An Evaluation of Phosphorus Control Interventions through a Multi-Scenario Approach to Controlling Eutrophication in Lake Rawapening Indonesia

Authors

  • Iwan Rhosadi Doctoral Program in Environmental Science, Graduate School of Universitas Gadjah Mada, Jl. Teknika Utara, Yogyakarta, 55284; Center for Environmental Studies, Universitas Gadjah Mada, Jl. Kuningan, Caturtunggal, Depok, Yogyakarta, 55281
    Indonesia
    https://orcid.org/0000-0002-8599-976X
  • Djati Mardiatno Department of Environmental Geography, Universitas Gadjah Mada, Jl. Kaliurang, Bulaksumur, Yogyakarta, 55281; Center for Environmental Studies, Universitas Gadjah Mada, Jl. Kuningan, Caturtunggal, Depok, Yogyakarta, 55281
    Indonesia
  • Muhammad Anggri Setiawan Department of Environmental Geography, Universitas Gadjah Mada, Jl. Kaliurang, Bulaksumur, Yogyakarta, 55281; Center for Disaster Studies, Universitas Gadjah Mada, Jl. Mahoni, Bulaksumur, Yogyakarta, 55281; Geoinformation for Disaster Management and Spatial Planning, Study Program in Environmental Science, Graduate School of Universitas Gadjah Mada, Jl. Teknika Utara, Yogyakarta, 55284
    Indonesia

DOI:

https://doi.org/10.23917/forgeo.16151

Keywords:

Lake Rawapening, SWAT Tool, Phosphorus Control, Total-Phosphorus, Eutrophication, Trophic State

Abstract

Eutrophication triggered by excessive nutrient loading has become a major driver of lake degradation in many parts of the world. Lake Rawapening is one of Indonesia’s national priority lakes for environmental restoration and has experienced eutrophic conditions progressing toward a hypertrophic state due to high phosphorus loads (P-load) and total phosphorus concentrations (TP-C). Despite the implementation of lake rehabilitation programs, their effectiveness in improving trophic status has not been quantitatively evaluated, limiting stakeholders’ understanding of the outcomes. This study evaluates the effectiveness of rehabilitation interventions in controlling the trophic state of Lake Rawapening using a calibrated SWAT hydrological model. Seven scenarios were developed by combining land use changes from seasonal agriculture to agroforestry; fertilizer management in paddy fields; and lake deepening. Model simulations compared TP-C responses across scenarios. The results indicate that conversion of seasonal agricultural land to agroforestry is the most effective intervention,  reducing TP-C by 33% (from 0.029 mg/L to 0.020 mg/L) and improving the trophic state from eutrophic to mesotrophic. Conversely, fertilizer management scenarios, even when applied according to recommended dosages, consistently increased TP-C by 14%. Lake deepening scenarios also tended to elevate TP-C by 20.9% due to increased water volume of 90% and phosphorus residence time (P-RS) of 92.4%. The study provides a measurable and replicable approach for simulating spatial dynamics and trophic responses to lake rehabilitation interventions. The findings support the development of multi-scenario management strategies for Lake Rawapening and other lakes in Indonesia.

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References

Darsono, S., Suripin, S., Budieny, H., Cholifatul Afifah, R., Pujiastuti, R., Soripada, F., Indradifa, M., Hutagalung, T. P., Pamungkas, L. A., & Saputra, G. W. (2018). Benefits of Embungs in the Rawa Pening Catchment Area for Re-ducing Tuntang River Flood Discharge. E3S Web of Conferences, 73, 08029. doi: 10.1051/e3sconf/2018730

Escober, E. J., & Espino, M. P. (2023). A new trophic state index for assessing eutrophication of Laguna de Bay, Philip-pines. Environmental Advances, 13, 100410. doi: 10.1016/j.envadv.2023.100410

Good, L., Blair, H., Sherman, J., & Young, E. (2025). Testing Wisconsin P index assessments across cropping systems. Journal of Environmental Quality, 54(5), 1271–1287. doi: 10.1002/jeq2.70042

Gunacti, M. C., & Cetinkaya, C. P. (2025). Integrated Adaptive Water Allocation Scenarios for Wetland Restoration: A Case Study of Lake Marmara Under Climate Change. Water (Switzerland), 17(13), 1930. doi: 10.3390/w17131930

