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A simulation method based on the two-dimensional matrix of monthly runoff time displacement in the whole river

A two-dimensional matrix and simulation method technology, applied in the field of monthly runoff simulation, can solve the problems that cannot meet the needs of unified water resources scheduling

Active Publication Date: 2020-07-24
HOHAI UNIV
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

Existing multi-site runoff simulation models rely on existing historical data to simulate runoff at established hydrological stations, which can no longer meet the needs of unified water resources scheduling. This requires the development of a new runoff simulation model. The self-correlation relationship between the stations and the cross-correlation relationship between the stations are reduced by a certain method, so as to simulate the runoff time series at any point in the whole river

Method used

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  • A simulation method based on the two-dimensional matrix of monthly runoff time displacement in the whole river
  • A simulation method based on the two-dimensional matrix of monthly runoff time displacement in the whole river
  • A simulation method based on the two-dimensional matrix of monthly runoff time displacement in the whole river

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Embodiment example

[0105] In this implementation case, the monthly runoff of the main stream of the Yellow River is selected for two-dimensional simulation. use as image 3 The monthly runoff data of the 11 stations from 1956 to 2010 are shown, and the basic data of the 11 stations are shown in the table below.

[0106]

[0107] (1) Construct the fitting model of monthly runoff marginal distribution.

[0108] Establish monthly runoff matrix for each station The PⅢ distribution was selected to fit the monthly runoff series at each station, and the parameters were calculated according to formula (2.1).

[0109] (2) Construct a single-site monthly runoff time series simulation model.

[0110] According to formula (2.3) to formula (2.8) to calculate January and February and March, February and March and April, March and April and May, April and May and June, May June and July, June and July and August, July and August and September, August and September and October, September and October and...

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Abstract

The invention discloses a simulation method based on the two-dimensional matrix of monthly runoff time displacement of the whole river, which is characterized in that it includes the following steps: (1) constructing a three-layer simulation model based on Archimedes Copula and artificial neural network ; (2) Construct a single-site monthly runoff time series simulation model based on a symmetric Archimedes Copula and a multi-site monthly runoff joint distribution simulation model based on an asymmetric Archimedes Copula; (3) Calculate using the Kendall coefficient conversion method (4) Construct a simulation model of monthly runoff displacement sequence along the river based on artificial neural network. Advantages: It enriches the model library of medium and long-term hydrological forecasting. This model can not only simulate the monthly runoff time series of a single site, the joint distribution of multi-site menstrual columns, but also simulate the two-dimensional matrix of monthly runoff with two variables of time displacement; reasonably describe Temporal and spatial correlation structures.

Description

technical field [0001] The invention relates to a monthly runoff simulation method, in particular to a simulation method for a two-dimensional matrix of monthly runoff time displacement at any point in the whole river. Background technique [0002] The unified regulation of water resources in the basin first needs to clarify the risks and uncertainties of the complex hydrological system. The uncertainty of the hydrological system, including randomness, fuzziness, grayness and uncertainty, has always been a hot spot in hydrological research. The process of river inflow plays a vital role in reservoir scheduling, and its randomness is just one of hydrological uncertainties. The theory of stochastic process and time series analysis technology can be used to study the statistical variation characteristics of the runoff process, and provide a theoretical basis for the planning and scheduling of hydrological and water resource systems. It is one of the main ways to understand, des...

Claims

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Application Information

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Patent Type & Authority Patents(China)
IPC IPC(8): G06F30/27G06N3/04G06N3/08
CPCG06N3/084G06F30/20G06N3/045
Inventor 王文卓董增川贾一飞钟敦宇张永杰
Owner HOHAI UNIV
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