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A platform for research: civil engineering, architecture and urbanism
Foundation pit management and control system and method based on AIOT
The invention discloses an AIOT-based foundation pit management and control system and method, and belongs to the technical field of foundation pit engineering management and control, the AIOT-based foundation pit management and control system is realized by adopting a B/S architecture, the AIOT-based foundation pit management and control system comprises a data acquisition module, a data analysis module and a three-dimensional visualization module, the data acquisition module and the data analysis module are arranged at a server side in the B/S architecture, and the three-dimensional visualization module is connected with the B/S architecture. And the three-dimensional visualization module is arranged at a browser end in the B/S architecture. According to the method, training and prediction of IOT real-time deformation monitoring data based on the LSTM model are carried out, a deep learning method is used to avoid excessive artificial intervention in a prediction process, objectivity and accuracy of a prediction result are greatly improved, a prediction value is used for a three-dimensional environment and a three-dimensional model, and real-time linkage of a virtual environment and a real environment is realized; and the B/S architecture is more convenient and flexible.
本发明公开了一种基于AIOT的基坑管控系统与方法，属于基坑工程管控技术领域，其中基于AIOT的基坑管控系统采用B/S架构实现，包括数据采集模块、数据分析模块和三维可视化模块，数据采集模块和数据分析模块设置在B/S架构中的服务器端，三维可视化模块设置在B/S架构中的浏览器端。本发明基于LSTM模型的IOT实时变形监测数据的训练与预测，使用深度学习的方法可以避免人为过多地干预预测过程，预测结果的客观性和准确性都有较大的提升，同时将预测值用于三维环境与三维模型，实现了虚拟环境和真实环境的实时联动；使用B/S架构更加便捷灵活。
Foundation pit management and control system and method based on AIOT
The invention discloses an AIOT-based foundation pit management and control system and method, and belongs to the technical field of foundation pit engineering management and control, the AIOT-based foundation pit management and control system is realized by adopting a B/S architecture, the AIOT-based foundation pit management and control system comprises a data acquisition module, a data analysis module and a three-dimensional visualization module, the data acquisition module and the data analysis module are arranged at a server side in the B/S architecture, and the three-dimensional visualization module is connected with the B/S architecture. And the three-dimensional visualization module is arranged at a browser end in the B/S architecture. According to the method, training and prediction of IOT real-time deformation monitoring data based on the LSTM model are carried out, a deep learning method is used to avoid excessive artificial intervention in a prediction process, objectivity and accuracy of a prediction result are greatly improved, a prediction value is used for a three-dimensional environment and a three-dimensional model, and real-time linkage of a virtual environment and a real environment is realized; and the B/S architecture is more convenient and flexible.
本发明公开了一种基于AIOT的基坑管控系统与方法，属于基坑工程管控技术领域，其中基于AIOT的基坑管控系统采用B/S架构实现，包括数据采集模块、数据分析模块和三维可视化模块，数据采集模块和数据分析模块设置在B/S架构中的服务器端，三维可视化模块设置在B/S架构中的浏览器端。本发明基于LSTM模型的IOT实时变形监测数据的训练与预测，使用深度学习的方法可以避免人为过多地干预预测过程，预测结果的客观性和准确性都有较大的提升，同时将预测值用于三维环境与三维模型，实现了虚拟环境和真实环境的实时联动；使用B/S架构更加便捷灵活。
Foundation pit management and control system and method based on AIOT
一种基于AIOT的基坑管控系统与方法
ZHENG YUANYUAN (author) / XIAO ZHOUMIN (author) / XU SHU (author)
2023-04-18
Patent
Electronic Resource
Chinese
IPC:
G06F
ELECTRIC DIGITAL DATA PROCESSING
,
Elektrische digitale Datenverarbeitung
/
E02D
FOUNDATIONS
,
Gründungen
/
G06N
COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
,
Rechnersysteme, basierend auf spezifischen Rechenmodellen
/
G06Q
Datenverarbeitungssysteme oder -verfahren, besonders angepasst an verwaltungstechnische, geschäftliche, finanzielle oder betriebswirtschaftliche Zwecke, sowie an geschäftsbezogene Überwachungs- oder Voraussagezwecke
,
DATA PROCESSING SYSTEMS OR METHODS, SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL, SUPERVISORY OR FORECASTING PURPOSES
/
G06T
Bilddatenverarbeitung oder Bilddatenerzeugung allgemein
,
IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
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