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System for realizing dam slope protection based on convolutional neural network

A convolutional neural network and embankment technology, applied in the field of embankment slope protection, can solve the problem of high cost of manpower and material resources

Active Publication Date: 2021-06-18
HYDRAULIC SCI RES INST OF SICHUAN PROVINCE
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  • Abstract
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Problems solved by technology

[0004] In order to solve the problem of high cost of manpower and material resources existing in the existing dam slope protection vegetation irrigation method, the purpose of the present invention is to provide a method for slope surface optimization based on convolutional neural network. The new embankment slope protection system for automatic vegetation watering management can predict the local rainfall in the next watering cycle based on weather forecast, and then perform automatic watering management on the slope protection vegetation according to the predicted results, thereby saving manpower and material resources and reducing the maintenance cost of slope protection

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  • System for realizing dam slope protection based on convolutional neural network
  • System for realizing dam slope protection based on convolutional neural network
  • System for realizing dam slope protection based on convolutional neural network

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Embodiment Construction

[0034] The present invention will be further elaborated below in conjunction with the accompanying drawings and specific embodiments. It should be noted here that although the descriptions of these embodiments are used to help the understanding of the present invention, they are not intended to limit the present invention. Specific structural and functional details disclosed herein are merely for purposes of describing example embodiments of the present invention. However, the invention may be embodied in many alternative forms and should not be construed as limited to the embodiments set forth herein.

[0035] It will be understood that, although the terms first, second etc. may be used herein to describe various elements, these elements should not be limited by these terms. These terms are only used to distinguish one unit from another. For example, a first element could be termed a second element, and, similarly, a second element could be termed a first element, without d...

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Abstract

The invention relates to the technical field of dam slope protection, and discloses a system for realizing dam slope protection based on a convolutional neural network. Through the creation of the invention, a dam slope protection system scheme for carrying out slope vegetation automatic irrigation management based on the convolutional neural network is provided, that is, the dam slope protection system comprises a river monitoring server, a river monitoring terminal, a rain gauge, a mounting frame, a vertical rod and at least one dam slope protection unit arranged on a target dam, the river monitoring server can train a CNN model used for identifying a rainfall level based on a historically acquired weather forecast image and a rainfall value, and can estimate an angelica keiskei rainfall level (local rainfall of a next irrigation period) through the trained CNN model after an angelica keiskei weather forecast image is acquired. And then a self-adaptive watering control instruction is sent according to a pre-estimation result, so that the purpose of performing automatic watering management on slope protection vegetation is achieved, manpower and material resources can be saved, and the maintenance cost of the slope protection is reduced.

Description

technical field [0001] The invention belongs to the technical field of embankment slope protection, and in particular relates to a system for realizing embankment slope protection based on a convolutional neural network. Background technique [0002] At present, in order to protect the embankment, the grass species is usually selected as a plant with a well-developed root system and strong soil-fixing ability, so as to prevent the river from scouring the embankment for a long time and accelerate the water and soil loss of the embankment. For example, bahiagrass is a common greening grass species planted on embankments. The successfully planted bahiagrass lawn has the characteristics of strong drought resistance, but the problem is that this kind of grass is not resistant to waterlogging. When the river is flooded, the water flow will submerge the grass on the embankment, and this kind of grass that is not resistant to waterlogging is difficult to survive. In addition, the ri...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06K9/00G06K9/62G06N3/04G06F13/42F04B49/06
CPCG06F13/4286F04B49/06G06V20/52G06N3/045G06F18/214
Inventor 王君勤高鹏谢晴罗茂盛麻泽龙樊毅
Owner HYDRAULIC SCI RES INST OF SICHUAN PROVINCE
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