion method, and the method comprises the steps: S1, generating a plurality of simulation samples with a radar electromagnetic wave underground propagation rule, carrying out the training of a neural network model through the plurality of simulation samples, and obtaining an application neural network; S2, constructing a regression curved surface according to a relationship between simulation sample input and network calculation output of the application neural network in a training process; S3, performing optimization processing on the application neural network by using an ant colony optimization algorithm, and obtaining an inversion neural network according to the obtained optimal solution; and S4, using an ant colony algorithm in combination with the inversion neural network to perform inversion of the dielectric properties of the structural layer, and outputting a dielectric constant. When the dielectric constants of all layers of the target object are obtained, the neural network and the ant colony algorithm are combined, advantage complementation is achieved, and therefore the dielectric constants of the structural layer can be obtained rapidly, efficiently and accurately.

Description

technical field [0001] The invention relates to the field of radar detection, in particular to a dielectric constant inversion method, a roadbed detection method and a detection system. Background technique [0002] In recent years, my country's road construction, especially expressways, has advanced by leaps and bounds. With the rapid development of highway construction in our country, the irrationality of existence has gradually emerged. The highway department invests too much in new construction and expansion of highways, and invests less in highway maintenance. Insufficient attention has been paid to the inspection and evaluation of road quality, especially the lack of effective methods and means in the inspection of road surface structure quality. [0003] Although the traditional coring test is accurate, it will damage the road surface, and the test results are not comprehensive and not representative. At present, ground penetrating radar has been widely used in roa...

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G01S13/88G01S13/00G01S7/41G01V3/12G01V3/38
CPCG01S13/885G01S13/006G01S7/418G01S7/417G01S7/411G01V3/12G01V3/38
Inventor 张蓓钟燕辉刘剑阳李晓龙赵鹏
Owner ZHENGZHOU UNIV
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