Calibrating Weather Forecasting in Indonesia: The Geostatistical Output Perturbation Method

Authors

  • Kartika Nur ‘Anisa’ Sepuluh Nopember Institute of Technology image/svg+xml
  • Sutikno Sutikno Sepuluh Nopember Institute of Technology image/svg+xml
  • Purhadi Purhadi Sepuluh Nopember Institute of Technology image/svg+xml
  • Imam Mukhlash Sepuluh Nopember Institute of Technology image/svg+xml
  • Urip Haryoko Indonesian Agency for Meteorology, Climatology, and Geophysics
  • Hastuadi Harsa Indonesian Agency for Meteorology, Climatology, and Geophysics

DOI:

https://doi.org/10.22452/mjs.sp2019no2.9

Keywords:

GOP; NWP; Spatial; Weather Forecasting

Abstract

Meteorological, Climatological and Geophysical Agency Indonesia has developed weather forecasting using Numerical Weather Prediction (NWP) but has high bias. Geostatistical Output Perturbation (GOP) is implemented in the CCAM (conformal-cubic atmospheric model) NWP data in the eight meteorological station in Indonesia, i.e. Kemayoran, Priok, Cengkareng, Pondok Betung, Curug, Dermaga, Tangerang and Citeko stations. Results show exponential is the best distribution model for analyzing temperature in Indonesia using GOP. The location which far away from other locations/stations can have a considerable impact on the weather forecasting. Citeko station has quite different characteristic location because it is located in the higher elevation area than other stations. If Citeko station is not included in the analysis, the accuracy and precision are able to be increased twice and the results show better.

Author Biographies

  • Kartika Nur ‘Anisa’, Sepuluh Nopember Institute of Technology

    Department of Statistics, Faculty of Mathematics Computing and Data Science, Institut Teknologi Sepuluh Nopember, Kampus Sukolilo, Surabaya 60111, INDONESIA

  • Sutikno Sutikno, Sepuluh Nopember Institute of Technology

    Department of Statistics, Faculty of Mathematics Computing and Data Science, Institut Teknologi Sepuluh Nopember, Kampus Sukolilo, Surabaya 60111, INDONESIA

  • Purhadi Purhadi, Sepuluh Nopember Institute of Technology

    Department of Statistics, Faculty of Mathematics Computing and Data Science, Institut Teknologi Sepuluh Nopember, Kampus Sukolilo, Surabaya 60111, INDONESIA

  • Imam Mukhlash, Sepuluh Nopember Institute of Technology

    Department of Mathematics, Faculty of Mathematics Computing and Data Science, Institut Teknologi Sepuluh Nopember, Kampus Sukolilo, Surabaya 60111, INDONESIA

  • Urip Haryoko, Indonesian Agency for Meteorology, Climatology, and Geophysics

    Centre for Research and Development Indonesian Agency for Meteorology, Climatology, and Geophysics, Jakarta 10720, INDONESIA

  • Hastuadi Harsa, Indonesian Agency for Meteorology, Climatology, and Geophysics

    Centre for Research and Development Indonesian Agency for Meteorology, Climatology, and Geophysics, Jakarta 10720, INDONESIA

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Published

30-09-2019

How to Cite

Calibrating Weather Forecasting in Indonesia: The Geostatistical Output Perturbation Method. (2019). Malaysian Journal of Science (MJS), 38(Sp2), 100-112. https://doi.org/10.22452/mjs.sp2019no2.9

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