Reviews, challenges, and prospects of the application of Hydrologic Engineering Center-Hydrologic Modelling System (HEC-HMS) model in Indonesia

Main Article Content

M. Faisi Ikhwali
Chalermchai Pawattana
Suardi Nur
Budi Azhari
Muhammad Ikhsan
Nur Aida
Cut Suciatina Silvia

Abstract

The Hydrologic Engineering Center-Hydrologic Modeling System (HEC-HMS) model can be applied to simulate hydrological processes. This model has been widely used in recent days because it is openly accessible to the public. The search result from this study identifies 180 cases discussing the model applications in Indonesian watersheds in peer-reviewed journal articles and conference papers. The model has been used in Indonesia since 2005, but the highest application is in 2020 with 42 articles. In the context of application distribution, Java Island ranks first place with 123 scientific publications. However, the HEC-HMS model is predominantly used to simulate the “Small” and “Very Small” watershed size categories. The availability of insufficient field data is huge obstacle for hydrological modeling in Indonesia. Furthermore, the model may be extended to address the issues in Indonesia’s eastern watersheds. Moreover, the model also can be used to assess the impact of climate change on streamflow.

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How to Cite
Ikhwali, M. F., Pawattana, C., Nur, S., Azhari, B., Ikhsan, M., Aida, N., & Silvia, C. S. (2022). Reviews, challenges, and prospects of the application of Hydrologic Engineering Center-Hydrologic Modelling System (HEC-HMS) model in Indonesia. Engineering and Applied Science Research, 49(5), 669–680. Retrieved from https://ph01.tci-thaijo.org/index.php/easr/article/view/247833
Section
REVIEW ARTICLES

References

BPS Indonesia. Catalog: 1101001. Statistik Indonesia 2020. Indonesia: BPS-Statistics Indonesia; 2022. (In Indonesia)

Ministry of National Development Planning of the Republic of Indonesia (BAPPENAS). The national development plan 2015-2019 Sectoral Development Agenda. Indonesia: BAPPENAS; 2015. (In Indonesia)

USACE. Hydrologic modeling system HEC-HMS user’s manual. USA: Hydrologic Engineering Center; 2016.

Scharffenberg W, Pak JH. History of the HEC-hydrologic modeling system (HEC-HMS). 2009;42(11):34-41.

US Army corps of engineers. HEC-1 Flood hydrograph package user’s manual. USA: Hydrologic Engineering Center; 1998.

USACE Hydrologic engineering center. HEC-IFH Interior flood hydrology package user’s manual. USA: Hydrologic Engineering Center; 1999.

USACE. Hydrologic engineering center [Internet]. 2020 [cited 2022 Mar 4]. Available from: www.hec.usace.army.mil.

Dhami BS, Pandey A. Comparative review of recently developed hydrologic models. J Indian Water Resour Soc. 2013;33(3):34-42.

Borah DK. Hydrologic procedures of storm event watershed models: a comprehensive review and comparison. Hydrol Process. 2011;25(22):3472-89.

Abushandi E, Merkel B. Modelling rainfall runoff relations using HEC-HMS and IHACRES for a single rain event in an arid region of Jordan. Water Resour Manage. 2013;27:2391-409.

Tassew BG, Belete MA, Miegel K. Application of HEC-HMS model for flow simulation in the Lake Tana basin: the case of gilgel abay catchment, upper Blue Nile basin, Ethiopia. Hydrology. 2019;6(1):1-17.

Belayneh A, Sintayehu G, Gedam K, Muluken T. Evaluation of satellite precipitation products using HEC-HMS model. Model Earth Syst Environ. 2020;6:2015-32.

Natarajan S, Radhakrishnan N. Simulation of extreme event-based rainfall-runoff process of an urban catchment area using HEC-HMS. Model Earth Syst Environ. 2019;5:1867-81.

Chiang S, Chang CH, Chen WB. Comparison of rainfall-runoff simulation between support vector regression and HEC-HMS for a rural watershed in Taiwan. Water. 2022;14(2):1-18.