Han, H., Yan, X., Li, X., Zhao, X., Qiu, J., Huang, Z., Yan, X., & Xia, Y. (2025). Quantile regression reveals phosphorous overwhelms nitrogen in controlling high chlorophyll-a concentration in freshwater lakes. Journal of Hydrolo-gy, 654, 132845. doi: 10.1016/j.jhydrol.2025.132845

Hirji, R. F., & Duda, A. (2025). Integrated management of lakes, reservoirs, and their basins is critical for a climate-resilient planet: an urgent

wake-up call from collective amnesia. Water Policy, 27(1), 66–87. doi: 10.2166/wp.2024.296

Jin, Y., Zhang, N., Chen, Y., Wang, Q., Qin, Z., Sun, Z., & Zhang, S. (2023). Quantitative Evaluation of the Crop Yield, Soil-Available Phosphorus, and Total Phosphorus Leaching Caused by Phosphorus Fertilization: A Meta-Analysis. Agronomy, 13(9), 2436. doi: 10.3390/agronomy13092436

Kato, B. E. D., Morari, P. H. R., Calixto, G., Rodrigues, G. L. D. P., Santarelli, P. H., Castilho-Noll, M. S. M., & Dos San-tos, N. G. (2025). A Review of Current Scientific Perspectives on the Effects of Dredging in Freshwater Envi-ronmental Restoration. Water, Air, and Soil Pollution, 236(11), 692. doi: 10.1007/s11270-025-08337-9

Li, J., & Shen, Z. (2025). Impact of agricultural and rural phosphorus emissions on freshwater eutrophication potential in the Poyang lake basin. Journal of Cleaner Production, 523, 146400. doi: 10.1016/j.jclepro.2025.146400

Li, Z., Xue, W., & Sereewatthanawut, I. (2025). Evaluation of best management practices (BMPs) for mitigating non-point source pollution in the Wang River Basin of Thailand based on the SWAT Model. Environmental Tech-nology and Innovation, 39, 104327. doi: 10.1016/j.eti.2025.104327

Liu, M., Yang, Y., Shao, Z., Liu, Y., Wang, Z., Chen, Z., Chen, M., Jiao, L., Song, D., Li, J., & Wang, J. (2024). Effects of Dredging on Nitrogen and Phosphorus Storage Patterns and Retention Mechanisms in Column Core Sediments in the Caohai Region of Dianchi Lake. Water (Switzerland), 16(3), 449. doi: 10.3390/w16030449

Lopez, E., Gorla, G., Etxebarria-Elezgarai, J., Amigo, J. M., & Seifert, A. (2025). The importance of choosing a proper validation strategy in predictive models. Part 2: Recipes for (avoiding) overfitting-A tutorial. Analytica Chimi-ca Acta, 344838. doi: 10.1016/j.aca.2025.344838

Luján, C., Shin, Y. J., Barrier, N., Leadley, P., & Oliveros-Ramos, R. (2025). A protocol for implementing parameter sen-sitivity analyses in complex ecosystem models. Ecological Modelling, 501, 110990. doi: 10.1016/j.ecolmodel.2024.110990

Mai, J. (2023). Ten strategies towards successful calibration of environmental models. Journal of Hydrology, 620, 129414. doi: 10.1016/j.jhydrol.2023.129414

Mardiatno, D., Faridah, F., Listyaningrum, N., Hastari, N. R. F., Rhosadi, I., da Costa, A. D. S., Rahmadana, A. D. W., Li-san, A. R. K., Sunarno, S., & Setiawan, M. A. (2022). A Holistic Review of Lake Rawapening Management Prac-tices, Indonesia: Pillar-Based and Object-Based Management. Water, 15(1), 39. doi: 10.3390/w15010039

Mardiatno, D., Faridah, F., Listyaningrum, N., Hastari, N. R. F., Rhosadi, I., da Costa, A. D. S., Rahmadana, A. D. W., Li-san, A. R. K., Sunarno, S., & Setiawan, M. A. (2023). A Holistic Review of Lake Rawapening Management Prac-tices, Indonesia: Pillar-Based and Object-Based Management. Water (Switzerland), 15(1), 39. doi: 10.3390/w15010039

Mirdarsoltany, A., Dariane, A. B., Ghasemi, M., Farhoodi, S., Asadi, R., & Moghaddam, A. (2024). Linking Land Use Change and Hydrological Responses: The Role of Agriculture in the Decline of Urmia Lake. Hydrology, 11(12), 209. doi: 10.3390/hydrology11120209

