Vol. 11 No. 5 (2025): May
Open Access
Peer Reviewed

Validation of NRECA Parameters for Rainfall-to-Discharge Modeling in the Rejoso Watershed

Authors

Angelina Satya Putri , Ery Suhartanto , Ussy Andawayanti

DOI:

10.29303/jppipa.v11i5.11107

Published:

2025-05-31

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Abstract

The Rejoso Watershed in Pasuruan Regency is a water source for local needs and ecological balance. However, limited discharge data due to the absence of optimal measurement infrastructure poses a challenge for sustainable watershed management. This study aims to estimate river discharge using the NRECA method, with parameter optimization for PSUB and GWF achieved through a Genetic Algorithm. The novelty of this research lies in its integration of the NRECA method and Genetic Algorithm for improved discharge estimation in data-scarce regions. Calibration and validation were conducted using a 15:5 ratio, resulting in a Nash-Sutcliffe Efficiency (NSE) value of 0.5379, categorized as “Meets” based on the range defined (0.50–0.65), and a correlation coefficient of 0.7907, indicating a “Strong” linear relationship. Validation ensures the model's reliability beyond historical calibration data, addressing potential overfitting. These findings demonstrate the NRECA method's capability, supported by Genetic Algorithm optimization, as a practical alternative for discharge estimation in watersheds with limited data. Nevertheless, the model’s performance remains sensitive to input data quality, emphasizing the need for better rainfall data. This approach contributes to improving water resource management in Rejoso and similar watersheds facing data limitations.

Keywords:

Discharge, GWF, PSUB, Rainfall, Validation

References

Abdillah, R., Harisuseno, D., & Sisinggih, D. (2020). Application of Rainfall Hydrology Model Using Block-Wise Topmodel Muskingum-Cunge (BTOPMC) Application in Lesti Sub-Based River. Jurnal of Water Resources Engineering (JTP), 3(2), 10. Retrieved from https://garuda.kemdikbud.go.id/documents/detail/1818535

Amalia, N. N., Suhartanto, E., & Prasetyorini. L. (2023). Conservation Efforts for Erosion Based on Geographic Information Systems in Rejoso Watershed, Pasuruan Regency. Jurnal Teknologi dan Rekayasa Sumber Daya Air (JTRESDA), 3(2). https://doi.org/10.21776/ub.jtresda.2023.003.02.064

Biondi, D., Freni, G., Iacobellis, V., Mascaro, G., & Montanari, A. (2011). Validation of Hydrological Models: Conceptual Basis, Methodological Approaches and a Proposal for a Code of Practice. Journal of Hydrology, 403(3-4), 196–209. https://doi.org/10.1016/j.jhydrol.2011.03.035

Cheng, C. T., Ou, C. P., & Chau, K, W. (2002). Combining A Fuzzy Optimal Model with a Genetic Algorithm to Solve Multi-Objective Rainfall–Runoff Model Calibration. Journal of Hidrology, 268(1-4), 72-86. https://doi.org/10.1016/S0022-1694(02)00122-1

Directorate General of SDA. (2013). Irrigation Planning Standards Planning Criteria Irrigation Network Planning Section KP-01. Jakarta: Kementerian ESDM.

Fathoni, S., Dermawan, V,. & Suhartanto, E. (2016). Analysis of the Effectiveness of Rain Station Post Network Density in Kedungsoko Watershed Using Artificial Neural Network. Jurnal of Water Resources Engineering (JTP), 7(1), 129-138. Retrieved from https://jurnalpengairan.ub.ac.id/index.php/jtp/article/view/287

Hatmoko, W., Levina, L., & Diaz, B. (2020). Comparison of Rainfall-Runoff Models for Climate Change Projection – Case Study of Citarum River Basin, Indonesia. IOP Conference Series: Earth and Environmental Science, 423. https://doi.org/10.1088/1755-1315/423/1/012045

Hawari, H., Suhartanto, E., & Lufira, R, D. (2025). Conversion of Rainfall Varieties into Discharge Using the NRECA Method with Genetic Algorithm in the Gembong Watershed, Pasuruan Regency. Jurnal Teknologi dan Rekayasa Sumber Daya Air (JTRESDA), 5(1). https://doi.org/10.21776/ub.jtresda.2025.005.01.067

Hidayat, M., & Nugroho, H. (2025). Comparison of Rainfall-Runoff Models with F.J. Mock and NRECA to Determine Water Availability of Rukoh Reservoir, Aceh. TEKNIK, 46(1), 73-86. https://doi.org/10.14710/teknik.v46i1.67951

Ilham, M., Suhartanto, E., & Fidari, J. S. (2022). TRMM (Tropical Rainfall Measuring Mission) Rain Analysis into Discharge with the F.J. Mock Method in the Bango Watershed. Jurnal Teknologi dan Rekayasa Sumber Daya Air (JTRESDA), 2(1), 509-521. https://doi.org/10.21776/ub.jtresda.2022.002.01.42