Natarajan S, Radhakrishnan N. An integrated hydrologic and hydraulic flood modeling study for a medium-sized ungauged urban catchment area: a case study of Tiruchirappalli city using HEC-HMS and HEC-RAS. J Inst Eng India Ser A. 2020;101:381-98.

Kaffas K, Hrissanthou V. Application of a continuous Rainfall-Runoff model to the Basin of Kosynthos River using the hydrological software HEC-HMS. Glob Nest J. 2014;16(1):188-203.

Narendra BH, Siregar CA, Dharmawan IWS, Sukmana A, Pratiwi, Pramono IB, et al. A review on sustainability of watershed management in Indonesia. Sustainability. 2021;13(19):1-29.

BMKG. Meteorology, climatology, and geophysical agency [Internet]. 2020 [cited 2022 Mar 4]. Available from: https:// www.bmkg.go.id/.

Statistics Indonesia. Statistics Indonesia [Internet]. 2020 [cited 2022 Mar 4]. Available from: https://www.bps.go.id/ statictable/2020/02/17/2084/luas-penutupan-lahan-indonesia-di-dalam-dan-di-luar-kawasan-hutan-tahun-2014-2018-menurut-kelas-ribu-ha-.html.

PPI. Rencana Strategis Tahun 2015-2019. Indonesia: Direktorat Jendral Pengendalian Perubahan Iklim, Kementerian Lingkungan Hidup dan Kehutanan; 2015. (In Indonesia)

Mawardi I. Kerusakan daerah aliran sungai dan penurunan daya dukung sumberdaya air di pulau jawa serta upaya penanganannya. J Hidrosfer Indonesia. 2010;5(2):1-11. (In Indonesia)

Dsikowitzky L, Damar A, Ferse SCA, Irianto HE, Jennerjahn TC, Lukas MC, et al. Java Island, Indonesia. In: Sheppard C, editor. World seas: an environmental evaluation. 2nd ed. Amsterdam: Elsevier; 2019. p. 459-90.

Anissa L, Hadi MP. Respon hidrologi pada das dominasi sawah (studi kasus: sub-das langse, kebumen). J Bumi Indonesia. 2020;9(4)1-9: (In Indonesia)

Budiyanto M. Penelusuran waktu perjalanan banjir dari hulu ke hilir sungai code sebagai pertimbangan early warning sistem. J Tek Sipil. 2018;13(1):41-52. (In Indonesia)

Wibowo NRK, Rohendi AP, Darsono S, Nugroho H. Penyusunan manual operasi dan pemeliharaan waduk sanggeh kabupaten grobogan provinsi jawa tengah. J Karya Tek Sipil. 2017;6(1):114-25. (In Indonesia)

Suripin S, Darsono S, Kurniani D, Hutagalung WF, Dintia DV. Development of sustainable detention ponds for flood and sediment control in urban areas. J Phys Conf Ser. 2020;1625:1-7.

Yudi RK, Nugroho AM, Darsono S, Wulandari DA. Perencanaan sistem polder wilayah Semarang timur. J Karya Tek Sipil. 2017;6(2):265-75. (In Indonesia)

Prawira D, Soeryantono H, Anggraheni E, Sutjiningsih D. Efficiency analysis of Muskingum-Cunge method and kinematic wave method on the stream routing (study case: Upper Ciliwung watershed, Indonesia). IOP Conf Ser Mater Sci Eng. 2019;669:1-11.

Hidayah E, Widiarti WY, Ratnaningsih A. Assessment of displacement flow at Ketandan creeks to optimizing land use in Jember new city housing. IPTEK J Technol Sci. 2015;26(1):10-4.

Nabilah RA, Sutjiningsih D, Anggraheni E, Murniningsih S. Dam break analysis of Situ Gintung Dam collapse reconstruction. IOP Conf Ser Earth Environ Sci. 2020;599:1-6.