Mueller, H., Hamilton, D., Doole, G., Abell, J., & McBride, C. (2019). Economic and ecosystem costs and benefits of al-ternative land use and management scenarios in the Lake Rotorua, New Zealand, catchment. Global Environ-mental Change, 54, 102–112. doi: 10.1016/j.gloenvcha.2018.10.013

Murumkar, A., Tapas, M., Martin, J., Kalcic, M., Shedekar, V., Goering, D., Thorstensen, A., Boles, C., Redder, T., & Confesor, R. (2025). Advancing SWAT modeling with rainfall risk-based fertilizer timing to improve nutrient management and crop yields. Agricultural Water Management, 316, 109555. doi: 10.1016/j.agwat.2025.109555

Nada, F. M. H., Nugroho, N. P., & Sofwan, N. B. M. (2023). Lake and Stream Buffer Zone Widths’ Effects on Nutrient Export to Lake Rawapening, Central Java, Indonesia: A Simple Simulation Study. Forum Geografi, 37(1), 57–65. doi: 10.23917/forgeo.v37i1.21537

Nayanarangani, M. D. P., Vitharana, U. W. A., Kumaragamage, D., & Casson, N. J. (2025). Changes in soil organic car-bon and phosphorus status under three different land use systems in a tropical Ultisol. Geoderma Regional, 41, e00950. doi: 10.1016/j.geodrs.2025.e00950

Neitsch, S. L., Arnold, J. G., Kiniry, J. R., & Williams, J. R. (2011). Soil and Water Assessment Tool Theoretical Docu-mentation Version 2009. Texas Water Resources Institute.

Novita Dewi, I., Rohaeni, N., & farida. (2021). Analisis Pendapatan Usahatani Padi Sawah Inpari 32 di Kecamatan Kau-bun Desa Cipta Graha. Jurnal Pengembangan Penyuluhan Pertanian, 18, 80–88.

Ouyang, W., Zhao, Y., Li, Z., Yin, H., Lu, L., & Zhang, Y. (2025). Hydraulic residence time thresholds and seasonal re-gimes governing DOM transformation in upper Yangtze River cascading reservoirs. Water Research, 287, 124325. doi: 10.1016/j.watres.2025.124325

Pertiwi, M. D., Chanifah, C., Romdon, A. S., Minarsih, S., Paminto, A. K., Komalawati, K., Isharyadi, F., Bahua, H., Arianti, F. D., Triastono, J., Wibawa, W., Djarot, I. N., Setyahadi, S., Nuryanto, B., Wasil, A. A., Gayatri, S., Ra-hadian, R., Darwis, V., Syukur, M., & Praptana, R. H. (2025). Sustainability Assessment of Lake Sediment-Based Soil Blocks for Agricultural Seedling Media. Resources, 14(8), 129. doi: 10.3390/resources14080129

Pradoto, W., Setiyono, B., Wahyono, H., & Choi, M. J. (2024). Peri-urbanisation in Surakarta City and Economic Trans-formation in the Fast-Growing Region of Sukoharjo Regency. Forum Geografi, 38(2), 203–221. doi: 10.23917/FORGEO.V38I2.5497

Prasetyo, S., Subehi, L., Anggoro, S., & Soeprobowati, T. R. (2024). Vertical Distribution of Diatoms Analysis to Deter-mine the Condition of Rawapening Lake in the Past through Cluster Analysis with the Bray-Curtis Model. Po-lish Journal of Environmental Studies, 33(1), 803–813. doi: 10.15244/pjoes/171643

Purbiati, T., Anggraeni, L., Sugiono, S., Zubaidi, T., Purnama, S., Hermanto, C., Krismawati, A., Arifin, Z., Antarlina, S. S., Kilmanun, J. C., & Yustina, I. (2024). Performance and community acceptance of paddy management with balanced input cultivation technology in Kebonagung Village Madiun East Java Indonesia. Heliyon, 10(9), e29834. doi: 10.1016/j.heliyon.2024.e29834

Putra, F. A., Ekowati, T., & Arianti, F. D. (2025). Stakeholders Involvement in Sediment Management in Rawa Pening Lake, Central Java, Indonesia. Jurnal Penelitian Pendidikan IPA, 11(2), 1006–1016. doi: 10.29303/jppipa.v11i2.10387

