WO1998026306A1 - Systeme d'affichage 3d et de prevision meteorologique - Google Patents
Systeme d'affichage 3d et de prevision meteorologique Download PDFInfo
- Publication number
- WO1998026306A1 WO1998026306A1 PCT/US1996/019539 US9619539W WO9826306A1 WO 1998026306 A1 WO1998026306 A1 WO 1998026306A1 US 9619539 W US9619539 W US 9619539W WO 9826306 A1 WO9826306 A1 WO 9826306A1
- Authority
- WO
- WIPO (PCT)
- Prior art keywords
- radar
- data
- band
- meteorological data
- geographical
- Prior art date
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Classifications
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- G—PHYSICS
- G01—MEASURING; TESTING
- G01S—RADIO DIRECTION-FINDING; RADIO NAVIGATION; DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES; LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION OR RERADIATION OF RADIO WAVES; ANALOGOUS ARRANGEMENTS USING OTHER WAVES
- G01S13/00—Systems using the reflection or reradiation of radio waves, e.g. radar systems; Analogous systems using reflection or reradiation of waves whose nature or wavelength is irrelevant or unspecified
- G01S13/88—Radar or analogous systems specially adapted for specific applications
- G01S13/95—Radar or analogous systems specially adapted for specific applications for meteorological use
- G01S13/951—Radar or analogous systems specially adapted for specific applications for meteorological use ground based
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- G—PHYSICS
- G01—MEASURING; TESTING
- G01S—RADIO DIRECTION-FINDING; RADIO NAVIGATION; DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES; LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION OR RERADIATION OF RADIO WAVES; ANALOGOUS ARRANGEMENTS USING OTHER WAVES
- G01S13/00—Systems using the reflection or reradiation of radio waves, e.g. radar systems; Analogous systems using reflection or reradiation of waves whose nature or wavelength is irrelevant or unspecified
- G01S13/86—Combinations of radar systems with non-radar systems, e.g. sonar, direction finder
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01S—RADIO DIRECTION-FINDING; RADIO NAVIGATION; DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES; LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION OR RERADIATION OF RADIO WAVES; ANALOGOUS ARRANGEMENTS USING OTHER WAVES
- G01S13/00—Systems using the reflection or reradiation of radio waves, e.g. radar systems; Analogous systems using reflection or reradiation of waves whose nature or wavelength is irrelevant or unspecified
- G01S13/87—Combinations of radar systems, e.g. primary radar and secondary radar
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01S—RADIO DIRECTION-FINDING; RADIO NAVIGATION; DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES; LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION OR RERADIATION OF RADIO WAVES; ANALOGOUS ARRANGEMENTS USING OTHER WAVES
- G01S13/00—Systems using the reflection or reradiation of radio waves, e.g. radar systems; Analogous systems using reflection or reradiation of waves whose nature or wavelength is irrelevant or unspecified
- G01S13/88—Radar or analogous systems specially adapted for specific applications
- G01S13/95—Radar or analogous systems specially adapted for specific applications for meteorological use
- G01S13/956—Radar or analogous systems specially adapted for specific applications for meteorological use mounted on ship or other platform
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01S—RADIO DIRECTION-FINDING; RADIO NAVIGATION; DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES; LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION OR RERADIATION OF RADIO WAVES; ANALOGOUS ARRANGEMENTS USING OTHER WAVES
- G01S7/00—Details of systems according to groups G01S13/00, G01S15/00, G01S17/00
- G01S7/003—Transmission of data between radar, sonar or lidar systems and remote stations
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- G—PHYSICS
- G01—MEASURING; TESTING
- G01S—RADIO DIRECTION-FINDING; RADIO NAVIGATION; DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES; LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION OR RERADIATION OF RADIO WAVES; ANALOGOUS ARRANGEMENTS USING OTHER WAVES
- G01S7/00—Details of systems according to groups G01S13/00, G01S15/00, G01S17/00
- G01S7/02—Details of systems according to groups G01S13/00, G01S15/00, G01S17/00 of systems according to group G01S13/00
- G01S7/04—Display arrangements
- G01S7/06—Cathode-ray tube displays or other two dimensional or three-dimensional displays
- G01S7/20—Stereoscopic displays; Three-dimensional displays; Pseudo-three-dimensional displays
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- Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
- Y02—TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
- Y02A—TECHNOLOGIES FOR ADAPTATION TO CLIMATE CHANGE
- Y02A90/00—Technologies having an indirect contribution to adaptation to climate change
- Y02A90/10—Information and communication technologies [ICT] supporting adaptation to climate change, e.g. for weather forecasting or climate simulation