Hidayah E. Uji Keandalan penguraian data hujan penguraian (disagregasi) untuk pemodelan hidrograf banjir di das kelapa sawit. J Tek Pengair. 2012;3(2):97-101. (In Indonesia)

Jatmiko DW. Hydraulics performance of coastal flood control in Madukoro area, Semarang city, Indonesia. J Civil Eng Forum. 2018;4(3):189-200.

Sabrang RA, Wardoyo W. Alternative study of type and location of flood control infrastructure in the drainage system, Avfour Kelor channel, Tuban regency. AIP Conf Proc. 2017;1855(1):1-8.

Suprayogi S, Rifai, Latifah R. HEC-HMS Model for urban flood analysis in Belik River, Yogyakarta, Indonesia. ASEAN J Sci Technol Dev. 2021;38(1):15-20.

Ignatius S, Soeryantono H, Anggraheni E, Sutjiningsih D. Analysis of flood inundation in North Sunter on the North Sunter Polder system performance. IOP Conf Ser Mater Sci Eng. 2019;669(1):1-11.

Hadi MP, Syamsiyyah NJL, Annisa L. Unit hydrograph method for curve number validation in hydrological modeling: case study of Welaran Watershed, Karangsambung, Kebumen. IOP Conf Ser Earth Environ Sci. 2020;451(1):1-13.

Pradipta AG, Nurhady S. The representative synthetic unit hydrograph in Juana watershed. IOP Conf Ser Earth Environ Sci. 2019;355(1):1-10.

Wijaya RC, Lasminto U. Modeling bengawan Solo River to predict the area inundation of flood. ARPN J Eng Appl Sci. 2016;11(24):14415-30.

Giardini P, Sutjiningsih D, Anggraheni E, Murniningsih S. Sensitivity analysis of arc-hydro on the watershed responses in urban and rural area. IOP Conf Ser Earth Environ Sci. 2020;599(1):1-6.

Hanan N, Sutjiningsih D, Anggraheni E. Effectivity analysis of the application of TIA (total impervious area) and EIA (effective impevious area) in a micro scale watershed (case study on Sugutamu sub-watershed). IOP Conf Ser Earth Environ Sci. 2020;426(1):1-9.

Munajad R, Suprayogi S. Kajian hujan-aliran menggunakan model hec-hms di sub daerah aliran sungai wuryantoro wonogiri, jawa tengah. J Bumi Indones. 2015;4(1):150-7. (In Indonesia)

Harlan D, Hadihardaja IK, Kuntoro AA, Enung, Faturachman D. Derivation of the critical rainfall level needed for an early flood warning in the Upper Citarum river basin Indonesia. Int J GEOMATE. 2018;14(43):167-74.

Murdiani KM, Sangkawati S, Sadono KW. Pemodelan keruntuhan bendungan menggunakan HEC-RAS 2D studi kasus bendungan gondang, kabupaten karanganyar. Rekayasa. 2020;13(2):205-11. (In Indonesia)

Taruna DA, Adityawan MB, Nugroho JA, Farid M, Kuntoro AA, Widyaningtias. Study of the relation between hydraulic jump and the flood water level in the river on the downstream of a spillway. MATEC Web Conf. 2019;270:1-6.

Rizal NS, Salim N, Farukah K. Determination of correction value curve number (CN) on watershed with shape oval using HEC HMS models. Proc Int Conf Green Technol. 2017;8(1):222-30.

Wijaya OT, Yudianto D, Guan Y. Analisis sistem cluster sebagai upaya pengendalian limpasan permukaan pada kawasan industri. Seminar Nasional Teknik Sumber Daya Air; 2015 Sep 12; Bandung, Indonesia. Bandung: Jurusan Teknik Sipil ITENAS. p. 123-31. (In Indonesia)

Al Dianty M, Arbaningrum R, Putuhena FJ. The linkage of effect climate change for determining design flood of Tenggang River. Geogr Tech. 2020;11:3-12.

Nugroho H, Suharyanto, Ariyanto T, Arnadi R. Analysis of flood vulnerability using GIS method (case study: Beringin Watershed, West Semarang). IOP Conf Ser Earth Environ Sci. 2019;328:1-8.

