• 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