Looking for breakthrough ideas for innovation challenges? Try Patsnap Eureka!

Multivariable design flood estimation method suitable for region lacking data

A design flood and multi-variable technology, applied in neural learning methods, design optimization/simulation, climate change adaptation, etc., can solve problems such as damage to the underlying surface consistency, errors in watershed hydrological models, and inability to solve long series of runoff simulation problems, etc. , to achieve the effect of strong operability

Active Publication Date: 2021-07-23
WUHAN UNIV
View PDF8 Cites 4 Cited by
  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

However, engineering measures such as dams, reservoirs, agricultural irrigation, water diversion and inter-basin water transfer often destroy the consistency of the underlying surface, resulting in large errors in the hydrological model of the basin
Existing literature fails to make full use of satellite telemetry meteorological information, and fails to consider the error caused by human activity interference on runoff simulation, and cannot solve the problem of long-series runoff simulation in areas with scarce data
At the same time, in the current engineering practice in my country, the single-variable same-frequency method is mainly used to calculate the design flood. This method assumes that the flood peak is completely related to the flood volume in different periods, which does not conform to the objective laws of flood events, and restricts the reasonable calculation of the design flood in areas where data is scarce.

Method used

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
View more

Image

Smart Image Click on the blue labels to locate them in the text.
Viewing Examples
Smart Image
  • Multivariable design flood estimation method suitable for region lacking data
  • Multivariable design flood estimation method suitable for region lacking data
  • Multivariable design flood estimation method suitable for region lacking data

Examples

Experimental program
Comparison scheme
Effect test

Embodiment Construction

[0052] The following will clearly and completely describe the technical solutions in the embodiments of the present invention in combination with the embodiments of the present invention. Obviously, the described embodiments are only some of the embodiments of the present invention, 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 creative efforts fall within the protection scope of the present invention.

[0053] It should be noted that, in the case of no conflict, the embodiments of the present invention and the features in the embodiments can be combined with each other.

[0054] Below by embodiment, in conjunction with accompanying drawing, technical scheme of the present invention is described in further detail:

[0055] The present invention provides a method for estimating multivariate design floods suitable for data-deficient areas, including the following steps, see figu...

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
Login to View More

PUM

No PUM Login to View More

Abstract

The invention provides a multivariable design flood estimation method suitable for a region lacking data. The multivariable design flood estimation method comprises the following steps: collecting short-series runoff observation data of a reservoir, searching and extracting a rainfall series, and reanalyzing data set meteorological data and a land water reserve series; according to short-series runoff observation data and meteorological data, establishing a hydrological model of a drainage basin and preliminarily simulating runoff; constructing a long-short-term memory neural network model, and correcting the preliminary simulation runoff by adopting the model to obtain a corrected simulation runoff series model; inputting long-series meteorological data into the hydrological model and the corrected simulation runoff system model, and simulating a long-series reservoir runoff process; based on the long-series runoff process, extracting a flood peak and the flood volume of each time period, and constructing a joint distribution function of the peak volume; and deducing flood joint design values in different joint return periods. According to the invention, irrelevance between the flood peak and the flood volume in different time periods is considered, and a reference basis is provided for deducing design flood estimation of a scarce data area.

Description

technical field [0001] The invention belongs to the technical field of design flood estimation, and in particular relates to a multi-variable design flood estimation method suitable for areas lacking data. Background technique [0002] Design flood is the basic basis of flood control planning, the basic basis of water conservancy project planning, design, construction and operation management, and is also an important data for assessing flood control risks of water conservancy projects in the basin. and social development are of great significance. However, some reservoirs in my country have only a small amount of measured hydrometeorological monitoring data, so how to invert the long series of runoff processes and calculate the design flood is a major challenge for hydrologists. [0003] In recent years, satellite telemetry technology, data inversion algorithm and data assimilation technology have developed rapidly, which have the advantages of high temporal and spatial re...

Claims

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
Login to View More

Application Information

Patent Timeline
no application Login to View More
Patent Type & Authority Applications(China)
IPC IPC(8): G06F30/27G06F17/11G06N3/04G06N3/08
CPCG06F30/27G06N3/08G06F17/11G06N3/044Y02A10/40
Inventor 尹家波郭生练田晶顾磊方龙章于兵
Owner WUHAN UNIV
Who we serve
  • R&D Engineer
  • R&D Manager
  • IP Professional
Why Patsnap Eureka
  • Industry Leading Data Capabilities
  • Powerful AI technology
  • Patent DNA Extraction
Social media
Patsnap Eureka Blog
Learn More
PatSnap group products