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Precipitation similar forecasting method based on image feature combination

A technology similar to forecasting and image features, applied in forecasting, special data processing applications, data processing applications, etc., can solve the problems of slow retrieval speed and low accuracy rate, and achieve the effect of improving accuracy rate and retrieval speed

Pending Publication Date: 2022-07-05
SHENYANG POLYTECHNIC UNIV
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AI Technical Summary

Problems solved by technology

[0005] The present invention proposes a precipitation similarity forecasting method based on image feature combination, the purpose of which is to solve the problems of low accuracy and slow retrieval speed in current point-to-point similarity forecasting

Method used

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  • Precipitation similar forecasting method based on image feature combination
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  • Precipitation similar forecasting method based on image feature combination

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Embodiment Construction

[0036] A precipitation similarity prediction method based on image feature combination is characterized in that, it comprises the following steps:

[0037] Step 1: Obtain the historical situation field data, including the data of the European Medium-term Weather Forecast Center for 3 hours (universal time) 0.25°×0.25° daily reanalysis data, including the basic quantity of the sea level pressure and the standard isobaric surface of 500, 700 and 850 hPa : Geopotential height, temperature, zonal wind speed, meridional wind speed, air pressure and specific humidity data; and corresponding historical live data, including historical live data of precipitation, visibility, wind direction and wind speed for each station. Based on this, establish a historical database with a time depth of 40 years;

[0038] Step 2: Obtain the real-time forecast field data in the European Center for Medium Weather Forecasting (ECMWF) numerical forecast data, including the forecast situation field data a...

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Abstract

The invention relates to the technical field of image retrieval, in particular to a weather situation field rainfall similarity forecasting method based on image feature combination, which comprises the following steps of: extracting overall features, local features, isoline features and nonlinear dimension reduction features of a situation field, and performing similarity measurement on the extracted features, so that a plurality of features jointly determine a retrieval result; the rainfall similar forecast based on the situation field is realized, and the accuracy of the final result is improved. In addition, after being extracted, the low-dimensional features of the historical situation field are stored in a historical feature database, similarity measurement is directly conducted on the low-dimensional features when the similarity is calculated, and the retrieval speed is increased. The method can be used for precipitation analysis in the meteorological field.

Description

technical field [0001] The invention relates to the technical field of image retrieval, in particular to a similar forecasting method for precipitation in a weather situation field based on image feature combination. Background technique [0002] Precipitation is closely related to production and life, social economy, water conservancy and flood control, etc. The analysis and prediction of precipitation has always been an important service work. A good precipitation forecast is not only related to food security, but also to the national economy and people's livelihood, so how to make precipitation forecast more accurate? Objectification, quantification and accuracy have become the most important content in the weather forecasting business, and the similar forecasting method is the method that is often used in precipitation forecasting at present. [0003] The main problem of similarity prediction is the retrieval problem. At present, the research at home and abroad mainly fo...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06F16/2458G06F16/2453G06Q10/04
CPCG06F16/2477G06F16/2465G06F16/2462G06F16/2453G06Q10/04Y02A90/10
Inventor 段勇闫旭于霞
Owner SHENYANG POLYTECHNIC UNIV
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