Landslide susceptibility evaluation method and device, equipment and readable storage medium

A susceptibility, together technology, applied in the field of devices, landslide susceptibility assessment methods, equipment and readable storage media, can solve problems such as difficulty in convergence

Pending Publication Date: 2021-12-21
AEROSPACE INFORMATION RES INST CAS
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  • Abstract
  • Description
  • Claims
  • Application Information

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Problems solved by technology

[0007] The invention provides a landslide susceptibility evaluation method, device, equipment and readable storage medium, which are used to solve the defects of overfitting, difficult convergence and too

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  • Landslide susceptibility evaluation method and device, equipment and readable storage medium
  • Landslide susceptibility evaluation method and device, equipment and readable storage medium
  • Landslide susceptibility evaluation method and device, equipment and readable storage medium

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Embodiment Construction

[0039] In order to make the purpose, technical solutions and advantages of the present invention clearer, the technical solutions in the present invention will be clearly and completely described below in conjunction with the accompanying drawings in the present invention. Obviously, the described embodiments are part of the embodiments of the present invention , but not all examples. Based on the embodiments of the present invention, all other embodiments obtained by persons of ordinary skill in the art without creative efforts fall within the protection scope of the present invention.

[0040] The landslide susceptibility assessment model is an important hub to reveal the potential complex relationship between landslide susceptibility hazard factors and samples. Considering the applicability of the model according to the specific regional characteristics also determines the predictive ability of the model. Therefore, the landslide susceptibility assessment model Selection is...

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Abstract

The invention provides a landslide susceptibility evaluation method and device, equipment and a readable storage medium, and relates to the technical field of geological disaster prevention and control, and the method comprises the following steps: screening out landslide susceptibility disaster-inducing factors of a sample region; combining the landslide susceptibility disaster-inducing factors with a landslide sample set collected from the sample area to obtain a disaster-inducing factor-sample set; and taking the disaster-inducing factor-sample set as input data for training, and adopting a deep learning mode to obtain an ant colony optimization algorithm-deep belief network model for generating a landslide susceptibility result of the to-be-evaluated region. According to the invention, the deep belief network model and the ant colony optimization algorithm are combined and applied to the landslide susceptibility evaluation, and the landslide susceptibility disaster-inducing factors with weak correlation characteristics are optimized by screening out the landslide susceptibility disaster-inducing factors of the sample area, so that more values of the deep learning model in disaster prevention and reduction applications such as landslide susceptibility and the like are realized.

Description

technical field [0001] The invention relates to the technical field of geological disaster prevention and control, in particular to a landslide susceptibility assessment method, device, equipment and readable storage medium. Background technique [0002] Landslide susceptibility refers to the comprehensive analysis of geological and environmental conditions in the study area to assess the possibility of landslides. Landslide susceptibility assessment research is the primary link in geological disaster risk assessment, and its results can be used for scientifically and economically organizing and implementing disaster prevention and mitigation measures. provide application services, [0003] It can also provide scientific and technological support for the formulation of emergency plans for regions threatened by geological disasters, and provide decision-making reference for the suitability of construction projects such as infrastructure and the rationality assessment of spati...

Claims

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Application Information

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IPC IPC(8): G06Q10/06G06T7/00G06K9/62G06N3/00G06N3/04G06N3/08
CPCG06Q10/0639G06N3/006G06N3/084G06T7/0002G06T2207/10032G06N3/045G06F18/214
Inventor 王福涛周艺王世新熊义兵王振庆王敬明
Owner AEROSPACE INFORMATION RES INST CAS
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