Underground pipe gallery monitoring method and system based on multi-source heterogeneous data fusion
A technology of multi-source heterogeneous data and underground pipe corridors, applied in image data processing, neural learning methods, neural architecture, etc., can solve the problems of insufficient utilization and analysis of operation and maintenance data, low efficiency and exacerbation of isolated operations, and achieve Improving state awareness and penetrating power
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Embodiment 1
[0035] to combine figure 1 and image 3 As shown, this embodiment is a method for monitoring underground utility corridors based on multi-source heterogeneous data fusion, including:
[0036] Real-time collection and acquisition of monitoring-related data of comprehensive utility corridors, the monitoring-related data includes structured data and unstructured data;
[0037] Preprocessing the monitoring-related data;
[0038] Extract eigenvalues from the preprocessed structured data;
[0039] Using the preprocessed unstructured data as an input to a pre-built first deep learning neural network;
[0040] Using the extracted structured data feature value and the output of the first deep learning neural network as the input of the pre-built second deep learning neural network;
[0041] According to the output of the second deep learning neural network, it is determined whether there is an abnormality in the integrated utility corridor;
[0042] Real-time output of abnormal ...
Embodiment 2
[0050]Adopting the same inventive concept as Embodiment 1, this embodiment is an underground utility gallery monitoring system based on multi-source heterogeneous data fusion, including:
[0051] The data collection module is used for real-time collection and acquisition of monitoring data related to the comprehensive utility gallery, and the monitoring related data includes structured data and unstructured data;
[0052] A data preprocessing module, configured to preprocess the monitoring-related data;
[0053] The feature value extraction module is used to extract feature values from the preprocessed structured data;
[0054] An unstructured data identification module, for using the preprocessed unstructured data as the input of the pre-built first deep learning neural network;
[0055] The comprehensive identification module is used to use the extracted structured data feature value and the output of the first deep learning neural network as the input of the pre-built se...
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