A COMPARISON OF RAINFALL ESTIMATION USING HIMAWARI-8 SATELLITE DATA IN DIFFERENT INDONESIAN TOPOGRAPHIES
Abstract
The Himawari-8 satellite can be used to derive precipitation data for rainfall estimation. This study aims to test several methods for suchestimation employing the Himawari-8 satellite. The methods are compared in three regions with different topographies, namely Bukittinggi, Pontianak and Ambon. The rainfall estimation methods that are tested are auto estimator, IMSRA, non-linear relation and non-linear inversion approaches. Based on the determination of the statistical verification(RMSE, standard deviation and correlation coefficient) of the amount of rainfall, the best method in Bukittinggi and Pontianak was shown to be IMSRA, while for the Ambon region was the non-linear relations. The best methods from each research area were mapped using the Google Maps Application Programming Interface (API).
Keywords
Full Text:
PDFReferences
Akanbi A.K., Agunbiade O.Y., (2013), Integration of a city GIS data with Google Map API and Google Earth API for a web based 3D Geospatial Application. International Journal of Science and Research (IJSR) 2(11).
Alfuadi N., (2016), Interkomparasi Teknik Estimasi Curah Hujan. Prosiding Seminar Nasional Sains Atmosfer, 151-162.
Alfuadi N., Wandala A., (2016), Comparative Test of Several Rainfall Estimation Methods Using Himawari-8 Data. International Journal of Remote Sensing and Earth Science 3(2): 95-104.
Ahrens D.C., Henson R., (2019), Meteorology Today : An Introduction to Weather, Climate, and The Environment Twelfth Edition. Cengage Learning, USA.
Avia L.Q., Haryanto A., (2013), Penentuan Suhu Threshold Awan Hujan di Wilayah Indonesia Berdasarkan data satelit MTSAT dan TRMM. Jurnal Sains Dirgantara 10(2):82-89.
Bessho K., Date K., Hayashi M., Ikeda A., Imai T., Inoue H., Kumagai Y., Miyakawa T., Murata H., Ohno T., Okuyama A., Oyama R., Sasaki Y., Shimazu Y., Shimoji K., Sumida Y., Suzuki M., Taniguchi H., Tsuchiyama H., Uesawa D., Yokota H., Yoshida R., (2016), An Introduction to Himawari-8/9-Japan’s New-Generation Geostationary Meteorological Satellites. Journal of the Meteorological Society of Japan 94(2):151-183.
Gairola R.M., Varma A.K., Prakash S., Mahesh, C., Pal P.K., (2011), Development of Rainfall Estimation Algorithms for Monitoring Rainfall Events over India Using KALPANA-IR Measurements on Various Temporal and Spatial Scales. 38th Meeting of the Coordination Group of Meteorological Satellites (CGMS), New Delhi, India, 8–12 November.
Lillesand T.M., Kiefer R.W., Chipman J.W., (2015), Remote Sensing and Image Interpretation Seventh Edition. John Wiley & Sons, Inc, USA.
Marpaung S., (2010), Pengaruh Topografi Terhadap Curah Hujan Musiman dan Tahunan di Provinsi Bali Berdasarkan data Observasi Resolusi Tinggi. Prosiding Seminar Penerbangan dan Antariksa, 104-110.
Natural Resources Canada (2003), Fundamental of Remote Sensing, A Canada Centre for Remote Sensing Remote Sensing Tutorial, Canada.
Nurasniyati, Muliadi, Adriat R., (2018), Estimasi Curah Hujan di Kota Pontianak Berdasarkan Suhu, Ketebalan dan Tekanan Puncak Awan. Jurnal Prisma Fisika 6(3):184-189.
Octari G.R., Suhaedi D., Noersomadi, (2015), Model Estimasi Curah Hujan Berdasarkan Suhu Puncak Awan Menggunakan Inversi Nonlinear. Prosiding Penelitian SPeSIA 2015 Bid. Matematika 1(1):23-29.
Rani N.A., Khoir A.N., Afra S.Y., (2016), Rainfall Estimation Using Auto-Estimator Based On Cloud-Top Temperature Of Himawari 8 Satellite Compared To Rainfall Observation In Pangkalpinang Meteorological Station. Proceedings The 6th International Symposium for Sustainable Humanosphere 1(1):93-98.
Robillard M. P., (2009), What makes APIs hard to learn? Answers from developers. IEEE Software 26(6):27-34.
Saefuddin A., Notodiputro K.A., Alamudi A., Sadik, K., (2009), Statistika Dasar. PT Grasindo, Jakarta.
Santos C.A.C.D., Silva B.B.D., Rao T.V.R.R., Satyamurti P., Manzi A.O., (2011), Downward Longwave Radiation Estimates For Clear Sky Conditions Over Northeast Brazil. Revista Brasileira de Meteorologia 26(3):443-450.
Supranto J., (2008), Statistik Teori dan Aplikasi. Penerbit Erlangga, Jakarta.
Stull R., (2015), Practical Meteorology-An Algebra-based Survey of Atmospheric Science. University of British Columbia, Canada.
Sucahyono D., Ribudiyanto K., (2009), Cuaca dan Iklim Ekstrim di Indonesia. Puslitbang, Badan Meteorologi Klimatologi dan Geofisika
Suwarsono P., Kusumaning A.D.S., Kartasamita M., (2009), Penentuan Hubungan Antara Suhu Kecerahan dangan MTSAT dengan Curah Hujan Data QMORPH. Jurnal Penginderaan Jauh 6(1):32-42.
Tan S.Y., (2014), Meteorological Satellite Systems. Springer, France.
Vicente G.A., Scofield R.A., Menzel, W.P., (1998), The Operational GOES Infrared Rainfall Estimation Technique. Bulletin of the American Meteorological Society 79(9):1883-1898.
Wang W., Lu Y., (2018), Analysis of the Mean Absolute Error (MAE) and the Root Mean Square Error (RMSE) in Assessing Rounding Model. IOP Conference Series: Materials Science and Engineering 324(1):1-10.
Refbacks
- There are currently no refbacks.