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Reservoir water and sediment prediction model training, reservoir water and sediment prediction method and device

A technology of prediction model and training method, which is applied in the direction of prediction, neural learning method, biological neural network model, etc., and can solve problems such as unable to predict water flow and sediment data

Active Publication Date: 2022-05-17
CHINA THREE GORGES CORPORATION
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Problems solved by technology

[0004] Therefore, the technical problem to be solved by the present invention is to overcome the defects in the prior art that cannot predict the water flow and sediment data in the area along the route without observation stations, so as to provide a reservoir water and sediment prediction model training, reservoir water Sand prediction method and device

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  • Reservoir water and sediment prediction model training, reservoir water and sediment prediction method and device
  • Reservoir water and sediment prediction model training, reservoir water and sediment prediction method and device
  • Reservoir water and sediment prediction model training, reservoir water and sediment prediction method and device

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[0029] The technical solutions of the present invention will be clearly and completely described below in conjunction with the accompanying drawings. Apparently, the described embodiments are some of the embodiments of the present invention, but not all of them. Based on the embodiments of the present invention, all other embodiments obtained by persons of ordinary skill in the art without making creative efforts belong to the protection scope of the present invention.

[0030] In the description of the present invention, it should be noted that the technical features involved in the different embodiments of the present invention described below can be combined as long as they do not constitute conflicts with each other.

[0031] In order to realize the prediction of water flow and sediment data along the route, the traditional method usually uses the neural network model for prediction. Before using the neural network model for prediction, it is necessary to use the measured d...

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Abstract

The present invention provides a reservoir water and sediment prediction model training, reservoir water and sediment prediction method and device, wherein, the reservoir water and sediment prediction model training method includes: obtaining inbound water flow data; inputting the inbound water flow data into a pre-established mathematical model, To obtain the water and sediment data in the target area, the mathematical model is established using historical measured data. The historical measured data includes water inflow data and water and sediment data along the way. Acquisition; the inbound water flow data and the water and sediment data in the target area are used as training data, and the initial neural network model is trained through the training data to obtain the water and sediment prediction model in the target area. By implementing the invention, the water and sand data of any target area can be quickly and timely predicted, and an important reference can be provided for real-time and fine scheduling of reservoirs.

Description

technical field [0001] The invention relates to the technical field of reservoir sediment regulation, in particular to a reservoir water and sediment prediction model training, a reservoir water and sediment prediction method and a device. Background technique [0002] Reservoirs are key water conservancy projects to realize the scientific allocation and sustainable utilization of water resources. The scheduling method and service life of reservoirs will profoundly affect the safety of people's lives and property and economic and social development. However, as we all know, under the strong influence of artificial factors such as reservoir regulation, the movement characteristics of water flow, sediment and other substances in natural rivers have undergone drastic and complex changes. And with the rapid development of industry and agriculture along the coast of the reservoir area and the rapid growth of population size, real-time and fine-tuning of the reservoir is becoming ...

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Application Information

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Patent Type & Authority Patents(China)
IPC IPC(8): G06F30/27G06F30/28G06Q10/04G06Q50/06G06N3/04G06N3/08G06F113/08G06F119/14
CPCG06F30/27G06F30/28G06Q10/04G06Q50/06G06N3/08G06F2113/08G06F2119/14G06N3/044Y02A10/40G06F2111/10G06N3/0442
Inventor 张成潇戴会超王玲玲刘志武蒋定国赵汗青米博宇刘肖廷
Owner CHINA THREE GORGES CORPORATION
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