Wasono A, Sari YK, Atmodjo PS, Sangkawati S. Tabel 1. Perencanaan Perbaikan Sungai pedes Ruas P14-P40, brebes. J Karya Tek Sipil. 2017;6(1):393-401. (In Indonesia)

Sarminingsih A, Samudro G. Performance evaluation of Jatibarang reservoir due to land use changing. IOP Conf Ser Earth Environ Sci. 2020;448:1-7.

Syarifuddin M, Oishi S, Legono D, Hapsari RI, Iguchi M. Integrating X-MP radar data to estimate rainfall induced debris flow in the Merapi volcanic area. Adv Water Resour. 2017;110:249-62.

Choirul D, Kusuma RF, Wahyuni SE, Darsono S. Pengendalian Banjir Das Dolok-Penggaron Pada Sungai Babon. J Karya Tek Sipil. 2015;4(4):242-9. (In Indonesia)

Rudiawan I, Anwar S. Analisis hidrologi bendungan ciniru kabupaten kuningan. Jurnal Konstruksi. 2017;6(6):585-92. (In Indonesia)

Kusdaryanto S, Baskor DPT, Tarigan SD. Study of reservoir effect on hydrological response of Pesanggrahan watershed using HEC-HMS model. J Tanah Lingk. 2010;12(2):11-7. (In Indonesia)

Handayani YL, Jayadi R, Trihatmodjo B. The optimization of land use and the application of engineering treatment in flood) J People Environ. 2005;12(2):53-61. (In Indonesia)

Dasanto BD, Risyanto. Evaluasi dampak perubahan penggunaan lahan terhadap volume limpasan studi kasus: das ciliwung hulu, jawa barat. J Agromet Indones. 2006;20(2):1-13. (In Indonesia)

Indriastuti D. Analysis of runoff due to the change in land use at the watershed of Upstream Ciliwung. J Civil Eng Forum. 2016;2(1):131-8.

Anggraheni E, Sutjiningsih D, Widyoko J, Hidayah B. Potential impact of sub-urban development on the surface runoff estimations (a case study at Upper Ciliwung watershed). IOP Conf Ser Earth Environ Sci. 2019;301:1-6.

Tarigan SD. Modeling effectiveness of management practices for flood mitigation using GIS spatial analysis functions in Upper Cilliwung watershed. IOP Conf Ser Earth Environ Sci. 2016;31:1-10.

Robo S, Pawitan H, Tarigan SD, Dasanto BD. Projection of changes in land-use and impacts on the peak flow and discharge volume of the Upper Ciliwung watershed. IOP Conf Ser Earth Environ Sci. 2019;325:1-13.

Putiamini S, Kusratmoko E, Syamsudin F. Pemodelan kejadian banjir daerah aliran sungai ciliwung hulu dengan menggunakan data radar. J Geogr Lingkung Trop. 2017;1(1):1-13. (In Indonesia)

Nurdiyanto, Limantara LM, Suhartanto E. Analisis hujan dan tata guna lahan terhadap limpasan permukaan di sub das pekalen kabupaten probolinggo. J Tek Pengair. 2016;7(1):83-94. (In Indonesia)

Supriyono S. Assessment of structural and non-structural flood control in Gunting River, Jombang regency, east java province. J Civil Eng Forum. 2019;5:65.

Su HT, Cheung SH, Lo EYM. Multi-objective optimal design for flood risk management with resilience objectives. Stoch Environ Res Risk Assess. 2018;32:1147-62.

Rospriandana N, Fujii M. Assessment of small hydropower potential in the Ciwidey subwatershed, Indonesia: a GIS and hydrological modeling approach. Hydrol Res Lett. 2017;11(1):6-11.