Definitions
- This invention relates generally to weather broadcasting and display systems, and more particularly to a 3-D weather display and weathercast system utilizing real-time
- meteorological data including radar gathered data combined with geographical and topographical data for television broadcasts of simulated weather patterns in three dimensions
- the typical current weathercast display represents the weather symbolically rather than realistically and usually only shows the general air temperature and where it is raining In some instances, a superimposed satellite display of fluffy cloud patterns is shown moving along over the flat map from an exaggerated height observation point
- the "blue screen" display behind the announcer still usually shows the familiar two- dimensional patchwork rainfall amounts in red, green and blue
- the satellite imagery displayed on the evening broadcast may be anywhere from a half-hour to four hours old
- current weather broadcasting is not done in "real-time” and cannot be considered “nowcasting” This is demonstrated with each major storm Weather forecasts become “aftercasts" as footage is shown of wrecked buildings and overturned vehicles Even when the storm is as large as a hurricane, television weathercasters usually can only base their damage information on scattered eyewitness reports.
- the National Weather Service has a network of advanced S-Band Doppler radar stations in place at 138 sites in the United States, and is capable of delivering 77 different products to government meteorologists. These products include; winds aloft, lightning activity and wind shear conditions, such as microburst activity. However, of these 77 products, only 1 1 are commercially available through contract with several private weather service companies which act as intermediaries between the National Weather Service and the public. These companies charge for the use of these eleven products and, in order to receive the latest radar (NEXRAD) information from a particular site, a private individual or company would first have to install an expensive downlink microwave unit and file server, and would have to pay a monthly fee to receive the radar signal.
- NEXRAD radar
- U.S. Patent 5,135,397 discloses a 3-D weather simulation system used with a four channel digital radar landmass simulator (DRLMS) for flight simulators which integrates culture, elevation, aspect, and weather.
- Weather maps can be loaded into the system as weather patterns and can be expanded, rotated, and translated.
- Weather mass is simulated in three dimensions, i.e., having a bottom and height. Implementation entails the full or partial occultation of terrain and targets by weather, and vice versa.
- the present invention is distinguished over the prior art in general, and these patents in particular by a weather- casting system for displaying dynamic real time photorealistic three-dimensional pictorial representations of weather conditions created from meteorological data combined with geographical and topographical data. Geographical and topographical data is retrieved, digitized, and processed to produce a simulated three- dimensional volumetric image and stored in memory for later retrieval.
- Meteorological data including precipitation, cloud cover data, the bottom and top of cloud formations, and reflectivity and velocity of rain droplets in real-time are acquired from C-band and/or K-band Doppler radar, or non-Doppler K-band and Doppler X-band radar installations which ameliorate S-band radar data and the data is digitized and processed to produce a simulated three-dimensional image of the meteorological data.
- the meteorological data is combined with the geographical and topographical data to produce a digital signal capable of being transmitted to a computer, displayed on a computer display screen, and manipulated by peripheral devices connected with the computer.
- the combined data is displayed as a photo-realistic three-dimensional pictorial representation of weather conditions from a selective observation point and relative to a selective geographical area.
- the pictorial representation can be manipulated to give the visual effect of moving through a weather system to allow the viewer to visualize the effects of the weather system at various geographical locations.
- Another object of this invention to provide a 3-D weather display system for television broadcasts which will recognize dangerous microweather systems such as microbursts and tornadoes and accurately chart them to within 150 meters as they are occurring.
- Another object of this invention to provide a 3-D weather display system for television broadcasts utilizing three-dimensional modeling of mesoscale and microscale weather systems which will give the audience a more accurate view of weather patterns.
- Another object of this invention is to provide a 3-D weather display system for television broadcasts utilizing three-dimensional modeling to add novel entertainment value to traditional news and weather broadcasts.
