A platform for research: civil engineering, architecture and urbanism
A platform for research: civil engineering, architecture and urbanism
System for realizing slope ecological protection based on convolutional neural network
The invention relates to the technical field of river slope protection, and discloses a system for realizing slope ecological protection based on a convolutional neural network. Through the creation, a slope ecological protection system scheme for performing slope vegetation automatic irrigation management based on the novel convolutional neural network is provided. The system comprises a river monitoring server, a river monitoring terminal, a water level gauge, a mounting frame, a vertical rod and at least one slope protection unit arranged on a target slope; and the river monitoring server can train a novel CNN model used for identifying the water level grade based on an upstream water level value and a local water level value which are collected historically, and after the upstream water level value of the day is obtained, the water level grade of the other day can be estimated through the trained novel CNN model, 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.
本发明涉及河道边坡保护技术领域，公开了一种基于卷积神经网络实现边坡生态防护的系统。通过本发明创造，提供了一种基于新型卷积神经网络进行坡面植被自动化浇灌管理的边坡生态防护系统方案，即包括有河道监测服务器、河道监测终端、水位计、安装架、立杆和至少一个布置在目标边坡上的边坡保护单元，其中，所述河道监测服务器可以基于历史采集的上游水位数值和本地水位数值对用于识别水位等级的新型CNN模型进行训练，并在获取今日上游水位数值后，可通过该训练完成的新型CNN模型预估明日水位等级，然后根据预估结果发送自适应的浇水控制指令，实现对护坡植被进行自动化的浇灌管理目的，进而可节省人力和物力，降低护坡的维护成本。
System for realizing slope ecological protection based on convolutional neural network
The invention relates to the technical field of river slope protection, and discloses a system for realizing slope ecological protection based on a convolutional neural network. Through the creation, a slope ecological protection system scheme for performing slope vegetation automatic irrigation management based on the novel convolutional neural network is provided. The system comprises a river monitoring server, a river monitoring terminal, a water level gauge, a mounting frame, a vertical rod and at least one slope protection unit arranged on a target slope; and the river monitoring server can train a novel CNN model used for identifying the water level grade based on an upstream water level value and a local water level value which are collected historically, and after the upstream water level value of the day is obtained, the water level grade of the other day can be estimated through the trained novel CNN model, 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.
本发明涉及河道边坡保护技术领域，公开了一种基于卷积神经网络实现边坡生态防护的系统。通过本发明创造，提供了一种基于新型卷积神经网络进行坡面植被自动化浇灌管理的边坡生态防护系统方案，即包括有河道监测服务器、河道监测终端、水位计、安装架、立杆和至少一个布置在目标边坡上的边坡保护单元，其中，所述河道监测服务器可以基于历史采集的上游水位数值和本地水位数值对用于识别水位等级的新型CNN模型进行训练，并在获取今日上游水位数值后，可通过该训练完成的新型CNN模型预估明日水位等级，然后根据预估结果发送自适应的浇水控制指令，实现对护坡植被进行自动化的浇灌管理目的，进而可节省人力和物力，降低护坡的维护成本。
System for realizing slope ecological protection based on convolutional neural network
一种基于卷积神经网络实现边坡生态防护的系统
XIE QING (author) / WANG JUNQIN (author) / GAO PENG (author) / LUO MAOSHENG (author) / FAN YI (author) / MA ZELONG (author)
2021-06-18
Patent
Electronic Resource
Chinese
IPC:
E02B
HYDRAULIC ENGINEERING
,
Wasserbau
/
A01G
Gartenbau
,
HORTICULTURE
/
E03B
Anlagen oder Verfahren zum Gewinnen, Sammeln oder Verteilen von Wasser
,
INSTALLATIONS OR METHODS FOR OBTAINING, COLLECTING, OR DISTRIBUTING WATER
/
G06N
COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
,
Rechnersysteme, basierend auf spezifischen Rechenmodellen