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Volume 13 | Issue 9 | Year 2026 | Article Id. IJCE-V13I9P121 | DOI : https://doi.org/10.14445/23488352/IJCE-V13I9P121

Emerging Hydroclimatic Signals of Global Climate Change in Equatorial Indonesia: Evidence from Borneo Island


Ulfa Fitriati, Gusti Rusmayadi, Gusti Muhammad Hatta, Dewi Anggraini

Received Revised Accepted Published
13 May 2026 08 Sep 2026 11 Sep 2026 29 Sep 2026

Citation :

Ulfa Fitriati, Gusti Rusmayadi, Gusti Muhammad Hatta, Dewi Anggraini, "Emerging Hydroclimatic Signals of Global Climate Change in Equatorial Indonesia: Evidence from Borneo Island," International Journal of Civil Engineering, vol. 13, no. 9, pp. 345-358, 2026. Crossref, https://doi.org/10.14445/23488352/IJCE-V13I9P121

Abstract

Global climate change has become an increasingly pressing environmental issue, with significant impacts on atmospheric, hydrological, and ecological systems across the globe. Borneo Island is a strategic region for climate change studies, given its extensive tropical forest cover, peatland presence, and rapid land-use changes due to human activities such as deforestation and oil palm plantation expansion. These changes not only affect local conditions but can also amplify feedbacks to the regional climate system through changes in evapotranspiration, albedo, and the hydrological cycle. This study aims to interpret the results as evidence of the emergence of global climate change signals in the equatorial region of Indonesia. The research was conducted on the island of Borneo, located on the equator and characterized by a humid tropical climate. The data used includes: rainfall, air temperature, humidity, sunshine duration, and wind speed. The data source is from 23 ground-based Meteorology, Climatology and Geophysics Agency (BMKG). The data period covers 1978-2022 to capture long-term signals. There are significant changes in average temperature, average humidity and maximum humidity, duration of sunshine and wind speed. Rainfall variability is still within the natural range of regional climate. The study area in Borneo Island shows trends toward: a drier climate, increased radiation, weakened winds, and increased temperature variability. This combination has the potential to increase drought, water stress, and changes in the hydrological balance.

Keywords

Drought, Duration of sunshine, Humidity, Temperature, Wind speed.

