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Journal : Media Statistika

MODELING OF SEA SURFACE TEMPERATURE BASED ON PARTIAL LEAST SQUARE - STRUCTURAL EQUATION Miftahuddin, Miftahuddin; Putri, Retno Wahyuni; Setiawan, Ichsan; Oktari, Rina Suryani
MEDIA STATISTIKA Vol 14, No 2 (2021): Media Statistika
Publisher : Department of Statistics, Faculty of Science and Mathematics, Universitas Diponegoro

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.14710/medstat.14.2.170-182

Abstract

Variability of Sea Surface Temperature (SST) is one of the climatic features that influence global and regional climate dynamics. Missing data (gaps) in the SST dataset are worth investigating since they may statistically alter the value of the SST change. The partial least square-structural equation modeling (PLS-SEM) approach is used in this work to estimate the causality relationships between exogenous and endogenous latent variables. The findings of this study, which are significant indicators that have a loading factor value > 0.7 are as follows: i) sea surface temperature (oC) as a measure of the latent variable changes in SST, ii) wind speed (m/s) and relative humidity (%) as a measure of the latent variable of weather, and iii) air temperature (oC), long-wave solar radiation (w/m2) as a measure of climate latent variables. The size of the Rsquare value is influenced by the number of gaps. The results of the boostrapping show that the latent variables of weather and climate have a significant effect on changes in SST which are indicated by the value of tstatistics > ttabel. The structural model obtained Changes in SST (η) = -0.330 weather + 0.793 climate + ζ. The model shows that the weather has a negative coefficient, which means that the better the weather conditions, the lower the SST changes. Climate has a positive coefficient, which means that the better the climate, the SST changes will also increase. Rising sea surface temperatures caused by an increase in climate can lead to global warming, impacting El-Nino and La-Nina events.
Co-Authors . Marwantim . Rizwan A.A. Ketut Agung Cahyawan W Adi Mulsandi Affan, Junaidi M agustina, imelda Akram Tamlicha Akram Tamlicha Alvi Rahmah Alvi Rahmah Amri Adnan Ananda Pratama Sitanggang Chaliluddin Chaliluddin Chaliluddin, Makwiyah A. Chasandra Faradila Dedi Fazriansyah Putra Deria, Salsabila Edi Rudi Edy Miswar Edy Miswar Edy Miswar, Edy El Rahimi, Sayyid Afdhal Elisa, Sofia Elzein Muhammed Fahal Fahal, Elzein Muhammed Faliqul Isbah Faliqul Isbah Fibriarista, Ika Haekal A. Haridhi Hasibuan, David Chalik Hendra Gunawan Husaini Husaini Ikramullah Ikramullah Ilham Zulfahmi Illian, Didi Nurhadi Imelda Agustina Indra Indra Indra Indra Irma Dewiyanti Irwan Irwan Iskandar Hasanuddin Iskandar Hasanuddin Junaidi M. Affan Junaidi M. Affan Lulusi Lulusi Lulusi Lulusi Makwiyah A. Chaliluddin Maria Ulfah Maria Ulfah Marni, Putri Marwantim M Maula, Rizka Miftahuddin Miftahuddin Miftahuddin Miftahuddin Miftahuddin Miftahuddin Miftahuddin Muchlisin Z.A. Muhammad Muhammad Muhammad Arif Muhammad Haiqal Muhammad Irham Muhammad Irham Muhammad Muhammad Muhammad Muhammad Muhammad Nasir Muhammad Nasir Muhammad Redha Subqi Muhammad Rusdi Muhammad Rusdi Muhammad Rusdi Mulyadi Abdul Wahid Nabil Zurba Najwan Ihsan Nanda Rizki Purnama Nazaruddin Nazaruddin Nigar Pandrianto Novira Iswani Nur Fadli Nurliza, Eli Nurul Azmi, Nurul Nurul Fadhilah Oktari, Rina Suryani Oktaviani, Fanny Prajaputra, Vicky Putra, Dedi Fazriansyah Putri, Cut Namira Putri, Retno Wahyuni Rahimi, Sayyid Afdhal El Ratna Mutia Aprilla Ratna Mutia Aprilla Razali Thaib Razali Thaib Rianjuanda Rianjuanda Ridha Riani Zahara Lubis Rizka Maula Roesa Nellyana Roni Arif Munandar Sabri Sabri Said Amir Azan Said Amir Azan Sarwo Edhy Sofyan Sarwo Edhy Sofyan Sayed Abdul Azis Sayyid Afdhal El Rahimi Siti Sundari Sofyan Sofyan Subqi, Muhammad Redha Sugianto Sugianto Syahrul Purnawan Syahrul Purnawan Syahrul Purnawan Syahrul Purnawan Syahrul Purnawan Syahrul Purnawan Syahrul Purnawan Syamsul Rizal Syamsul Rizal Syamsul Rizal Syarifah Meurah Yuni Syarifah Meurah Yuni Syarifah Meurah Yuni Syarifah Meurah Yuni Taufiq Iskandar Taufiq Ismail Taufiq Saidi Taufiq Saidi Tengku Putra Fajran Alamsyah Thaib Rizwan Thaib Rizwan, Thaib Vicky Prajaputra Yuni, Syarifah Meurah Yusria Darma Zainal A. Muchlisin