- a further object of this invention is to provide a 3-D weather display system for television broadcasts utilizing C- band and/or K-band Doppler radar, or non-Doppler K- band and Doppler X-band radar units, signal processors, and high-speed communication links which ameliorate S-band radar data and will provide data that is superior to current
- a still further object of this invention is to provide a 3-D weather display system for television broadcasts which, once in place, can be upgraded easily and inexpensively.
- a weathercasting system for displaying dynamic real time photo-realistic three-dimensional pictorial representations of weather conditions created from meteorological data combined with geographical and topographical data. Geographical and topographical data is retrieved, digitized, and processed to produce a simulated three- dimensional volumetric image and stored in memory for later retrieval.
- Meteorological data including precipitation, cloud cover data, the bottom and top of cloud formations, and reflectivity and velocity of rain droplets in real-time are acquired from from C-band and/or K-band Doppler radar, or non- Doppler K-band and Doppler X-band radar installations which ameliorate S-band radar data and the data is digitized and processed to produce a simulated three-dimensional image of the meteorological data.
- the meteorological data is combined with the geographical and topographical data to produce a digital signal capable of being transmitted to a computer, displayed on a computer display screen, and manipulated by peripheral devices connected with the computer.
- the combined data is displayed as a photo-realistic three-dimensional pictorial representation of weather conditions from a selective observation point and relative to a selective geographical area.
- the pictorial representation can be manipulated to give the visual effect of moving through a weather system to allow the viewer to visualize the effects of the weather system at various geographical locations.
- Fig. 1 is a block diagram illustrating the basic stages of obtaining and processing weather data in accordance with the present method.
- Fig. 2 is a schematic illustration showing the components of the present 3-D weather display system.
- Fig. 3 is a schematic illustration illustrating schematically the fusing of the weather data images with the geographical and topographical data images.
- Fig. 1 illustrates the basic stages of obtaining and processing weather data in accordance with the present method.
- Fig. 2 illustrates the major components of the system
- Fig. 3 illustrates schematically the fusing of the weather data images with the geographical and topographical data images.
- the present system incorporates five stages for obtaining and processing the weather data; (1) geographical and topographical data retrieval, (2) meteorological data acquisition, (3) data fusion of the meteorological and geographical data, (4) post-fusion data processing, and (5) graphic display.
- geographical and other topographical data 10 on a national, regional, and local scale is digitized from satellite photo-images and stored in fixed memory by microprocessor 11 and is accessed and retrieved as needed while the method is in use.
- digital Landsat images and other digitally- constructed environments are processed to produce a simulated 3-D volumetric display having a volume of 50 km x 50 km by 20 km in height.
- Texture-mapping and similar techniques are used to accurately simulate the city environment and local terrain associated with the broadcast, including high resolution computerized simulation of local buildings, highways and landmarks.
- Cloud height information 12 and infrared data is obtained from a geostationary weather satellite 13.
- Color and texture-mapping information for cloud simulation is obtained from all-sky cameras 14 having beamsplitters and digital zoom capabilities.
- the microprocessor will also be able to texture-map and even color the clouds to correspond to actual conditions. For example, if there are dark blue rain clouds in the east and high western cirrus tinged red by the setting sun, the microprocessor 11 will be able to reproduce these colors accurately in the display.
- the scenes are recorded digitally, converted from polar to cartesian coordinates, then sent to the microprocessor 11 for data fusion with other data.
