Spatiotemporal Modeling of Acid Rain Chemistry in Tropical Java Using Mixed-Effects Models: Deposition Patterns and Threshold Exceedance
DOI:
https://doi.org/10.31172/jmg.v26i1.1170Keywords:
Rainwater chemistry, Acid deposition, Spatiotemporal modeling, Mixed-effects model, Event-based monitoring, Java Island, Wet deposition, Monsoonal rainfallAbstract
Acid deposition in tropical regions remains under-characterized despite rapid urbanization and increasing atmospheric emissions. This study examines the spatiotemporal variability of rainwater acidity across Java Island, Indonesia, based on five years (2019–2023) of event-based observations from thirteen monitoring stations. Weekly measurements of pH, SO₄²⁻, NO₃⁻, NH₄⁺, Cl⁻, and rainfall volume were analyzed using spatial mapping, seasonal stratification, and linear mixed-effects modeling. The results show that 47% of rain events exhibited pH values below 5.6, while sulfate and nitrate concentrations exceeded critical ecological thresholds in up to 34% of cases, particularly during monsoon transition periods. Although ammonium buffering was observed, it was often insufficient in urban areas. Rainfall volume was significantly associated with ion concentrations; however, episodic acidic deposition remained substantial even during periods of high precipitation. These findings highlight the dual role of tropical rainfall as both a cleansing mechanism and a vector for atmospheric pollutants and provide a scientific basis for incorporating acid deposition into Indonesia’s environmental monitoring and management programs.
Downloads
References
T. K. Westberry, M. J. Behrenfeld, Y. Shi, H. Yu, L. A. Remer, and H. Bian, “Atmospheric nourishment of global ocean ecosystems,” Science, 2023, doi: 10.1126/science.abq5252.
M. Peacock et al., “Three decades of changing nutrient stoichiometry from source to sea on the Swedish West Coast,” Ecosystems, 2022, doi: 10.1007/s10021-022-00798-x.
C. Chen, W. Xiao, and H. Y. H. Chen, “Mapping global soil acidification under N deposition,” Global Change Biology, 2023, doi: 10.1111/gcb.16813.
X. Liu et al., “Environmental impacts of nitrogen emissions in China and the role of policies in emission reduction,” Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences, 2020, doi: 10.1098/rsta.2019.0324.
L. Du, L. Tang, X. Zheng, and Y. Li, “A global analysis of plant nutrient limitation affected by atmospheric nitrogen and phosphorous deposition,” Frontiers in Plant Science, 2024, doi: 10.3389/fpls.2024.1473493.
A. Kalvāns et al., “Nitrate vulnerability of karst aquifers and associated groundwater-dependent ecosystems in the Baltic region,” Environmental Earth Sciences, 2021, doi: 10.1007/s12665-021-09918-7.
A. Marszałek, K. Affek, M. Załęska-Radziwiłł, and M. Dudziak, “Integrated ozonation and photocatalysis to remove pollutants for reuse of rainwater,” Sustainability, 2024, doi: 10.3390/su16135352.
I. U. Iroegbulem et al., “Assessment of heavy metals in rainwater from metropolis and suburbs, Lagos State, Nigeria,” International Journal of Environment and Climate Change, 2023, doi: 10.9734/ijecc/2023/v13i92304.
M. L. Kassamba-Diaby et al., “The chemical characteristics of rainwater and wet atmospheric deposition fluxes at two urban sites and one rural site in Côte d’Ivoire,” Atmosphere, 2023, doi: 10.3390/atmos14050809.
F. Brugnone et al., “Atmospheric deposition around the industrial areas of Milazzo and Priolo Gargallo (Sicily–Italy)—Part A: Major ions,” International Journal of Environmental Research and Public Health, 2023, doi: 10.3390/ijerph20053898.
Y. Xu, X. Dong, H. Xiao, C. He, and D. Wu, “Water-insoluble components in rainwater in suburban Guiyang, Southwestern China: A potential contributor to dissolved organic carbon,” Journal of Geophysical Research: Atmospheres, 2022, doi: 10.1029/2022JD037721.
J.-S. Swartz et al., “Wet season chemical composition of atmospheric wet deposition at Cape Point,” Clean Air Journal, 2022, doi: 10.17159/caj/2022/32/1.12866.
A. Al-Charideh and S. Nasser, “Chemical composition of rainwater and the acid neutralization effect at Tartous and Kadmous sites in coastal area of Syria,” 2022, doi: 10.21203/rs.3.rs-2107624/v1.
L. Kok et al., “Chemical composition of rain at a regional site on the South African Highveld,” Water SA, 2021, doi: 10.17159/wsa/2021.v47.i3.11861.
F. Oduber et al., “Chemical composition of rainwater under two events of aerosol transport: A Saharan dust outbreak and wildfires,” Science of the Total Environment, 2020, doi: 10.1016/j.scitotenv.2020.139202.