Pyo, J., Baek, S.-S., Abbas, A., Kim, H. G., Lee, J., Kim, S., Chun, J. A., & Cho, K. H. (2025). Improving reservoir water quality by optimizing weir operations with reinforcement learning and SWAT. Ecohydrology & Hydrobiology, 25(4), 100679. https://doi.org/10.1016/j.ecohyd.2025.100679

Quinlan, R., Filazzola, A., Mahdiyan, O., Shuvo, A., Blagrave, K., Ewins, C., Moslenko, L., Gray, D. K., O’Reilly, C. M., & Sharma, S. (2021). Relationships of total phosphorus and chlorophyll in lakes worldwide. Limnology and Oceanography, 66(2), 392–404. doi: 10.1002/lno.11611

Ramachandra, T. V., Negi, P., Mondal, T., & Setturu, B. (2025). Sustainable Management of Natural Resources at Di-saggregated Levels with Insights from Landscape Dynamics. Forum Geografi, 39(2), 136–162. doi: 10.23917/forgeo.v39i2.6857

Riza, M., Ehsan, M. N., Pervez, M. N., Khyum, M. M. O., Cai, Y., & Naddeo, V. (2023). Control of eutrophication in aquatic ecosystems by sustainable dredging: Effectiveness, environmental impacts, and implications. Case Studies in Chemical and Environmental Engineering, 7, 100297. doi: 10.1016/j.cscee.2023.100297

Ruiz-Marín, E., Peña, A., Hernández-Abril, S. A., Pachón-Blanco, L. M., Vargas-Ríos, O., & Rodriguez-Eraso, N. (2024). Scenarios and alternatives for ecological restoration in degraded Andean landscapes: the case of the upper ba-sin of the Bogotá River (Suesca, Cundinamarca). Revista de La Academia Colombiana de Ciencias Exactas, Fisicas y Naturales, 48(189), 871–885. doi: 10.18257/raccefyn.2671

Sadewo. B. E. C., Ni’am M. F., & Poedjiastoeti. H. (2022). Prediksi Laju Sedimentasi di Sub DAS Rawapening Kabupa-ten Semarang. BRILIANT: Jurnal Riset Dan Konseptual, 7(1), 220–228. doi: 10.28926/briliant.v7il.925

Sembiring, H., Girsang, S. S., Anshori, A., Erythrina, E., Susilawati, P. N., Bhermana, A., Ngongo, Y., Hanapi, S., Pra-wiranegara, D., Subekti, N. A., Sasmita, P., Pabuayon, I. L. B., Castillo, R. L., Zaini, Z., & Buresh, R. J. (2025). Bridging yield gaps in rice production through integrated crop and nutrient management with farmer groups. Field Crops Research, 333, 110091. doi: 10.1016/j.fcr.2025.110091

Sitaresmi, T., Nafisah, N., Susanto, U., Rahmini, R., Widyastuti, Y., Kusbiantoro, B., Wahab, M. I., Hairmansis, A., & Nugraha, Y. (2023). Deciphering genetic-by-environment interaction, pests and disease’s reaction, grain quali-ty, and response to fertilizer for targeting high-yielding rice varieties. Ecological Genetics and Genomics, 28, 100189. doi: 10.1016/j.egg.2023.100189

Subedi, R., Jojiju, B., McBroom, M., Gaspar, L., Dercon, G., & Navas, A. (2025). Impact of Land Cover Change on Eu-trophication Processes in Phewa Lake, Nepal. Hydrology, 12(10), 246. doi: 10.3390/hydrology12100246

Tay, C. J., Koh, H. L., Mohd, M. H., & Teh, S. Y. (2022). Assessing the role of internal phosphorus recycling on eutro-phication in four lakes in China and Malaysia. Ecological Informatics, 72. doi: 10.1016/j.ecoinf.2022.101830

Tay, C. J., Mohd, M. H., Teh, S. Y., & Koh, H. L. (2022). Internal phosphorus recycling promotes rich and complex dy-namics in an algae-phosphorus model: Implications for eutrophication management. Journal of Theoretical Biology, 532. doi: 10.1016/j.jtbi.2021.110913

Wang, X., Jiang, Y., Jiang, M., Cao, Z., Li, X., Ma, R., Xu, L., & Xiong, J. (2023). Estimation of Total Phosphorus Con-centration in Lakes in the Yangtze-Huaihe Region Based on Sentinel-3/OLCI Images. Remote Sensing, 15(18). doi: 10.3390/rs15184487