- the geographical and topographical information may be stored on tape and or disc and will not change appreciably The weather, however, will be "volatile," based upon current satellite and radar data
- meteorological data 15 is obtained in real-time using C-band and/or K-band Doppler radar units 16 operated from at least one location and in conjunction with the weather satellite 13
- C-band and K-band radar, or K-band and X-band radar are used to provide both precipitation and cloud cover data
- Ancillary meteorological data such as cloud height, temperature, humidity, and dew point, may be obtained by non-radar measurements, such as the all-sky camera 14
- each installation has two radar units, one C-band radar unit linked with one K-band unit, or one K-band unit linked with an X-band unit This is to facilitate acquisition of data representing both cloud bottoms and tops as well as precipitation
- the C-band radar has a 5 4 cm wavelength and covers a 15-30 km radius area
- the K-band radar includes several ranges of wavelengths
- the KA-band is from 0 75 - 1 2 cm wavelength, generally, 0 87 cm
- the K-band is from 1 2 - 1 7 cm wavelength, covers a 10
- the preferred radar units 16 are KU-band and C-band Doppler meteorological surveillance radars with automatic computer processing systems 17 and ground clutter suppression These radar units provide measurement of both reflectivity and velocity of rain droplets and can scan volumetrically to produce high-quality images In the reflectivity mode, the rain droplet echoes are scaled to correspond directly to values of rainfall intensity or rainwater content In velocity mode, the radar measures the movement of scattering particles along the radar beam In addition, special lightning detection software and algorithms may be incorporated with the C-band radar (5 4 cm wavelength) to forecast lightning hazards
- the radar automatic computer processing system 17 handles radar control, user interface and real-time display tasks Base parameters, such as mean velocity, reflectivity and spectral width can be automatically displayed and archived on disk The radar computer processing system 17 also allows playback capability for off-line analysis
- the system may be modified as follows.
- the Doppler C-band and Doppler K-band stationary radar installation is replaced with a standard (non-Doppler) K-band radar unit combined with a Doppler X-band unit 16A.
- the data from this stationary site is combined with data from one or more truck- mounted mobile X-band radar units 16B fitted with global .positioning devices.
- the ancillary Doppler X- band units may be located at fixed points at the periphery of the central area.
- the data from the ancillary X-band units is digitally combined with the K-band and X-band data from the stationary source as well as other ancillary information, and then sent to a computer, as described below.
- the data supplied by the C-band, K-band, and X-band radar units may be supplemented by S-band radar data 18 supplied by National Weather Service radar units to provide a picture of the weather in a radius of 250 nautical miles surrounding the installation.
- the National Weather Service has a network of advanced S-Band Doppler radar stations in place at 138 sites in the United States, and is capable of delivering 77 different data products to government meteorologists.
- the data products include; winds aloft, lightning activity and wind shear conditions such as microburst activity. Out of these 77 products, 11 are allowed to be received by the public which include four tilts or "slices" of the atmosphere in clear air mode and eleven slices of the atmosphere in storm mode.
- the S-band radar at the National Weather Service facility at LaMarque, Texas has a range of approximately 250-300 nautical miles in clear air mode and 125 nautical miles in storm mode.
- storm mode the top slice of the atmosphere is taken from a tilt of 19.5 ⁇ 3 ⁇ which, according to meteorologists, will include clouds at 40,000' over Houston, some 40 miles away.
- the 11 data products from the National Weather Service are commercially available through private weather service companies, called "NIDS vendors", which act as intermediaries between the National Weather Service and the public.
- NIDS vendors private weather service companies
- the acquisition of the 11 data products at a particular site requires a downlink microwave unit and file server.
- the present system would utilize the following National Weather Service data products to supplement the C-band, K-band, and X-band radar data: Product# Product ID Product
- the digital signal microprocessor 11 analyzes the radar information from the
- the processed radar information is
- the acquired meteorological data 15 is fused or combined with retrieved geographical and topographical data 10 using parallel processing techniques.
- the Doppler radar data may be pre-processed before fusion.
- the data is fused or
- a computer 19 such as a Silicon Graphics computer equipped with an advanced display system 20.
- geographical/topographical data is processed, using a software program, to generate a
- the software can be used to provide a photo-realistic view of the surrounding weather.
- the preferred software also makes use of texture-mapping and transparency volumes.
- the processor systems 11 and 19 utilized in processing the fused or combined
- meteorological data and geographical/topographical data and generate the three-
- dimensional graphical representation comprises: (1) a radar ingest/formatting processor;
- the graphical representation is displayed relative to a
- graphic scene will be processed and viewed within ten minutes of real time.
- the television viewers may "fly" from, say, western Washington state to the Houston, Texas area at a virtual speed of 240,000 miles per hour, crossing several real ⁇
- each radar unit employs relatively short wavelengths (1 cm and 5 cm) and short range gates (150-300m), it will be possible to visualize clouds as small as 300-600 ft.