W. Wang, L. Guan, J. Zhao, Z. Sha, and J. Fang, “Chemical compositions of rainfall water in Nyingchi City, Tibet,” Atmosphere, 2022, doi: 10.3390/atmos13071021.
C. N. Pham et al., “Macro- and microelements and the impact of sub-Mediterranean downy oak forest communities on their composition in rainwater,” Forests, 2024, doi: 10.3390/f15040612.
R. Vet et al., “A global assessment of precipitation chemistry and deposition of sulfur, nitrogen, sea salt, base cations, organic acids, acidity and pH, and phosphorus,” Atmospheric Environment, vol. 93, pp. 3–100, 2014, doi: 10.1016/j.atmosenv.2013.10.060.
A. Mulsandi et al., “Detecting Indonesian monsoon signals and related features using space–time singular value decomposition (SVD),” Atmosphere, vol. 15, no. 2, 2024, doi: 10.3390/atmos15020187.
A. Mulsandi et al., “On the interannual variability of Indonesian monsoon rainfall (IMR): A literature review of the role of its external forcing,” Jurnal Meteorologi dan Geofisika, vol. 24, no. 2, pp. 115–127, 2024, doi: 10.31172/jmg.v24i2.1049.
A. Löhr et al., “Natural pollution caused by the extremely acid crater lake Kawah Ijen, East Java, Indonesia,” Environmental Science and Pollution Research, vol. 12, no. 2, pp. 89–95, 2005, doi: 10.1065/espr2004.09.118.
A. Indrawati et al., “Spatiotemporal distribution in chemical composition of wet atmospheric deposition in Bandung, Indonesia,” Environmental Science and Pollution Research, vol. 31, no. 55, pp. 64295–64313, 2024, doi: 10.1007/s11356-024-35485-y.
A. M. Aulia, U. N. C. Safitri, and H. Hwihanus, “The impact of carbon emission disclosure on firm value,” Journal of Environmental Economics and Sustainability, vol. 1, no. 3, pp. 1–6, 2024, doi: 10.47134/jees.v1i3.354.
F. Paulot and D. J. Jacob, “Hidden cost of U.S. agricultural exports: Particulate matter from ammonia emissions,” Environmental Science & Technology, vol. 48, no. 2, pp. 903–908, 2014, doi: 10.1021/es4034793.
J. L. Collett, P. Herckes, S. Youngster, and T. Lee, “Processing of atmospheric organic matter by California radiation fogs,” Atmospheric Research, vol. 87, no. 3, pp. 232–241, 2008, doi: 10.1016/j.atmosres.2007.11.005.
X. L. Pan et al., “Estimation of lifetime of carbonaceous aerosol from open crop residue burning during Mount Tai Experiment 2006 (MTX2006),” Atmospheric Chemistry and Physics Discussions, vol. 12, pp. 14363–14392, 2012, doi: 10.5194/acpd-12-14363-2012.
J. M. Moch et al., “Global importance of hydroxymethanesulfonate in ambient particulate matter: Implications for air quality,” Journal of Geophysical Research: Atmospheres, vol. 125, no. 18, 2020, doi: 10.1029/2020JD032706.
M. Pardede et al., “Perspectives of sustainable development vs. law enforcement on damage, pollution and environmental conservation management in Indonesia,” Journal of Water and Climate Change, vol. 14, no. 10, pp. 3770–3790, 2023, doi: 10.2166/wcc.2023.417.
N. Ulibarrí et al., “Drivers and dynamics of collaborative governance in environmental management,” Environmental Management, vol. 71, no. 3, pp. 495–504, 2023, doi: 10.1007/s00267-022-01769-7.
A. Maryono et al., “Study of individual and communal type rainwater harvesting designs (case study: Sawojajar Village, Brebes Regency, Central Java),” Media Komunikasi Teknik Sipil, vol. 29, no. 2, pp. 261–270, 2024, doi: 10.14710/mkts.v29i2.58284.
M. F. S. Kartika et al., “Rain harvester prototype integration for drinking water using IoT and mobile apps,” Journal of Information Technology and Computer Science, vol. 8, no. 1, pp. 41–51, 2023, doi: 10.25126/jitecs.202381452.
K. Khayan et al., “Rainwater as a source of drinking water: Health impacts and rainwater treatment,” Journal of Environmental and Public Health, 2019, doi: 10.1155/2019/1760950.
S. N. Sakati et al., “Utilization of rainwater as consumable water with rainwater harvesting methods: A literature review,” Pharmacognosy Journal, vol. 15, no. 6s, pp. 1254–1257, 2024, doi: 10.5530/pj.2023.15.227.
