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Water level prediction method, system, storage medium and equipment

A prediction method and water level technology, applied in neural learning methods, design optimization/simulation, computer-aided design, etc., can solve the problem of low accuracy of water level data

Active Publication Date: 2022-06-10
JIANGXI FASHION TECH
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0005] Based on this, the object of the present invention is to provide a water level prediction method, system, storage medium and equipment to solve the technical problem of low accuracy of the water level data predicted by the water level prediction model in the prior art

Method used

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  • Water level prediction method, system, storage medium and equipment
  • Water level prediction method, system, storage medium and equipment
  • Water level prediction method, system, storage medium and equipment

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Embodiment 1

[0046] see figure 1 , which shows the water level prediction method in the first embodiment of the present invention, and the method includes steps S101 to S104:

[0047] S101. Acquire multiple measurement points, obtain historical water level data of the measurement points according to the measurement points, and acquire multiple pre-selected areas in the same water system as the measurement points, and obtain historical rainfall data and historical water level data of the pre-selected areas according to the pre-selected areas Including the change time of the water level value, the historical rainfall data of the pre-selected area includes the rainfall time of the pre-selected area.

[0048] The existing prediction method only selects the rainfall data of the same city as the water level measurement point as input data, but the urban area is huge, and the rainfall varies greatly among districts and counties. The rainfall area is not only in the city, but also in the upper urba...

Embodiment 2

[0056] Please check figure 2 , which shows the water level prediction method in the second embodiment of the present invention, the method includes steps S201 to S205:

[0057] S201. Acquire multiple measurement points, obtain historical water level data of the measurement points according to the measurement points, and acquire multiple pre-selected areas in the same water system as the measurement points, and obtain historical rainfall data and historical water level data of the pre-selected areas according to the pre-selected areas Including the change time of the water level value, the historical rainfall data of the pre-selected area includes the rainfall time of the pre-selected area.

[0058] In the above steps, when selecting the data source, it can be used for single-point forecasting and multi-point forecasting. If it is a single-point forecasting, select the historical water level information of this point for one year, and then select the largest possible area arou...

Embodiment 3

[0086] see Figure 4 , shows the water level prediction system in the third embodiment of the present invention, and the system includes:

[0087] The acquisition module is used to acquire a plurality of measurement points, obtain historical water level data of the measurement points according to the measurement points, and acquire a plurality of pre-selected areas in the same water area system as the measurement points, and obtain a pre-selected area according to the pre-selected areas historical rainfall data, the historical water level data of the measuring point includes the change time of the water level value, and the historical rainfall data of the preselected area includes the rainfall time of the preselected area;

[0088] The data processing module is used to perform data processing on the historical water level data of the measurement point and the historical rainfall data of the pre-selected area respectively, and perform dynamic correlation calculation on the proc...

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Abstract

The present invention provides a water level prediction method, system, storage medium and equipment. The method includes: acquiring a plurality of measuring points, historical water level data of the measuring points, and a plurality of preselected areas, acquiring historical rainfall data of the preselected areas according to the preselected areas; acquiring associated areas According to the historical rainfall data of the associated area, the time axis of the rainfall time in the associated area is corrected according to the time difference, and the corrected historical rainfall data in the associated area is obtained, so as to obtain the water level prediction model; combined with the prediction of the water level prediction model, the water level data of the target measuring point is obtained. The above-mentioned water level prediction method, system, storage medium and equipment, by using multiple pre-selected areas in the same water system, and the time difference between the change time of the water level value and the rainfall time of the pre-selected area as the model training data, the water level prediction model is obtained to predict the water level, and the model is improved. The prediction accuracy is high, which solves the technical problem that the accuracy of the water level data obtained by the water level prediction model in the prior art is not high.

Description

technical field [0001] The invention relates to the technical field of water level prediction, in particular to a water level prediction method, system, storage medium and device. Background technique [0002] The water level of the river / reservoir has an important impact on the environment around the river / reservoir. Different water levels will affect the occurrence of meteorological disasters such as floods and droughts. In order to monitor floods, droughts and other meteorological disasters in time and prepare preventive measures, it is necessary to advance Predict the water level of the river / reservoir in the future to obtain the water level prediction result. [0003] The rainfall time point in the surrounding area of ​​the water level measurement point is different from the time point when the water level starts to rise. Further, the rainfall area that affects the water level rise at the water level measurement point is not only the rainfall in the local area, but is ...

Claims

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Application Information

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Patent Type & Authority Patents(China)
IPC IPC(8): G06F30/27G06N3/04G06N3/08G06F113/08G06F119/12
CPCG06F30/27G06N3/08G06F2113/08G06F2119/12G06N3/044
Inventor 程威成子川吴旺盛石显刘文峰彭自强吴龙彪兰帮福
Owner JIANGXI FASHION TECH