Wang, Y., Kong, X., Peng, Z., Zhang, H., Liu, G., Hu, W., & Zhou, X. (2020). Retention of nitrogen and phosphorus in Lake Chaohu, China: implications for eutrophication management. Environmental Science and Pollution Research, 27(33), 41488–41502. doi: 10.1007/s11356-020-10024-7

Wu, M., Hua, X., Ma, Z., Zhang, Y., Liu, W., Li, Q., Zhong, Y., Xiong, W., Zhou, Y., Guo, X., Zhang, Y., Dai, J., & Xie, X. (2025). Adsorption and immobilization of phosphorus in eutrophic lake water and sediments by a novel red soil based porous aerogel. Water Research, 273. doi: 10.1016/j.watres.2024.123078

Wu, Y., Wang, H., Bao, Z., Li, Y., Hu, X., Sun, C., Yang, F., Li, B., Liu, S., Wang, Y., & Zhong, J. (2025). Sediment dred-ging effects on nitrogen and phosphorus release in a stratified reservoir: Implications for internal loading ma-nagement. Journal of Environmental Management, 394, 127349. doi: 10.1016/j.jenvman.2025.127349

Xiang, H., Li, X., Xiao, R., Chen, J., & Dai, W. (2024). Is dredging an effective ecological restoration method to improve water quality in freshwater ecosystems?. Ecological Engineering, 209, 107425. doi: /10.1016/j.ecoleng.2024.107425

Yang, A., Yu, T., & Zhang, T. (2026). Tipping time in a stochastic phosphorus dynamics model. Applied Mathematics Letters, 173, 109779. doi: 10.1016/j.aml.2025.109779

Yang, C., Wang, G., & Yin, H. (2023). Response of internal phosphorus loading from dredged and inactivated sediment under repeated resuspension in a eutrophic shallow lake. Science of the Total Environment, 868, 161653. doi: 10.1016/j.scitotenv.2023.161653

Yang, J. R., Tang, S., Li, Y., Zhu, J., & Liu, Z. (2024). Assessing the nutrient removal performance from rice-crayfish paddy fields by an ecological ditch-wetland system. Heliyon, 10(19), e38373. doi: 10.1016/j.heliyon.2024.e38373

Yi, D., Beibei, C., Aiqing, K., Zhigao, M., Yijie, W., Wenlong, C., Cheng, G., Chunhui, L., Yan, L., Xiaohui, L., Shuai-long, C., Li, L., & Lixin, H. (2026). Mechanistic study of phosphorus control by lanthanum-modified fly ash spheres based on adsorption, mineralization and re-adsorption. Journal of Environmental Chemical Enginee-ring, 14(2). doi: 10.1016/j.jece.2026.121675

Yu, G., Zhang, S., Qin, W., Guo, Y., Zhao, R., Liu, C., Wang, C., Li, D., & Wang, Y. (2022). Effects of nitrogen and phos-phorus on chlorophyll a in lakes of China: A meta-analysis. Environmental Research Letters, 17(7), 074038. doi: 10.1088/1748-9326/ac7d64

Zhan, Q., de Senerpont Domis, L. N., Lürling, M., Marcé, R., Heuts, T. S., & Teurlincx, S. (2023). Process-based mode-ling for ecosystem service provisioning: Non-linear responses to restoration efforts in a quarry lake under cli-mate change. Journal of Environmental Management, 348, 119163. doi: 10.1016/j.jenvman.2023.119163

Zhang, K., Wan, X., Li, C., Xia, X., Lou, Y., Bai, B., Liang, H., & Hu, H. (2025). The effects of the combined application of organic and inorganic fertilizers on the annual balance of nitrogen and phosphorus in farmlands. Scientific Reports, 15(1), 35657. doi: 10.1038/s41598-025-19459-9

Zhang, Y., Zhu, J., Li, C., Peng, H., Liu, J., Luo, Y., Song, M., Dai, Y., Deng, K., & Ji, X. (2025). Optimizing fertilizer ap-plication and straw return to fields to minimize nitrogen and phosphorus runoff losses in double-rice cropping systems. Agricultural Water Management, 317, 109601. doi: 10.1016/j.agwat.2025.109601

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Submitted

2026-02-09

Accepted

2026-05-20

Published

2026-05-26

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