# US 10,871,593 B2 · Method for increasing the spatial resolution of a weather forecast > Agents: this data is available as JSON from the patentgrep API and MCP server — see https://patentgrep.com/llms.txt - Number: US 10,871,593 B2 - Document ID: US10871593B2 - Status: Granted - Kind: B2 - Application number: 15/860,189 - Filed: 2018-01-02 - Published: 2018-07-05 - Granted: 2020-12-22 - Earliest claimed: 2017-01-03 - Assignees: Ubimet GmbH - Applicants: UBIMET GmbH - Inventors: Manfred Spatzierer - Web page: https://patentgrep.com/patent/US10871593B2 ## CPC - G01W 1/10: Devices for predicting weather conditions (computers per se G06; display devices G09) - G01W 1/00: Meteorology - G01W 1/02: Instruments for indicating weather conditions by measuring two or more variables, e.g. humidity, pressure, temperature, cloud cover or wind speed (G01W1/10 takes precedence) - G06F 30/20: Design optimisation, verification or simulation (optimisation, verification or simulation of circuit designs G06F30/30) - G01W: METEOROLOGY (radar, sonar, lidar or analogous systems, designed for meteorological use G01S13/95, G01S15/88, G01S17/95) - G06F: ELECTRIC DIGITAL DATA PROCESSING (computer systems based on specific computational models G06N) ## Abstract In a method for increasing the spatial resolution of a weather forecast, in which forecast predicted meteorological parameters are available for grid points of a first grid and the predicted meteorological parameters are interpolated to grid points of a second grid so as to obtain interpolated meteorological parameters, wherein the grid points of the second grid have a higher spatial resolution than the grid points of the first grid, a statistical postprocessing method is used to predict at least one output quantity of an analysis method by which forecast meteorological parameters can be interpolated to the grid points of the second grid. ## Claims ### Claim 1 A method for increasing spatial resolution of a weather forecast, in which predicted meteorological parameters are available for grid points of a first grid and predicted meteorological parameters are interpolated to grid points of a second grid so as to obtain interpolated meteorological parameters, wherein the grid points of the second grid have a higher spatial resolution than the grid points of the first grid, and wherein: a first time series for each of the grid points of the second grid is present, each first time series relating to past output quantities that are obtained via a meteorological analysis method being configured to interpolate measured data of meteorological parameters determined in weather measuring stations to the grid points of the second grid; for each of the grid points of the second grid; data is provided describing a statistical correlation between the first time series of past output quantities of the meteorological analysis method and a second time series of meteorological parameters that have been predicted in the past at grid points of the first grid; the provided data describing the statistical correlation is used to determine, from meteorological parameters predicted for the future and available for the grid points of the first grid, predicted output quantities of the meteorological analysis method for the grid points of the second grid; and a synthesis step of the meteorological analysis method is performed with the predicted output quantities to obtain forecasts of the meteorological parameters in the grid points of the second grid. ### Claim 2 (depends on 1) The method for increasing spatial resolution according to claim 1, wherein the time series relating to the past, of output quantities of a meteorological analysis method is obtained in that measurement data of meteorological parameters determined in the past in weather measuring stations are interpolated to grid points of the second grid by using the meteorological analysis method; wherein interpolating, in respect to each grid point of the second grid, comprises the calculating of the output quantities of the meteorological analysis method, and said interpolating is effected for a multitude of times in the past. ### Claim 3 (depends on 1) The method for increasing spatial resolution according to claim 1, wherein the meteorological analysis method comprises a Vienna Enhanced Resolution Analysis (VERA) method, said VERA method, in respect to each grid point of the second grid, comprising establishing of an interpolation function in which a meteorological parameter of the respective grid point is described as a function of a smooth base portion, which is primarily determined by a general weather situation as an unexplained portion, and of fingerprint fields weighted with weighting factors, the unexplained portion and the weighting factors constituting the output quantities of the meteorological analysis method. ### Claim 4 (depends on 1) The method for increasing spatial resolution according to claim 1, wherein the statistical correlation is determined by means of a regression analysis. ### Claim 5 (depends on 4) The method for increasing spatial resolution according to claim 4, wherein the regression analysis comprises establishing of at least one regression equation by which an output quantity of the meteorological analysis method is described as a linear combination of meteorological parameters predicted in the past on at least one grid point of the first grid. ### Claim 6 (depends on 5) The method for increasing spatial resolution according to claim 5, wherein a separate regression equation is established for each output quantity of the meteorological analysis method. ### Claim 7 (depends on 4) The method for increasing spatial resolution according to claim 4, wherein said regression analysis comprises a model output statistics (MOS) method. ### Claim 8 (depends on 7) The method for increasing spatial resolution according to claim 7, wherein the MOS method is performed using a least squares method. ### Claim 9 (depends on 1) The method for increasing spatial resolution according to claim 1, wherein the meteorological parameters predicted in the past-were determined based on the grid points of the first grid by a numerical weather forecast. ### Claim 10 (depends on 1) The method for increasing spatial resolution according to claim 1, wherein the predicted output quantities are used in the meteorological analysis method for interpolating a meteorological parameter for a neighboring intermediate point located between the grid points of the second grid. ### Claim 11 (depends on 10) The method for increasing spatial resolution according to claim 10, wherein, for determining the meteorological parameter of the intermediate point, a Vienna Enhanced Resolution Analysis (VERA) method is used comprising establishment of an interpolation function in which a meteorological parameter of a respective grid point is described as a function of a smooth base portion, which is primarily determined by a general weather situation as an unexplained portion, and of fingerprint fields weighted with weighting factors, which, in said intermediate point, the meteorological parameter comprises: either (a) valid fingerprint field values and the same predicted unexplained portion and the same predicted weighting factors as at least one neighboring grid point of the second grid, or (b) valid fingerprint field values, a value interpolated from the predicted unexplained portion, and a value interpolated from the predicted weighting factors. ### Claim 12 (depends on 1) The method for increasing spatial resolution according to claim 1, wherein the meteorological parameters comprise air temperature, relative humidity, air pressure, wind direction, wind speed, wind gusts, cloud cover and/or precipitation and/or parameters derivable therefrom. ### Claim 13 (depends on 1) A computer program product comprising program code means suitable for carrying out the steps of the method for increasing spatial resolution according to claim 1, when the computer program product is implemented on a computing device. ### Claim 14 (depends on 1) A computing device for carrying out the method for increasing spatial resolution according to claim 1, wherein the computing device is programmed with a computer program product comprising program code suitable for carrying out the method. ### Claim 15 (depends on 1) The method for increasing spatial resolution according to claim 1, wherein the meteorological parameters predicted for the future are determined based on the grid points of the first grid by a numerical weather forecast.