Spatio-Temporal Variations of Indonesian Rainfall and Their Links to Indo-Pacific Modes
The analysis of rainfall patterns in the Indonesian region utilized the Empirical Orthogonal Function (EOF) method to identify spatial and temporal variations. The study evaluated the dynamic influence of the Tropical Indian Ocean (TIO) and the Tropical Pacific Ocean (TPO) on Indonesian rainfall usi...
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Published in | Atmosphere Vol. 15; no. 9; p. 1036 |
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Language | English |
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Abstract | The analysis of rainfall patterns in the Indonesian region utilized the Empirical Orthogonal Function (EOF) method to identify spatial and temporal variations. The study evaluated the dynamic influence of the Tropical Indian Ocean (TIO) and the Tropical Pacific Ocean (TPO) on Indonesian rainfall using monthly data from the Southeast Asian Climate Assessment and Dataset (SACA&D) spanning from January 1981 to December 2016 and encompassing three extreme El Niño events in 1982/1983, 1997/1998 and 2015/2016. Using combined reanalysis and gridded-observation data, this study evaluates the potential impact of the two primary modes in the tropical Indo-Pacific region, namely the Indian Ocean Dipole (IOD) and the El Niño-Southern Oscillation (ENSO) on Indonesian rainfall. The analysis using the EOF method revealed two main modes with variances of 35.23% and 13.07%, respectively. Moreover, the results indicated that rainfall in Indonesia is highly sensitive to sea surface temperatures (SST) in the southeastern tropical Indian Ocean and the central Pacific Ocean (Niño3.4 and Niño3 areas), suggesting that changes in SST could significantly alter rainfall patterns in the region. This research is useful for informing government policies related to anticipating changes in rainfall variability as part of Indonesia’s preparedness for hydrometeorological disasters. |
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AbstractList | The analysis of rainfall patterns in the Indonesian region utilized the Empirical Orthogonal Function (EOF) method to identify spatial and temporal variations. The study evaluated the dynamic influence of the Tropical Indian Ocean (TIO) and the Tropical Pacific Ocean (TPO) on Indonesian rainfall using monthly data from the Southeast Asian Climate Assessment and Dataset (SACA&D) spanning from January 1981 to December 2016 and encompassing three extreme El Niño events in 1982/1983, 1997/1998 and 2015/2016. Using combined reanalysis and gridded-observation data, this study evaluates the potential impact of the two primary modes in the tropical Indo-Pacific region, namely the Indian Ocean Dipole (IOD) and the El Niño-Southern Oscillation (ENSO) on Indonesian rainfall. The analysis using the EOF method revealed two main modes with variances of 35.23% and 13.07%, respectively. Moreover, the results indicated that rainfall in Indonesia is highly sensitive to sea surface temperatures (SST) in the southeastern tropical Indian Ocean and the central Pacific Ocean (Niño3.4 and Niño3 areas), suggesting that changes in SST could significantly alter rainfall patterns in the region. This research is useful for informing government policies related to anticipating changes in rainfall variability as part of Indonesia’s preparedness for hydrometeorological disasters. |
Audience | Academic |
Author | Suhadi Irfan, Muhammad Ariska, Melly Supari Iskandar, Iskhaq |