Jian, J., Ryu, D., & Wang, Q, J. (2021). A Water-Level Based Calibration of Rainfall-Runoff Models Constrained by Regionalized Discharge Indices. Journal of Hydrology, 603, 126937. https://doi.org/10.1016/j.jhydrol.2021.126937

Kurniawan, A. R., Bisri, M., & Suhartanto, E. (2019). Drought Analysis in the Bedadung Watershed Based on Geographic Information System (GIS). Jurnal of Water Resources Engineering (JTP), 10(2), 97–109. https://doi.org/10.21776/ub.pengairan.2019.010.02.03

Moriasi, D. N., Arnold, J. G., Liew, M. W. V., Bingner, R, L., Harmel, R, D., & Veith, T, L. (2007). Model Evaluation Guidelines for Systematic Quantification of Accuracy in Watershed Simulations. The American Society of Agricultural and Biological Engineers. https://doi.org/10.13031/2013.23153

Ndiritu, J. G., & Daniell, T. M. (2001). An Improved Genetic Algorithm for Rainfall-Runoff Model Calibration and Function Optimization. Mathematical and Computer Modelling, 33(6-7), 695-706. https://doi.org/10.1016/S0895-7177(00)00273-9

Nisa, Z., Suhartanto, E., & Wahyuni, S. (2024). Application of Genetic Algorithm in Rain Variation Conversion into Discharge Using FJ. Mock Method in Rejoso Watershed. Jurnal Teknologi dan Rekayasa Sumber Daya Air (JTRESDA), 4(2). https://doi.org/10.21776/ub.jtresda.2024.004.02.150

Nurviana, S. C. K., Suhartanto, E., & Harisuseno, D. (2023). Comparison of Rainfall to Discharge Conversion Methods with FJ. Mock and NRECA in Gandong Watershed, Magetan Regency. Jurnal Teknologi dan Rekayasa Sumber Daya Air (JTRESDA), 3(1). https://doi.org/10.21776/ub.jtresda.2023.003.01.03

Putri, A. S., Suhartanto, E., & Fidari, J. S. (2022). Comparison of the Methods of Rainfall Transformation to Discharge with FJ. Mock and NRECA Method in Rejoso Watershed, Pasuruan Regency. Jurnal Teknologi dan Rekayasa Sumber Daya Air (JTRESDA), 3(2), 078-092. https://doi.org/10.21776/ub.jtresda.2023.003.002.07

Seisia, C, T., Setyandito, O., Juliastuti, J., & Haripriambodo, T. (2022). Water Reliability Analysis in Industrial and Residential Area, Based on NRECA Method Using ArcGIS Software. IOP Conference Series: Earths and Environmental Science, 998. https://doi.org/10.1088/1755-1315/998/1/012007

Sugiyono, S. (2007). Quantitative Qualitative and R&D Research Methods. Bandung: Alfabeta.

Suhartanto, E., & Priyantoro, D. (2012). Study of Watershed Condition Assessment and Its Implications for River Discharge Fluctuations (Case Study on Jangkok Sub-Das, Lombok Island). Jurnal of Water Resources Engineering (JTP), 3(1), 1–5. Retrieved from https://jurnalpengairan.ub.ac.id/index.php/jtp/article/view/139

Sulistiyono, H. (2015). Calibration and Validation of Hydrological Model Using NRECA Method in Kodina Watershed. Memorial University Research Repository. Retrieved from https://research.library.mun.ca/11491/1/Sulistiyono_Heri.pdf

Syakiroh, S., Suhartanto, E., & Wahyuni, S. (2024). Application of FJ. Mock Methodto Convert Rainfall to Discharge Using Genetic Algorithm in Welang Watershed Pasuruan District. Jurnal Teknologi dan Rekayasa Sumber Daya Air (JTRESDA), 4(2), 1567-1577. https://doi.org/10.21776/ub.jtresda.2024.004.02.155

Trilita, M. N., Suryandari, W., & Handajani, N. (2021). Water Availability Study Using NRECA Model (Embung Sei Fatimah North Kalimantan Case Study). IOP Conference Series: Earth and Environmental Science, 1125. https://doi.org/10.1088/1757-899x/1125/1/012095

Widyaningsih, K, W., Harisuseno, D., & Soetopo, W. (2021). Comparison of FJ. Mock and NRECA Methods for Rainfall Transformation into Discharge in Metro Watershed, Malang Regency, East Java. Jurnal Teknologi dan Rekayasa Sumber Daya Air (JTRESDA), 1(1). https://doi.org/10.21776/ub.jtresda.2021.001.01.05

Author Biographies

Angelina Satya Putri, Universitas Brawijaya

Ery Suhartanto, University of Brawijaya

Ussy Andawayanti, University of Brawijaya

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How to Cite

Putri, A. S., Suhartanto, E., & Andawayanti, U. (2025). Validation of NRECA Parameters for Rainfall-to-Discharge Modeling in the Rejoso Watershed. Jurnal Penelitian Pendidikan IPA, 11(5), 1081–1088. https://doi.org/10.29303/jppipa.v11i5.11107