- the cloud colors will also correspond to actual conditions.
- the Doppler radar would be able to detect the characteristic "hook" shape associated with tornadic rotation many
- broadcasters will be able to not only tell about storm activity, they will be
- Rainfall intensities can also be determined and modeled using layering techniques, thus giving important information on potential flooding This same technique can be ported to another real-time problem associated with urban life reporting and visualization
- the present system provides exceptional data and graphics, far beyond what is
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- Engineering & Computer Science (AREA)
- Radar, Positioning & Navigation (AREA)
- Remote Sensing (AREA)
- Physics & Mathematics (AREA)
- Electromagnetism (AREA)
- Computer Networks & Wireless Communication (AREA)
- General Physics & Mathematics (AREA)
- Radar Systems Or Details Thereof (AREA)
- Processing Or Creating Images (AREA)
Abstract
L'invention concerne un système de prévision météorologique permettant d'afficher des représentations graphiques tridimensionnelles dynamiques à réalisme photographique, et en temps réel, de conditions météorologiques, ces représentations étant créées à partir de données météorologiques (15) combinées avec des données géographiques et topographiques. Des données géographiques et topographiques sont récupérées, numérisées et traitées en vue de produire une image volumétrique simulée en trois dimensions, puis sont stockées en mémoire en vue d'une récupération ultérieure. On obtient des données météorologiques, notamment des données de précipitation, de nébulosité, de bas et de sommet de formations nuageuses, de pouvoir réfléchissant et de vitesse de gouttes de pluie en temps réel à partir d'installations de radar Doppler (16) en bande C ou en bande K, ou de radar non Doppler en bande K ou en bande X. Les données combinées sont affichées en tant que représentation (21) graphique tridimensionnelle à réalisme photographique de conditions météorologiques, à partir d'un point d'observation sélectif et correspondant à une zone géographique sélectionnée. La représentation graphique peut être modifiée en vue de produire un effet visuel de mouvement dans un système météorologique, pour permettre à un utilisateur de visualiser les effets du système météorologique à divers emplacements géographiques.
Priority Applications (1)
Application Number | Priority Date | Filing Date | Title |
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PCT/US1996/019539 WO1998026306A1 (fr) | 1996-12-09 | 1996-12-09 | Systeme d'affichage 3d et de prevision meteorologique |
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
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PCT/US1996/019539 WO1998026306A1 (fr) | 1996-12-09 | 1996-12-09 | Systeme d'affichage 3d et de prevision meteorologique |
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WO1998026306A1 true WO1998026306A1 (fr) | 1998-06-18 |
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PCT/US1996/019539 WO1998026306A1 (fr) | 1996-12-09 | 1996-12-09 | Systeme d'affichage 3d et de prevision meteorologique |
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Cited By (11)
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WO2006110973A1 (fr) | 2005-04-20 | 2006-10-26 | Sicom Systems, Ltd. | Reseaux de radars a faible cout et a haute performance |
US7391358B2 (en) * | 2005-06-30 | 2008-06-24 | Massachusetts Institute Of Technology | Weather radar echo tops forecast generation |