N. Nawan et al., “Quality of peat water and its association with public health problems in the Danau Tundai area,” Jurnal Kedokteran dan Kesehatan Indonesia, pp. 163–171, 2023, doi: 10.20885/jkki.vol14.iss2.art7.
M. Hidayat et al., “Community-based disaster mitigation communication strategy through rainwater harvesting movement,” International Journal of Professional Business Review, vol. 8, no. 8, 2023, doi: 10.26668/businessreview/2023.v8i8.1641.
P. Pranyoto et al., “Multilevel environmental governance in Indonesia: Analysis of implementation pathways and institutional dynamics,” International Journal of Multidisciplinary Research and Analysis, vol. 7, no. 10, 2024, doi: 10.47191/ijmra/v7-i10-46.
L. Yustitianingtyas et al., “Environmental law policy in Indonesia: Challenges and sustainable justice,” IOP Conference Series: Earth and Environmental Science, vol. 1473, no. 1, 2025, doi: 10.1088/1755-1315/1473/1/012046.
P. Luo et al., “Water quality trend assessment in Jakarta: A rapidly growing Asian megacity,” PLoS ONE, vol. 14, no. 7, 2019, doi: 10.1371/journal.pone.0219009.
J. N. Galloway et al., “Nitrogen fixation: Anthropogenic enhancement—environmental response,” Global Biogeochemical Cycles, vol. 9, no. 2, pp. 235–252, 1995, doi: 10.1029/95GB00158.
World Health Organization (WHO), Guidelines for Drinking-Water Quality, 4th ed., incorporating the 1st addendum. Switzerland: WHO, 2017.
J. C. Pinheiro and D. M. Bates, Mixed-Effects Models in S and S-PLUS, 1st ed. New York: Springer, 2000.
P. Schober and L. A. Schwarte, “Correlation coefficients: Appropriate use and interpretation,” Anesthesia & Analgesia, vol. 126, no. 5, pp. 1763–1768, 2018, doi: 10.1213/ANE.0000000000002864.
J. H. Seinfeld and S. N. Pandis, Atmospheric Chemistry and Physics: From Air Pollution to Climate Change, 3rd ed. Hoboken, NJ: Wiley, 2016.
C. Giri, “Mapping and monitoring of mangrove forests of the world using remote sensing,” in A Blue Carbon Primer, 1st ed., 2018.
C. Galy-Lacaux et al., “Gaseous emissions and oxygen consumption in hydroelectric dams: A case study in French Guyana,” Global Biogeochemical Cycles, vol. 11, no. 4, pp. 471–483, 1997, doi: 10.1029/97GB01625.
S. N. Behera et al., “Ammonia in the atmosphere: A review on emission sources, atmospheric chemistry and deposition on terrestrial bodies,” Environmental Science and Pollution Research, vol. 20, no. 11, pp. 8092–8131, 2013, doi: 10.1007/s11356-013-2051-9.
Y. Zhang et al., “Aerosol chemistry and particle growth events at an urban downwind site in North China Plain,” Atmospheric Chemistry and Physics, vol. 18, no. 19, pp. 14637–14651, 2018, doi: 10.5194/acp-18-14637-2018.
C. Perrino et al., “Gaseous ammonia in the urban area of Rome, Italy, and its relationship with traffic emissions,” Atmospheric Environment, vol. 36, pp. 5385–5394, 2002.
J. Lelieveld et al., “Global air pollution crossroads over the Mediterranean,” Science, vol. 298, no. 5594, pp. 794–799, 2002, doi: 10.1126/science.1075457.
D. G. Streets et al., “An inventory of gaseous and primary aerosol emissions in Asia in the year 2000,” Journal of Geophysical Research: Atmospheres, vol. 108, no. D21, 2003, doi: 10.1029/2002JD003093.
M. Wang, M. Wu, and H. Huo, “Life-cycle energy and greenhouse gas emission impacts of different corn ethanol plant types,” Environmental Research Letters, vol. 2, no. 2, 2007, doi: 10.1088/1748-9326/2/2/024001.
Downloads
Published
How to Cite
Issue
Section
License
Copyright (c) 2025 Rita Hidayati Ahmad Romli, Mochamad Aryono Adhi, Adi Mulsandi

This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.
Authors who publish with this journal agree to the following terms:
- Authors retain copyright and grant the journal right of first publication with the work simultaneously licensed under a Creative Commons Attribution License that allows others to share the work with an acknowledgement of the work's authorship and initial publication in this journal.
- Authors are able to enter into separate, additional contractual arrangements for the non-exclusive distribution of the journal's published version of the work (e.g., post it to an institutional repository or publish it in a book), with an acknowledgement of its initial publication in this journal.
- Authors are permitted and encouraged to post their work online (e.g., in institutional repositories or on their website) prior to and during the submission process, as it can lead to productive exchanges, as well as earlier and greater citation of published work.