Marko K, Zulkarnain F. Pemodelan debit banjir sehubungan dengan prediksi perubahan tutupan lahan di daerah aliran Ci Leungsi Hulu menggunakan HEC-HMS. J Geogr Lingkung Trop. 2018;2(1):26-37. (In Indonesia)

Sarminingsih A, Rezagama A, Ridwan. Simulation of Rainfall-runoff process using HEC-HMS model for Garang Watershed, Semarang, Indonesia. J Phys Conf Ser. 2018;1217(1):1-9.

Nilda N, Adnyana I, Merit I. Analisis perubahan penggunaan lahan dan dampaknya terhadap hasil air di das cisadane hulu. ECOTROPHIC: J Ilmu Lingkung. 2015;9(1):35-45. (In Indonesia)

Sutanto SJ, Ginting S. Use of proposed reservoirs to reduce flood in Semarang city. International Seminar on Climate Change Impacts on Water Resources and Coastal Management in Developing Countries; 2009 May 11-13; Menado, Indonesia. p. 1-10.

Emam AR, Mishra BK, Kumar P, Masago Y, Fukushi K. Impact assessment of climate and land-use changes on flooding behavior in the Upper Ciliwung River, Jakarta, Indonesia. Water. 2016;8(12):1-10.

Cahyono C, Susetyo D, Herawati H, Juliastuti. Evaluasi kinerja tampungan waduk selorejo menggunakan perangkat lunak HEC-HMS. J Saintis. 2021;21(1):11-20. (In Indonesia)

Cahyono C, Juliastuti. Study of modeling method selection in flood discharge calibration using HEC-HMS software. IOP Conf Ser Earth Environ Sci. 2021;794:1-10.

Mujibadi JK, Lasminto U. Prediksi hidrograf aliran daerah aliran sungai rejoso kabupaten pasuruan akibat perubahan tata guna lahan dan curah hujan. J Aplikasi Tek Sipil. 2020;18(2):207-14. (In Indonesia)

Delani OM, Dasanto BD. Perbandingan hidrograf banjir menggunakan beberapa metode perhitungan curah hujan efektif (studi kasus: das cisadane hulu). J Sumber Daya Air. 2016;12(2):187-98. (In Indonesia)

Fitriana VA, Suripin, Sriyana I. Kajian ulang desain hidrologis cofferdam hulu bendungan karian terhadap perubahan cuaca di das ciberang. Siklus J Tek Sipil. 2021;7(1):31-42. (In Indonesia)

Pratama MI, Rohmat FIW, Farid M, Adityawan MB, Kuntoro AA, Moe IR. Flood hydrograph simulation to estimate peak discharge in Ciliwung river basin. IOP Conf Ser Earth Environ Sci. 2021;708:1-9.

Idfi G, Rahayuningsih T, Suryoputro N. Diversion canal to decrease flooding at Kemuning river, Sampang district. IOP Conf Ser Mater Sci Eng. 2020;930:1-7.

Muqaddas Z, Kusuma Z, Asmaranto R, Yanuwiadi B. Pengendalian banjir dengan konsep model desa spons berbasis ecodrains (studi kasus: das kamoning kabupaten sampang). J Tek Pengair. 2021;12(1):38-48. (In Indonesia)

Muqaddas Z, Kusuma Z, Asmaranto R, Yanuwiadi B. Reducing runoff with the vegetation addition model every village to prevent flood (case study in kamoning sampang watershed, Indonesia). Int J Humanit Relig Soc Sci. 2020;4(2):10-20.

Farid M, Saputra D, Maitsa TR, Kesuma TNA, Kuntoro AA, Chrysanti A. Relationship between extreme rainfall and design flood-discharge of the Ciliwung river. IOP Conf Ser Earth Environ Sci. 2021;708:1-7.

Sachro SS, Edhisono S, Prasetyo W, Kurniawan V. Model land cover index-peak discharge in management of river basin. Int J GEOMATE. 2017;13(40):93-100.

Kadri T, Sinukaban N, Pawitan H, Tarigan SD. Analisis penanggulangan banjir kota bekasi dengan pengelolaan das. Forum Pascasarjana. 2011;34(1):1-11. (In Indonesia)

Kadri T. Flood defense in Bekasi City, Indonesia. WIT Trans Ecol Environ. 2008;118:133-8.

