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
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