References

  1. Alex L. Pigot et al., “Abrupt Expansion of Climate Change Risks for Species Globally,” Nature Ecology & Evolution, vol. 7, no. 7, pp. 1060-1071, 2023.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  2. Vir Singh, Global Warming and Climate Change, Textbook of Environment and Ecology, Springer, pp. 283-295, 2024.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  3. Chuanhua Li et al., “Climate Change is Leading to a Convergence of Global Climate Distribution,” Geophysical Research Letters, vol. 51, no. 11, pp. 1-8, 2024.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  4. Kashif Abbass et al., “A Review of the Global Climate Change Impacts, Adaptation, and Sustainable Mitigation Measures,” Environmental Science and Pollution Research, vol. 29, no. 28, pp. 42539-42559, 2022.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  5. Fadhilah A. Suwadana et al., “Solar Irradiance Estimation in Tropical Regions Using Recurrent Neural Networks and WRF Models,” Energies, vol. 18, no. 4, pp. 1-17, 2025.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  6. Stefaan Dondeyne, Stephan Mantel, and Seppe Deckers, Factors of soil formation: Climate, Encyclopedia of Soils in the Environment, Second Edition, Elsevier, vol. 4, pp. 14-24, 2023.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  7. D. E. Smith, and J. E. Oliver, Tropical and Equatorial Climates, Climatology, Springer, pp. 875-881, 1987.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  8. Supari et al., “ENSO Modulation of Seasonal Rainfall and Extremes in Indonesia,” Climate Dynamics, vol. 51, no. 7-8, pp. 2559-2580, 2018.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  9. Harry H. Hendon, “Indonesian Rainfall Variability: Impacts of ENSO and Local Air–Sea Interaction,” Journal of Climate, vol. 16, no. 11, pp. 1775-1790, 2003.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  10. Chenxi Xu et al., “Asian-Australian Summer Monsoons Linkage to ENSO Strengthened by Global Warming,” NPJ Climate and Atmospheric Science, vol. 6, no. 1, pp. 1-9, 2023.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  11. Murni Ngestu Nur’utami, and Rahmat Hidayat, “Influences of IOD and ENSO to Indonesian Rainfall Variability: Role of Atmosphere-Ocean Interaction in the Indo-Pacific Sector,” Procedia Environmental Sciences, vol. 33, pp. 196-203, 2016.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  12. Melly Ariska et al., “Detection of Dominant Rainfall Patterns in Indonesian Regions Using Empirical Orthogonal Function (EOF) and Its Relation with ENSO and IOD Events,” Science and Technology Indonesia, vol. 9, no. 4, pp. 1009-1023, 2024.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  13. Narizka Nanda Purwadani et al., “Extreme Rainfall Clusters in Borneo and Their Synoptic Climate Causes,” Proceedings of the International Conference on Radioscience, Equatorial Atmospheric Science and Environment and Humanosphere Science, Indonesia, pp. 407-415, 2023.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  14. Matthew J. Struebig et al., “Connectivity Conservation to Mitigate Climate and Land-Cover Change Impacts on Borneo,” Biological Conservation, vol. 299, pp. 1-10, 2024.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  15. Jukka Miettinen, Chenghua Shi, and Soo Chin Liew, “Land Cover Distribution in the Peatlands of Peninsular Malaysia, Sumatra and Borneo in 2015 with Changes Since 1990,” Global Ecology and Conservation, vol. 6, pp. 67-78, 2016.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  16. Lan Qie et al., “Long-Term Carbon Sink in Borneo’s Forests Halted by Drought and Vulnerable to Edge Effects,” Nature Communications, vol. 8, no. 1, pp. 1-11, 2017.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  17. Hiroki Ichikawa, and Tetsuzo Yasunari, “Time-Space Characteristics of Diurnal Rainfall over Borneo and Surrounding Oceans as Observed by TRMM-PR,” Journal of Climate, vol. 19, no. 7, pp. 1238-1260, 2006.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  18. Trismidianto et al., “Southerly Surge Impact on Rainfall Patterns in Southern Indonesia during Winter Monsoon and Madden–Julian Oscillation (MJO),” Atmosphere, vol. 15, no. 7, pp. 1-25, 2024.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  19. Elias Nkiaka, and Suiven John Paul Tume, “Changing Rainfall Patterns and Their Climatic Drivers in One of the Rainiest Places on Earth, Debundscha, Gulf of Guinea,” International Journal of Climatology, vol. 45, no. 1, pp. 1-12, 2025.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  20. Jinghua Xiong, and Yuting Yang, “Climate Change and Hydrological Extremes,” Current Climate Change Reports, vol. 11, no. 1, 2024.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  21. Emir Zelenhasic, “On the Extreme Streamflow Drought Analysis,” Water Resources Management, vol. 16, no. 2, pp. 105-132, 2002.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  22. Arief Suryantoro, Sartono Marpaung, and Teguh Harjana, Quintile, Percentile, and POT Criteria for Determining Extreme Rainfall Conditions in Medan, Jakarta, and Ambon, SNSAA 2012 Proceedings: Atmospheric Science and Its Applications, 2011. [Online]. Available: https://perpussmadaberau.sch.id/uploaded_files/temporary/DigitalCollection/Y2NlZTJhN2Q2YTFjZjgyYmJlOWI0MGNlMDQzNDBjN2YyZDA0YjcwYw%3D%3D.pdf?utm