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Cites_doi | 10.1007/s10113-020-01737-z 10.1002/2016JD024822 10.1175/1520-0450(1982)021<1713:EOFAOH>2.0.CO;2 10.1073/pnas.1524888113 10.21660/2019.61.8256 10.1038/43854 10.1007/s00382-011-1001-9 10.22146/ijg.35667 10.1029/1999GL002320 10.1002/joc.950 10.1175/1520-0442(2003)016<1775:IRVIOE>2.0.CO;2 10.1029/2000GL011451 10.1029/2008GL033468 10.1007/s40641-019-00152-9 10.3390/atmos15020187 10.2151/jmsj.80.285 10.1002/2017RG000560 10.1029/2003GL017926 10.1175/1520-0442(2001)014<3882:SCAPOI>2.0.CO;2 10.13057/biodiv/d180432 10.1016/j.proenv.2016.03.070 10.1175/2010JCLI3396.1 10.1175/1520-0442(2004)017<0665:OTRBWM>2.0.CO;2 10.1029/2004RG000158 10.1088/1748-9326/11/9/094023 |
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References | Yamagata (ref_21) 1992; 7 Iskandar (ref_31) 2020; 7 Koplitz (ref_4) 2016; 11 Behera (ref_37) 2019; 28 Zhang (ref_20) 2005; 43 Novi (ref_34) 2018; 6 Aldrian (ref_26) 2001; 2 Hamada (ref_15) 2002; 80 Glisan (ref_29) 2016; 121 Putra (ref_3) 2019; 51 Yamanaka (ref_18) 2012; 8 Sprintall (ref_6) 1999; 26 Saji (ref_25) 1999; 401 ref_17 Annamalai (ref_28) 2010; 23 (ref_23) 2010; 9 Hendon (ref_9) 2003; 16 Santoso (ref_16) 2017; 55 Yamanaka (ref_36) 2018; 3 Iskandar (ref_13) 2017; 1857 Simanjuntak (ref_30) 2020; 6 Haylock (ref_8) 2001; 14 Katsumata (ref_5) 2010; 5 Iskandar (ref_10) 2017; 18 Zhou (ref_19) 2012; 38 Besselaar (ref_24) 2017; 32 Robial (ref_39) 2016; 15 Zheng (ref_14) 2019; 5 Aldrian (ref_7) 2003; 23 Lyons (ref_32) 1982; 21 Ashok (ref_12) 2003; 30 Lestari (ref_33) 2018; 50 Ward (ref_2) 2021; 21 Hidayat (ref_38) 2016; 33 Iskandar (ref_35) 2021; 11 Chang (ref_22) 2004; 17 Iskandar (ref_27) 2008; 35 Lestari (ref_11) 2019; 17 Field (ref_1) 2016; 113 |
References_xml | – volume: 21 start-page: 121 year: 2021 ident: ref_2 article-title: Smallholder perceptions of land restoration activities: Rewetting tropical peatland oil palm areas in Sumatra, Indonesia publication-title: Reg. Environ. Chang. doi: 10.1007/s10113-020-01737-z contributor: fullname: Ward – volume: 121 start-page: 7746 year: 2016 ident: ref_29 article-title: Analysis of WRF extreme daily precipitation over Alaska using self-organizing maps publication-title: J. Geophys. Res. doi: 10.1002/2016JD024822 contributor: fullname: Glisan – volume: 21 start-page: 1713 year: 1982 ident: ref_32 article-title: Empirical Orthogonal Function Analysis of Hawaiian Rainfall publication-title: J. Appl. Meteorol. doi: 10.1175/1520-0450(1982)021<1713:EOFAOH>2.0.CO;2 contributor: fullname: Lyons – volume: 113 start-page: 9204 year: 2016 ident: ref_1 article-title: Indonesian fire activity and smoke pollution in 2015 show persistent nonlinear sensitivity to El Niño-induced drought publication-title: Proc. Natl. Acad. Sci. USA doi: 10.1073/pnas.1524888113 contributor: fullname: Field – volume: 17 start-page: 156 year: 2019 ident: ref_11 article-title: Impact of 2016 weak La Niña Modoki event over the Indonesian region publication-title: GEOMATE doi: 10.21660/2019.61.8256 contributor: fullname: Lestari – volume: 401 start-page: 360 year: 1999 ident: ref_25 article-title: A dipole mode in the tropical Indian Ocean publication-title: Nature doi: 10.1038/43854 contributor: fullname: Saji – volume: 1857 start-page: 18 year: 2017 ident: ref_13 article-title: Evolution of 2015/2016 El Niño and its impact on Indonesia publication-title: AIP Conf. Proc. contributor: fullname: Iskandar – volume: 38 start-page: 1459 year: 2012 ident: ref_19 article-title: A composite study of MJO influence on the surface air temperature and precipitation over the Continental United States publication-title: Clim. Dyn. doi: 10.1007/s00382-011-1001-9 contributor: fullname: Zhou – volume: 7 start-page: 129 year: 2020 ident: ref_31 article-title: What did determine the warming trend in the Indonesian sea? publication-title: J. Planet. Sci. contributor: fullname: Iskandar – volume: 51 start-page: 18 year: 2019 ident: ref_3 article-title: Dynamical link of peat fires in South Sumatra and the climate modes in the Indo-Pacific region publication-title: Indones. J. Geogr. doi: 10.22146/ijg.35667 