Anggraheni E, Sutjiningsih D, Widyoko J. Rainfall-runoff modelling calibration on the watershed with minimum stream gage network data. Int J Eng Technol. 2018;7(3.29):121-4.

Lindra LD, Wardhani E, Apriyanti L. Pengaruh perubahan tata guna lahan terhadap inflow banjir di bendungan jatigede. Berk Ilm Tek Keair. 2007;13:155-70. (In Indonesia)

Mishra BK, Rafiei Emam A, Masago Y, Kumar P, Regmi RK, Fukushi K. Assessment of future flood inundations under climate and land use change scenarios in the Ciliwung River Basin, Jakarta. J Flood Risk Manag. 2018;11(S2):S1105-15.

Sari P. Performance of retarding basin in flood disaster risk mitigation in Welang River, East Java Province, Indonesia. J Civil Eng Forum. 2018;4(2):109-20.

Pratama BH, Hadiani RRR, Setiono S. Analisis banjir tahunan kota surakarta menggunakan watershed modelling system (wms). Matriks Tek Sipil. 2019;7(3):294-305. (In Indonesia)

Fauzia H, Cahyaningsih E, Hariyanto HN, Nugraha SB. Distribution of flood risk area in Bodri watershed of Kendal regency. Sriwijaya J Environ. 2021;6(2):59-69.

Tisnasuci ID, Sukmono A, Hadi F. Analisis pengaruh perubahan tutupan lahan daerah aliran sungai bodri terhadap debit puncak menggunakan metode soil conservation service (scs). J Geod Undip. 2021;10(1):105-14. (In Indonesia)

Pawestri MT, Sujono J, Istiarto I. Flood hazard mapping of Bogowonto River in Purworejo Regency, Central Java Province. J Civil Eng Forum. 2017;2(3):243-54.

Idfi G, Yulistyorini A, Suryoputro N. The comparative study of peak discharge at Ngotok watershed by using the method of SCS, Snyder and Nakayasu for flood control needs. IOP Conf Ser Mater Sci Eng. 2020;930:1-8.

Sarminingsih A, Siwi Handayani D, Sutrisno E, Zaman B. Evaluation the water availability in the Dengkeng River Due to Landuse and Climate Changes. E3S Web Conf. 2018;73:1-5.

Ulinnuha I, Prasetyo Y, Sabri L. Analisis spasial aliran lahar menggunakan hec-hms dan hec-ras pada kali gendol-opak kawasan gunung merapi. J Geod Undip. 2020;9(1):20-8. (In Indonesia)

Alhakim EE. Perbandingan hidrograf satuan sub-das cisadane untuk analisis banjir tapak rdnk serpong. J Pengemb Energi Nukl. 2019;21(2):97-104. (In Indonesia)

Nugroho AA. Study on the performance of wonogiri reservoir as flood control structure. J Civil Eng Forum. 2015;1(3):85-92.

Kartikasari ANI, Halik G, Wiyono RUA. Assessment of land use change in Bedadung Jember watershed using landsat-8 satellite imagery. IOP Conf Ser Earth Environ Sci. 2020;485:1-10.

Sadili A, Ramadan A, Asniar N. Studi analisis curve number dari satuan peta tanah Indonesia terhadap debit banjir bendung pataruman. J Ilm Tek Sipil. 2021;1(2):20-32. (In Indonesia)

Listyarini D, Hidayat Y, Tjahjono B. Flood mitigation of upper citarum base on HEC-HMS model. J Soil Sci Environ. 2018;20(1):40-8.

Siregar RI. Land cover change impact on urban flood modeling (case study: upper Citarum watershed). IOP Conf Ser Earth Environ Sci. 2018;126(1):1-9.

