DocumentCode :
34684
Title :
Linguistic Descriptions for Automatic Generation of Textual Short-Term Weather Forecasts on Real Prediction Data
Author :
Ramos-Soto, Alejandro ; Bugarin, Alberto Jose ; Barro, Senen ; Taboada, Juan
Author_Institution :
Res. Centre on Inf. Technol. (CiTIUS), Univ. of Santiago de Compostela, Santiago de Compostela, Spain
Volume :
23
Issue :
1
fYear :
2015
fDate :
Feb. 2015
Firstpage :
44
Lastpage :
57
Abstract :
We present in this paper an application that automatically generates textual short-term weather forecasts for every municipality in Galicia (NW Spain), using the real data provided by the Galician Meteorology Agency (MeteoGalicia). This solution combines in an innovative way computing with perceptions techniques and strategies for linguistic description of data, together with a natural language generation (NLG) system. The application, which is named GALiWeather, extracts relevant information from weather forecast input data and encodes it into intermediate descriptions using linguistic variables and temporal references. These descriptions are later translated into natural language texts by the NLG system. The obtained forecast results have been thoroughly validated by an expert meteorologist from MeteoGalicia using a quality assessment methodology, which covers two key dimensions of a text: the accuracy of its content and the correctness of its form. Following this validation, GALiWeather will be released as a real service, offering custom forecasts for a wide public.
Keywords :
computational linguistics; geophysics computing; natural language processing; weather forecasting; GALiWeather; Galician Meteorology Agency; MeteoGalicia; NLG system; automatic generation; linguistic descriptions; natural language generation system; real prediction data; textual short-term weather forecasts; Clouds; Natural languages; Pragmatics; Wind forecasting; Computing with perceptions (CWPs); linguistic descriptions of data (LDD); natural language generation (NLG); open data;
fLanguage :
English
Journal_Title :
Fuzzy Systems, IEEE Transactions on
Publisher :
ieee
ISSN :
1063-6706
Type :
jour
DOI :
10.1109/TFUZZ.2014.2328011
Filename :
6824839
Link To Document :
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