contributor: fullname: Putra – volume: 7 start-page: 98 year: 1992 ident: ref_21 article-title: Interdecadal Natural Climate Variability in the Western Pacific and its Implication in Global Warming publication-title: GEOMATE contributor: fullname: Yamagata – volume: 26 start-page: 2493 year: 1999 ident: ref_6 article-title: Dynamics of the South Java Current in the Indo-Australian Basin publication-title: Geophys. Res. Lett. doi: 10.1029/1999GL002320 contributor: fullname: Sprintall – volume: 23 start-page: 1435 year: 2003 ident: ref_7 article-title: Identification of three dominant rainfall regions within Indonesia and their relationship to sea surface temperature publication-title: Int. J. Climatol. doi: 10.1002/joc.950 contributor: fullname: Aldrian – volume: 16 start-page: 1775 year: 2003 ident: ref_9 article-title: Indonesian rainfall variability: Impacts of ENSO and local air-sea interaction publication-title: J. Clim. doi: 10.1175/1520-0442(2003)016<1775:IRVIOE>2.0.CO;2 contributor: fullname: Hendon – volume: 28 start-page: 327 year: 2019 ident: ref_37 article-title: Subtropical SST dipole events in the southern Indian ocean publication-title: Geophys. Res. Lett. doi: 10.1029/2000GL011451 contributor: fullname: Behera – volume: 35 start-page: L14S03 year: 2008 ident: ref_27 article-title: Impact of Indian Ocean Dipole on intraseasonal zonal currents at 90°E on the equator as revealed by self-organizing map publication-title: Geophys. Res. Lett. doi: 10.1029/2008GL033468 contributor: fullname: Iskandar – volume: 5 start-page: 308 year: 2019 ident: ref_14 article-title: Indo-Pacific Climate Modes in Warming Climate: Consensus and Uncertainty Across Model Projections publication-title: Curr. Clim. Chang. doi: 10.1007/s40641-019-00152-9 contributor: fullname: Zheng – ident: ref_17 doi: 10.3390/atmos15020187 – volume: 80 start-page: 285 year: 2002 ident: ref_15 article-title: Spatial and temporal variations of the rainy season over Indonesia and their link to ENSO publication-title: J. Meteorol. Soc. Jpn. doi: 10.2151/jmsj.80.285 contributor: fullname: Hamada – volume: 55 start-page: 1079 year: 2017 ident: ref_16 article-title: The Defining Characteristics of ENSO Extremes and the Strong 2015/2016 El Niño publication-title: Rev. Geophys. doi: 10.1002/2017RG000560 contributor: fullname: Santoso – volume: 6 start-page: 210 year: 2018 ident: ref_34 article-title: The Influence of ENSO and Dipole Mode on Rainfall in Pontianak City publication-title: Prism. Phys. contributor: fullname: Novi – volume: 30 start-page: 3 year: 2003 ident: ref_12 article-title: Influence of the Indian Ocean Dipole on the Australian winter rainfall publication-title: Geophys. Res. Lett. doi: 10.1029/2003GL017926 contributor: fullname: Ashok – volume: 32 start-page: 5151 year: 2017 ident: ref_24 article-title: SA-OBS: A Daily Gridded Surface Temperature and Precipitation Dataset for Southeast Asia publication-title: Math. Geol. contributor: fullname: Besselaar – volume: 5 start-page: 135 year: 2010 ident: ref_5 article-title: Diurnal cycle over a coastal area of the Maritime Continent as derived by special networked soundings over Jakarta during 2010 publication-title: J. Earth Planet. contributor: fullname: Katsumata – volume: 8 start-page: 69 year: 2012 ident: ref_18 article-title: Interannual rainfall variability over northwestern Jawa and its relation to the Indian Ocean Dipole and El Niño-Southern Oscillation events publication-title: Atmosphere contributor: fullname: Yamanaka – volume: 14 start-page: 3882 year: 2001 ident: ref_8 article-title: Spatial coherence and predictability of Indonesian wet season rainfall publication-title: J. Clim. doi: 10.1175/1520-0442(2001)014<3882:SCAPOI>2.0.CO;2 contributor: fullname: Haylock – volume: 15 start-page: 112 year: 2016 ident: ref_39 article-title: Empirical Orthogonal Function (EOF) Analysis Based on Eigen Value Problem (EVP) on the Indonesian Sea Surface Temperature Dataset publication-title: J. Math. Its Appl. contributor: fullname: Robial – volume: 11 start-page: 13 year: 2021 ident: ref_35 article-title: Get to know the Indian Ocean Dipole (IOD) and its impact on climate change publication-title: Oseana contributor: fullname: Iskandar – volume: 18 start-page: 1546 year: 2017 ident: ref_10 article-title: The distribution and variability of chlorophyll-a bloom in the southeastern tropical Indian Ocean using empirical orthogonal function analysis publication-title: Biodiversitas doi: 10.13057/biodiv/d180432 contributor: fullname: Iskandar – volume: 9 start-page: 56 year: 2010 ident: ref_23 article-title: Spatial pattern of influence of La Nina events on rainfall in Indonesia in 1998/1999 publication-title: MAPIN – volume: 50 start-page: 257 year: 2018 ident: ref_33 article-title: Respective Influences of Indian Ocean Dipole and El Niño-Southern Oscillation on Indonesian Precipitation publication-title: J. Fundam. Sci. contributor: fullname: Lestari – volume: 33 start-page: 196 year: 2016 ident: ref_38 article-title: Influences of IOD and ENSO to Indonesian Rainfall Variability: Role of Atmosphere-ocean Interaction in the Indo-Pacific Sector publication-title: Procedia Environ. Sci. doi: 10.1016/j.proenv.2016.03.070 contributor: fullname: Hidayat – volume: 23 start-page: 3933 year: 2010 ident: ref_28 article-title: Potential impact of the tropical Indian Ocean-Indonesian seas on El Niño characteristics publication-title: J. Clim. doi: 10.1175/2010JCLI3396.1 contributor: fullname: Annamalai – volume: 17 start-page: 665 year: 2004 ident: ref_22 article-title: On the relationship between western maritime continent monsoon rainfall and ENSO during northern winter publication-title: J. Clim. doi: 10.1175/1520-0442(2004)017<0665:OTRBWM>2.0.CO;2 contributor: fullname: Chang – volume: 43 start-page: RG2003 year: 2005 ident: ref_20 article-title: Madden-Julian Oscillation publication-title: Rev. Geophys. doi: 10.1029/2004RG000158 contributor: fullname: Zhang – volume: 2 start-page: 2 year: 2001 ident: ref_26 article-title: Division of Indonesia’s Climate Based on Rainfall Patterns Using the Double Correlation Method publication-title: J. Clim. Modif. contributor: fullname: Aldrian – volume: 3 start-page: 3 year: 2018 ident: ref_36 article-title: Equatorial rainfall and global climate publication-title: ISQUAR contributor: fullname: Yamanaka – volume: 6 start-page: 45 year: 2020 ident: ref_30 article-title: Future Projections of Rainfall and Extreme Air Temperatures for the Period 2021-2050 Banjarbaru City, South Kalimantan publication-title: Jukung contributor: fullname: Simanjuntak – volume: 11 start-page: 9 year: 2016 ident: ref_4 article-title: Public health impacts of the severe haze in Equatorial Asia in September-October 2015: Demonstration of a new framework for informing fire management strategies to reduce downwind smoke exposure publication-title: Environ. Res. Lett. doi: 10.1088/1748-9326/11/9/094023 contributor: fullname: Koplitz |
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SubjectTerms | Analysis Climate Dipoles Disasters El Nino El Nino events El Nino phenomena El Nino-Southern Oscillation event Emergency preparedness ENSO Environmental assessment EOF Floods Hydrometeorology Identification methods Indo-Pacific Region IOD Landslides & mudslides Modes Monthly rainfall Oceans Orthogonal functions Policies Precipitation Precipitation variability Public policy Rain and rainfall Rainfall Rainfall patterns Rainfall variability Sea surface temperature Southern Oscillation spatio-temporal variations Spatiotemporal data Surface temperature Temporal variations Wind |
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