  23. Claudia Tebaldi et al., “Extreme Sea Levels at Different Global Warming Levels,” Nature Climate Change, vol. 11, no. 9, pp. 746-751, 2021.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  24. Sonia I Seneviratne et al., 11 - Weather and Climate Extreme Events in a Changing Climate, Climate Change 2021 – The Physical Science Basis, Cambridge University Press, pp. 1513-1766, 2023.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  25. Putri Jamiatul Khairunnisa et al., “Oberved Trend of Precipitation Extreme in Kalimantan,” Global Nest Journal, vol. 26, no. 9, pp. 1-10, 2024.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  26. Kristie L Ebi et al., “Hot Weather and Heat Extremes: Health Risks,” The Lancet, vol. 398, no. 10301, pp. 698-708, 2021.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  27. Jerry L. Hatfield, and John H. Prueger, “Temperature Extremes: Effect on Plant Growth and Development,” Weather and Climate Extremes, vol. 10, pp. 4-10, 2015.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  28. George Zittis et al., “Emerging Extreme Heat Conditions as Part of the New Climate Normal,” Theoretical and Applied Climatology, vol. 155, no. 1, pp. 143-150, 2024.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  29. Amanda Ross, and Victor L. Willson, One-Way Anova, Basic and Advanced Statistical Tests, Springer, pp. 21-24, 2017.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  30. Markus Janczyk, and Roland Pfister, One-Way Analysis of Variance (ANOVA), Understanding Inferential Statistics, Springer, pp. 97-125, 2023.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  31. Ole B. Christensen, and Erik Kjellström, “Filling the Matrix: An ANOVA-based Method to Emulate Regional Climate Model Simulations for Equally-Weighted Properties of Ensembles of Opportunity,” Climate Dynamics, vol. 58, no. 9-10, pp. 2371-2385, 2022.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  32. Shaobo Zhang et al., “A New Framework for Estimating and Decomposing the Uncertainty of Climate Projections,” Journal of Climate, vol. 37, no. 2, pp. 365-384, 2023.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  33. US Global Change Climate Program, “Climate Literacy: Essential Principles for Understanding and Addressing Climate Change,” pp. 10-30, 2024.
    [
    Google Scholar] [Publisher Link]
  34. Mikalai Filonchyk et al., “Greenhouse Gases Emissions and Global Climate Change: Examining the Influence of CO2, CH4, and N2O,” Science of the Total Environment, vol. 935, 2024.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  35. Vikas Kumar Patel, and Jayanarayanan Kuttippurath, “Increase in Tropospheric Water Vapor Amplifies Global Warming and Climate Change,” Ocean-Land-Atmosphere Research, vol. 2, pp. 1-15, 2023.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  36. Xiubao Sun et al., “Global Diurnal Temperature Range (DTR) Changes Since 1901,” Climate Dynamics, vol. 52, no. 5-6, pp. 3343-3356, 2019.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  37. Hassan Lashkari, Zainab Mohammadi, and Ghassem Keikhosravi, “Annual Fluctuations and Displacements of Inter Tropical Convergence Zone (ITCZ) within the Range of Atlantic Ocean-India,” Open Journal of Ecology, vol. 7, no. 1, pp. 12-33, 2017.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  38. Jing Han et al., “Continental Drift Shifts Tropical Rainfall by Altering Radiation and Ocean Heat Transport,” Science Advances, vol. 9, no. 10, pp. 1-10, 2023.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  39. Tao Zhou, and Zhiwei Wu, “Another Look at Interannual Variations of the Asian-Australian Monsoon during Boreal Summer: Effects of Sea Surface Temperatures in Three Tropical Oceans,” Climate Dynamics, vol. 63, no. 2, 2025.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  40. Sopia Lestari et al., “Seasonal Dependence of Rainfall Extremes in and Around Jakarta, Indonesia,” Weather and Climate Extremes, vol. 24, pp. 1-13, 2019.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  41. S.M. Shaharudin et al., “Fitting Statistical Distribution of Extreme Rainfall Data for the Purpose of Simulation,” Indonesian Journal of Electrical Engineering and Computer Science, vol. 18, no. 3, pp. 1367-1374, 2020.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  42. Francesco Serinaldi, and Chris G. Kilsby, “Rainfall Extremes: Toward Reconciliation after the Battle of Distributions,” Water Resources Research, vol. 50, no. 1, pp. 336-352, 2014.