WO2010117959A3 (fr) * | 2009-04-05 | 2011-01-20 | Baron Services, Inc. | Système de placement de données météorologiques sur une image de terrain tridimensionnelle |
JP2016095250A (ja) * | 2014-11-14 | 2016-05-26 | 国立研究開発法人海洋研究開発機構 | 画像処理装置、画像処理方法、画像処理プログラム |
US10101437B2 (en) | 2005-04-20 | 2018-10-16 | Accipter Radar Technologies Inc. | Low cost, high performance radar networks |
CN109270537A (zh) * | 2018-11-29 | 2019-01-25 | 北京无线电测量研究所 | 一种天气雷达的体扫数据对比方法 |
CN111736154A (zh) * | 2020-06-22 | 2020-10-02 | 太极计算机股份有限公司 | 三维气象雷达回波模型的构建方法和显示方法 |
US11276221B1 (en) | 2021-01-27 | 2022-03-15 | International Business Machines Corporation | Creating an animated pictogram |
CN115097459A (zh) * | 2022-04-13 | 2022-09-23 | 泰州市气象局 | S和x波段组网天气雷达反射率因子交互校验方法及系统 |
CN115144835A (zh) * | 2022-09-02 | 2022-10-04 | 南京信大气象科学技术研究院有限公司 | 一种基于神经网络的卫星反演天气雷达反射率的方法 |
CN117368881A (zh) * | 2023-12-08 | 2024-01-09 | 哈尔滨工业大学(深圳)(哈尔滨工业大学深圳科技创新研究院) | 一种融合多源数据的长序列雷达图像预测方法及系统 |
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Cited By (20)
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US11988767B2 (en) | 2005-04-20 | 2024-05-21 | Accipiter Radar Technologies Inc. | Low cost, high performance radar networks |
EP1875266A1 (fr) * | 2005-04-20 | 2008-01-09 | Sicom Systems, Ltd. | Reseaux de radars a faible cout et a haute performance |
EP1875266A4 (fr) * | 2005-04-20 | 2011-11-16 | Sicom Systems Ltd | Reseaux de radars a faible cout et a haute performance |
US10101437B2 (en) | 2005-04-20 | 2018-10-16 | Accipter Radar Technologies Inc. | Low cost, high performance radar networks |
WO2006110973A1 (fr) | 2005-04-20 | 2006-10-26 | Sicom Systems, Ltd. | Reseaux de radars a faible cout et a haute performance |
US7391358B2 (en) * | 2005-06-30 | 2008-06-24 | Massachusetts Institute Of Technology | Weather radar echo tops forecast generation |
WO2010117959A3 (fr) * | 2009-04-05 | 2011-01-20 | Baron Services, Inc. | Système de placement de données météorologiques sur une image de terrain tridimensionnelle |
EP2417580A2 (fr) * | 2009-04-05 | 2012-02-15 | Baron Services, Inc. | Système de placement de données météorologiques sur une image de terrain tridimensionnelle |
EP2417580A4 (fr) * | 2009-04-05 | 2013-08-28 | Baron Services Inc | Système de placement de données météorologiques sur une image de terrain tridimensionnelle |
JP2016095250A (ja) * | 2014-11-14 | 2016-05-26 | 国立研究開発法人海洋研究開発機構 | 画像処理装置、画像処理方法、画像処理プログラム |
EP3220355A4 (fr) * | 2014-11-14 | 2018-07-04 | Japan Agency for Marine-Earth Science and Technology | Appareil, procédé et programme de traitement d'image |
US10410375B2 (en) | 2014-11-14 | 2019-09-10 | Japan Agency For Marine-Earth Science And Technology | Image processing apparatus, image processing method, and a non-transitory computer readable medium |
CN109270537A (zh) * | 2018-11-29 | 2019-01-25 | 北京无线电测量研究所 | 一种天气雷达的体扫数据对比方法 |
CN111736154B (zh) * | 2020-06-22 | 2023-09-15 | 太极计算机股份有限公司 | 三维气象雷达回波模型的构建方法和显示方法 |
CN111736154A (zh) * | 2020-06-22 | 2020-10-02 | 太极计算机股份有限公司 | 三维气象雷达回波模型的构建方法和显示方法 |
US11276221B1 (en) | 2021-01-27 | 2022-03-15 | International Business Machines Corporation | Creating an animated pictogram |
CN115097459A (zh) * | 2022-04-13 | 2022-09-23 | 泰州市气象局 | S和x波段组网天气雷达反射率因子交互校验方法及系统 |
CN115144835A (zh) * | 2022-09-02 | 2022-10-04 | 南京信大气象科学技术研究院有限公司 | 一种基于神经网络的卫星反演天气雷达反射率的方法 |
CN117368881A (zh) * | 2023-12-08 | 2024-01-09 | 哈尔滨工业大学(深圳)(哈尔滨工业大学深圳科技创新研究院) | 一种融合多源数据的长序列雷达图像预测方法及系统 |
CN117368881B (zh) * | 2023-12-08 | 2024-03-26 | 哈尔滨工业大学(深圳)(哈尔滨工业大学深圳科技创新研究院) | 一种融合多源数据的长序列雷达图像预测方法及系统 |
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