Siregar RI, Indrawan I. Studi komparasi pemodelan 1-d (satu dimensi) dan 2-d (dua dimensi) dalam memodelkan banjir das citarum hulu. J Educ Build. 2017;3(2):31-8. (In Indonesia)

Siregar RI, Indrawan I. Studi komparasi pemodelan hidrologi dan pemodelan hidrolika dalam memprediksi banjir. Konferensi Nasional Teknik Sipil. 2017;10:1-8. (In Indonesia)

Ramadan ANA, Adidarma WK, Riyanto BA, Windianita K. Determination of hydrologic soil group for the calculation of floods at upper brantas watershed. J Sumber Daya Air. 2018;13(2):69-82. (In Indonesia)

Ferdiansyah A, Yuningsih SM, Ginanjar MR, Akrom IF. Potensi debit aliran lokal waduk saguling menggunakan model hujan limpasan. J Sumber Daya Air. 2020;16(1):35-50. (In Indonesia)

Widayati RM, Lasminto U. Numerical rainfall-runoff model of Cimanuk Watershed before and after the operation of Jatigede Reservoir. IOP Conf Ser Mater Sci Eng. 2020;930:1-10.

Fadhilla IN, Lasminto U. Pemodelan hujan-debit das kali madiun menggunakan model HEC-HMS. J Aplikasi Tek Sipil. 2021;19(3):361-7. (In Indonesia)

Sanutri US, Suharnoto Y, Sapei A, Suhendi C. Hydrological analysis of kadumalik reservoir design to fulfill water demands of the plan in the Cilutung IA (irrigation area). 6th International Conference on Computing, Engineering, and Design (ICCED); 2020 Oct 15-16; Sukabumi, Indonesia. New York: IEEE; 2020. p. 1-6.

Erwanto Z, Baried dan B. Study of optimizing the use of land in managing tambong watershed at banyuwangi regency based on synthetic unit hydrograph US SCS. Jurnal Logic. 2014;14:22-7. (In Indonesia)

Wijaya RC. Hydrological modelling of Bengawan Solo River for predicting the hydrology condition in watershed conservation efforts. The 1st International Conference on Green Development; 2016 Oct 25-26; Jambi, Indonesia. p. 190-215.

Assgaf EA, Trianto EF, Darsono S, Nugroho H. Perencanaan perbaikan sungai tirto grobogan jawa tengah. J Karya Tek Sipil. 2017;7(1):99-108. (In Indonesia)

Erdinata L, Pradipta AG, Ngadisih N, Setyawan C, Sartika FD. Impact of agricultural land-use change to the surface run-off: a case study of Cereng catchment area, Kulon Progo Regency, Special Region of Yogyakarta. IOP Conf Ser Earth Environ Sci. 2021;686:1-10.

Rohman A, Comber A, Mitchell G. Evaluation of natural flood management using curve number in the Ciliwung Basin, West Java. Methodology. 2019;78:1-4.

Natakusumah DK, Hatmoko W, Harlan D. Prosedur umum perhitungan hidrograf satuan sintetis dengan cara ITB dan beberapa contoh penerapannya. J Tek Sipil. 2011;18(3):251-91. (In Indonesia)

Sharaswati D, Soeryantono H, Anggraheni E, Sutjiningsih D. Performance of SCS unit hydrograph and kinematic wave methods application on rural and urbanized watershed. IOP Conf Ser Mater Sci Eng. 2019;669:1-8.

Harmadianto CBT, Suwarman R, Riawan E, Nugraha P, Simanjuntak YSM. Study of regional regulation on ‘Kawasan Bandung Utara’ impact on flood discharges from the perspective of spatial variations of extreme precipitation in Bandung basin. IOP Conf Ser Earth Environ Sci. 2020;592(1):1-13.

Cahyono C, Adidarma WK. Influence analysis of peak rate factor in the flood events’ calibration process using HEC-HMS. Model Earth Syst Environ. 2019;5:1705-22.

Adidarma WK. Technique to determine inflow design flood for dams with limited data. J Tek Hidraul. 2013;4(2):105-16. (In Indonesia)

Rakhmawati AL, