Multimedia derived wind map
Embodiments of the present invention disclose a method, a computer program product, and a computer system for generating a wind map based on multimedia analysis. A computer receives a multimedia source configuration and builds a wind scale reference database. In addition, the computer extracts and processes both wind speed data and contextual data from the multimedia. Moreover, the computer analyses temporal and spatial features, as well as generates a wind map based on the extracted context, extracted wind speed, and analysed temporal and spatial features. Lastly, the wind map generator validates and modifies the wind scale reference database.
1. A computer-implemented method for generating a wind map based on multimedia analysis, the method comprising:
deducing a wind speed of wind identified in one or more multimedia based on a wind scale reference database, wherein the one or more multimedia includes at least one of text, audio, image, and video; and wherein extracting the contextual data corresponding to the one or more multimedia further comprises:
transcribing the audio;
applying keyword searching and natural language processing to the transcribed audio and the text; and
applying image recognition technology to the image and the video;
extracting contextual data corresponding to the one or more multimedia that includes a time, a date, and a GPS-determined geotag indicating a geolocation where the one or more multimedia was recorded;
extracting temporal and spatial features from the multimedia, wherein the temporal and spatial features include terrain and topographic wind, building winds, city winds, heat island effects, lake effects, and mountain waves, wherein deducing the wind speed of the wind is further based on the extracted temporal and spatial features;
generating a wind map that layers the deduced wind speed over a map;
receiving user interaction with the wind map that modifies a zoom level and a time frame of the deduced wind speed;
retrieving a verified wind speed from a weather station within a threshold spatial proximity of the extracted geolocation and a threshold temporal proximity to the time and the date;
comparing the verified wind speed to the deduced wind speed; and
modifying the wind scale reference database based on the comparison.
2. The computer-implemented method of claim 1 , wherein extracting the contextual data corresponding to the one or more multimedia further comprises:
extracting an elevation of the wind recorded in the one or more multimedia.
3. The computer-implemented method of claim 1 , further comprising:
removing false positive multimedia from the one or more multimedia by applying natural language processing to the extracted contextual data.
4. The computer-implemented method of claim 2 , wherein extracting the contextual data corresponding to the one or more multimedia further comprises:
extracting a wind direction from the one or more multimedia;
extracting an atmospheric pressure from the one or more multimedia; and
extracting a temperature from the one or more multimedia.
5. A computer program product for generating a wind map based on multimedia analysis, the computer program product comprising:
one or more non-transitory computer-readable storage media and program instructions stored on the one or more non-transitory computer-readable storage media capable of performing a method, the method comprising:
deducing a wind speed of wind identified in one or more multimedia based on a wind scale reference database, wherein the one or more multimedia includes at least one of text, audio, image, and video; and wherein extracting the contextual data corresponding to the one or more multimedia further comprises:
transcribing the audio;
applying keyword searching and natural language processing to the transcribed audio and the text; and
applying image recognition technology to the image and the video;
extracting contextual data corresponding to the one or more multimedia that includes a time, a date, and a GPS-determined geotag indicating a geolocation where the one or more multimedia was recorded;
extracting temporal and spatial features from the multimedia, wherein the temporal and spatial features include terrain and topographic wind, building winds, city winds, heat island effects, lake effects, and mountain waves, wherein deducing the wind speed of the wind is further based on the extracted temporal and spatial features;
generating a wind map that layers the deduced wind speed over a map;
receiving user interaction with the wind map that modifies a zoom level and a time frame of the deduced wind speed;
retrieving a verified wind speed from a weather station within a threshold spatial proximity of the extracted geolocation and a threshold temporal proximity to the time and the date;
comparing the verified wind speed to the deduced wind speed; and
modifying the wind scale reference database based on the comparison.
6. The computer program product of claim 5 , wherein extracting the contextual data corresponding to the one or more multimedia further comprises:
extracting an elevation of the wind recorded in the one or more multimedia.
7. The computer program product of claim 5 , further comprising:
removing false positive multimedia from the one or more multimedia by applying natural language processing to the extracted contextual data.
8. The computer program product of claim 6 , wherein extracting the contextual data corresponding to the one or more multimedia further comprises:
extracting a wind direction from the one or more multimedia;
extracting an atmospheric pressure from the one or more multimedia; and
extracting a temperature from the one or more multimedia.
9. A computer system for generating a wind map based on multimedia analysis, the computer system comprising:
one or more computer processors, one or more computer-readable storage media, and program instructions stored on one or more of the computer-readable storage media for execution by at least one of the one or more processors capable of performing a method, the method comprising:
deducing a wind speed of wind identified in one or more multimedia based on a wind scale reference database, wherein the one or more multimedia includes at least one of text, audio, image, and video; and wherein extracting the contextual data corresponding to the one or more multimedia further comprises:
transcribing the audio;
applying keyword searching and natural language processing to the transcribed audio and the text; and
applying image recognition technology to the image and the video;
extracting contextual data corresponding to the one or more multimedia that includes a time, a date, and a GPS-determined geotag indicating a geolocation where the one or more multimedia was recorded;
extracting temporal and spatial features from the multimedia, wherein the temporal and spatial features include terrain and topographic wind, building winds, city winds, heat island effects, lake effects, and mountain waves, wherein deducing the wind speed of the wind is further based on the extracted temporal and spatial features;
generating a wind map that layers the deduced wind speed over a map;
receiving user interaction with the wind map that modifies a zoom level and a time frame of the deduced wind speed;
retrieving a verified wind speed from a weather station within a threshold spatial proximity of the extracted geolocation and a threshold temporal proximity to the time and the date;
comparing the verified wind speed to the deduced wind speed; and
modifying the wind scale reference database based on the comparison.
10. The computer system of claim 9 , wherein extracting the contextual data corresponding to the one or more multimedia further comprises:
extracting an elevation of the wind recorded in the one or more multimedia.
11. The computer system of claim 9 , further comprising:
removing false positive multimedia from the one or more multimedia by applying natural language processing to the extracted contextual data.