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  43. Wen Chen et al., “Multi-Scale Variations and Future Projections of Dry-Wet Conditions Over the Monsoon Transitional Zone in East Asia: A Review,” Fundamental Research, vol. 5, no. 4, pp. 1597-1606, 2025.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  44. Chia Chou et al., “Increase in the Range between Wet and Dry Season Precipitation,” Nature Geoscience, vol. 6, no. 4, pp. 263-267, 2013.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  45. Deepti Singh et al., “Observed Changes in Extreme Wet and Dry Spells during the South Asian Summer Monsoon Season,” Nature Climate Change, vol. 4, no. 6, pp. 456-461, 2014.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  46. Matias Heino et al., “Increased Probability of Hot and Dry Weather Extremes during the Growing Season Threatens Global Crop Yields,” Scientific Reports, vol. 13, no. 1, pp. 1-13, 2023.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  47. H. Chen, S. Wang, and Y. Wang, “Exploring Abrupt Alternations Between Wet and Dry Conditions on the Basis of Historical Observations and Convection-Permitting Climate Model Simulations,” Journal of Geophysical Research: Atmospheres, vol. 125, no. 9, pp. 1-17, 2020.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  48. Ashley J. Wright, Jeffrey P. Walker, and Valentijn R. N. Pauwels, “Estimating Rainfall Time Series and Model Parameter Distributions using Model Data Reduction and Inversion Techniques,” Water Resources Research, vol. 53, no. 8, pp. 6407-6424, 2017.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  49. Jean Van Campenhout et al., “Return Period of Characteristic Discharges from the Comparison between Partial Duration and Annual Series, Application to the Walloon Rivers (Belgium),” Water, vol. 12, no. 3, pp. 1-133, 2020.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  50. Lihong Wang et al., “A Review of the Flood Management: From Flood Control to Flood Resilience,” Heliyon, vol. 8, no. 11, pp. 1-12, 2022.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  51. Benedikt Mester, Katja Frieler, and Jacob Schewe, “Human Displacements, Fatalities, and Economic Damages Linked to Remotely Observed Floods,” Scientific Data, vol. 10, no. 1, pp. 1-11, 2023.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  52. Wei Zhang et al., “Urbanization Exacerbated the Rainfall and Flooding caused by Hurricane Harvey in Houston,” Nature, vol. 563, no. 7731, pp. 384-388, 2018.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  53. Shannon Doocy et al., “The Human Impact of Floods: A Historical Review of Events 1980-2009 and Systematic Literature Review,” PLoS Currents, vol. 5, no. 5, 2013.
    [
    Google Scholar] [Publisher Link]
  54. Jessica R. Rodysill et al., “La Niña-Driven Flooding in the Indo-Pacific Warm Pool during the Past Millennium,” Quaternary Science Reviews, vol. 225, pp. 1-11, 2019.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  55. Gengxi Zhang et al., “A Comprehensive Review of Recent Progress on the Drought-Flood Abrupt Alternation,” Journal of Hydrology, vol. 661, 2025.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  56. Meng Zhao et al., “Evapotranspiration Frequently Increases during Droughts,” Nature Climate Change, vol. 12, no. 11, pp. 1024-1030, 2022.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  57. Yonglin Liu, Junping Yan, and Minyi Cen, “The Relationship between Precipitation Heterogeneity and Meteorological Drought/Flood in China,” Journal of Meteorological Research, vol. 30, no. 5, pp. 758-770, 2016.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  58. Nadir Ahmed Elagib, and Muna M. Elhag, “Major Climate Indicators of Ongoing Drought in Sudan,” Journal of Hydrology, vol. 409, no. 3-4, pp. 612-625, 2011.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  59. Jorge Eiras-Barca et al., “Revisiting the Impact of Moisture Transport Deficit on Droughts: Prospective Climate Change Analysis and Emerging Hypotheses,” Wiley Interdisciplinary Reviews, vol. 16, no. 6, pp. 1-14, 2025.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  60. Kulkarni Sarang, Ghate Rupali, and Patil Swapna, “Rejuvenation of Water Bodies for Groundwater Recharge and Sustainable Agriculture,” IOSR Journal of Environmental Science, vol. 18, no. 1, pp. 8-15, 2024.
    [
    Publisher Link]
  61. Julius Incillo Jimenez et al., “Quantified Impact of Projected Climate Change on Groundwater Recharge and River Discharge Leveraging the Use of Open Access Geospatial Data,” Research Square, pp. 1-32, 2025.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  62. Stergios Emmanouil et al., “Quantitative Assessment of Annual Maxima, Peaks-Over-Threshold and Multifractal Parametric Approaches in Estimating Intensity-Duration-Frequency Curves from Short Rainfall Records,” Journal of Hydrology, vol. 589, 2020.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  63. Caitlin E Moore et al., “The Effect of Increasing Temperature on Crop Photosynthesis: From Enzymes to Ecosystems,” Journal of Experimental Botany, vol. 72, no. 8, pp. 2822-2844, 2021.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  64. Johann Martínez-Lüscher et al., “Elevated CO2 Alleviates the Exacerbation of Evapotranspiration Rates of Grapevine (Vitis Vinifera) under Elevated Temperature,” Agricultural Water Management, vol. 302, pp. 1-12, 2024.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  65. Alisher Mirzabaev et al., “Severe Climate Change Risks to Food Security and Nutrition,” Climate Risk Management, vol. 39, pp. 1-10, 2023.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  66. Xu Zongxue et al., “Performance Risk Analysis for Fukuoka Water Supply System,” Water Resources Management, vol. 12, pp. 13-30, 1998.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  67. Carlo Ingrao et al., “Water Scarcity in Agriculture: An Overview of Causes, Impacts and Approaches for Reducing the Risks,” Heliyon, vol. 9, no. 8, pp. 1-16, 2023.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  68. Xander Wang, and Lirong Liu, “The Impacts of Climate Change on the Hydrological Cycle and Water Resource Management,” Water, vol. 15, no. 13, pp. 1-4, 2023.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  69. Lilian Bernhardi, Giampiero E. G. Beroggi, and Michel R. Moens, “Sustainable Water Management through Flexible Method Management,” Water Resources Management, vol. 14, no. 6, pp. 473-495, 2000.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  70. David H. Bosworth et al., “The Anatomy of a Drought in the Upper San Francisco Estuary: Water Quality and Lower-Trophic Responses to Multi-Year Droughts Over a Long-Term Record (1975-2021),” San Francisco Estuary and Watershed Science, vol. 22, no. 1, pp. 1-33, 2024.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  71. Georgina M. Falster et al., “Potential for Historically Unprecedented Australian Droughts from Natural Variability and Climate Change,” Hydrology and Earth System Sciences, vol. 28, no. 6, pp. 1383-1401, 2024.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  72. Kyung-Hee Kim, and Byung-Moo Lee, “Effects of Climate Change and Drought Tolerance on Maize Growth,” Plants, vol. 12, no. 20, pp. 1-18, 2023.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  73. Dario Siegen, and Daniel Vogler, “Analyzing the Relation between News Coverage of Heat, Drought, and Climate Change and Meteorological Data from 1998 to 2023,” Weather, Climate, and Society, vol. 17, no. 4, pp. 965-983, 2025.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  74. Thian Yew Gan, “Reducing Vulnerability of Water Resources of Canadian Prairies to Potential Droughts and Possible Climatic Warming,” Water Resources Management, vol. 14, no. 2, pp. 111-135, 2000.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  75. Bin Wang et al., “Understanding the Recent Increase in Multiyear La Niñas,” Nature Climate Change, vol. 13, no. 10, pp. 1075-1081, 2023.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  76. Han Soo Lee, “General Rainfall Patterns in Indonesia and the Potential Impacts of Local Seas on Rainfall Intensity,” Water, vol. 7, no. 4, pp. 1751-1768, 2015.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  77. Melly Ariska et al., “Spatio-Temporal Variations of Indonesian Rainfall and Their Links to Indo-Pacific Modes,” Atmosphere, vol. 15, no. 9, pp. 1-18, 2024.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  78. R Hidayat, MD Juniarti, and U Ma’rufah, “Impact of La Niña and La Niña Modoki on Indonesia Rainfall Variability,” IOP Conference Series Earth and Environmental Science: 4th International Symposium on LAPAN-IPB Satellite for Food Security and Environmental Monitoring, Bogor, Indonesia, vol. 149, pp. 1-9, 2018.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  79. Edvin Aldrian, and R. Dwi Susanto, “Identification of Three Dominant Rainfall Regions within Indonesia and their Relationship to Sea Surface Temperature,” International Journal of Climatology, vol. 23, no. 12, pp. 1435-1452, 2003.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  80. Anugrah Jorgi Firmansyah, Emilya Nurjani, and Andung Bayu Sekaranom, “Effects of the El Niño-Southern Oscillation (ENSO) on Rainfall Anomalies in Central Java, Indonesia,” Arabian Journal of Geosciences, vol. 15, no. 24, pp. 1-13, 2022.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  81. Faradilla Anastasya, and Nori Wilantika, “Flood Vulnerability Mapping of the Barito River Basin in 2020 Based on Binary Logistic Regression Analysis,” Journal of Region and Environment, vol. 11, no. 3, pp. 245-263, 2023.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  82. Mohamad Rifai, “Spatial-Temporal Analysis of the Kapuas River Basin Water Balance, West Kalimantan Using Google Earth Engine and Terraclimate Data,” Journal of Water Resources Engineering, vol. 5, no. 2, pp. 143-156, 2025.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  83. Yudi Lasmana et al., “Hydrodynamic Modelling of The Mahakam River: From Survey to Validation,” IOP Conference Series: Earth and Environmental Science: 1st International Conference Urban Planning, Semarang City, Indonesia, vol. 1524, pp. 1-13, 2025.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  84. Elham Sumarga et al., “Hydrological and Economic Effects of Oil Palm Cultivation in Indonesian Peatlands,” Ecology and Society, vol. 21, no. 2, pp. 1-19, 2016.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  85. Muhammad Syazwan Omar et al., “Peatlands in Southeast Asia: A Comprehensive Geological Review,” Earth-Science Reviews, vol. 232, pp. 1-22, 2022.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  86. Dilva Terzano et al., “Prioritization of Peatland Restoration and Conservation Interventions in Sumatra, Kalimantan and Papua,” Journal for Nature Conservation, vol. 73, pp. 1-16, 2023.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  87. M. E. Harrison et al., “Tropical Forest and Peatland Conservation in Indonesia: Challenges and Directions,” People and Nature, vol. 2, no. 1, pp. 4-28, 2020.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  88. Sue Page, and Agata Hoscilo, Fire in Borneo Peatlands, The Wetland Book: I: Structure and Function, Management, and Methods, Spinger, pp. 65-71, 2018.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  89. Marek Kozlowski, Rahinah Ibrahim, and Khairul Hazmi Zaini, “Evolution of Cities in Borneo: A Kaleidoscope of Urban Landscapes for Planning Future Resilient Cities,” Archnet-IJAR: International Journal of Architectural Research, vol. 16, no. 2, pp. 260-280, 2022.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  90. Danbi Lee et al., “Biophysical Impacts of Urbanization on Climate Change and Vegetation in Borneo Island,” Journal of Environmental Management, vol. 398, 2026.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  91. De Koninck, Stephane Bernard, Jean-Francois Bissonnette, “Borneo Transformed: Agricultural Expansion on the Southeast Asian Frontier,” Journal of the Malaysian Branch of the Royal Asiatic Society, vol. 84, no. 2, pp. 126-128, 2011.
    [
    Google Scholar] [Publisher Link]
  92. Chun Sheng Gohs, “Transforming Exploitative Land-Based Economy: The Case of Borneo,” Environmental Developments, vol. 33, pp. 1-21, 2020.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  93.  Chun Sheng Goh et al., “Embracing the Digital Revolution for Conservation in Borneo,” Malayan Nature Journal, vol. 74, no. 3, pp. 473-485, 2022.
    [
    Google Scholar] [Publisher Link]
  94.  Christine Padoch, Emily Harwell, and Adi Susantos, “Swidden, Sawah, and In-Between: Agricultural Transformation in Borneo,” Human Ecologys, vol. 26, no. 1, pp. 3-20, 1998.
    [
    CrossRef] [Google Scholar] [Publisher Linka]
  95.  Carolyn Payus et al., “Impact of Extreme Drought Climate on Water Security in North Borneo: Case Study of Sabah,” Water, vol. 12, no. 4, pp. 1-19, 2020.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  96.  Zafar Iqbal et al., “Mapping Water Dynamics in Borneo’s Biodiversity Hotspot: A Satellite-based Analysis,” Theoretical and Applied Climatology, vol. 156, no. 7, pp. 1-16, 2025.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  97.  Safa Muzdalifah, Farah Qubayla, and Said Khaidir, “Management Strategy of Sub-Watersheds Affected by Flooding in Banjar District, South of Kalimantan,” International Journal of Politic, Public Policy and Environmental Issues, vol. 2, no. 1, pp. 126-134, 2021.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  98.  Sujung Heo ret al., “RETRACTED: Multi-hazard Assessment for Flood and Landslide Risk in Kalimantan and Sumatra: Implications for Nusantara, Indonesia's New Capital,” Heliyon, vol. 10, no. 18, pp. 1-17, 2024.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  99.  Shujie Chang, Neel P. Le Penru, and Robert M. Ewers, “Accelerating Loss of Resilience in Bornean Rainforests,” bioRxiv, pp. 1-39, 2025.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  100.  Nastasia Boul Lefeuvre et al., “The Value of Logged Tropical Forests: A Study of Ecosystem Services in Sabah, Borneo,” Environmental Science & Policys, vol. 128, pp. 56-67, 2022.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  101.  N.J. Warwick et al., “A Global Model Study of the Impact of Land-Use Change in Borneo on Atmospheric Composition,” Atmospheric Chemistry and Physics, vol. 13, no. 18, pp. 9183-9194, 2013.
    [
    CrossRef] [Google Scholar] [Publisher Link]
  102.  Jinfeng Yan et al., “Changes in Land Cover and Ecological Stress in Borneo based on Remote Sensing and an Ecological Footprint Method,” Landscape and Ecological Engineering, vol. 16, no. 4, pp. 319-333, 2020.
    [
    CrossRef] [Google Scholar] [Publisher Link]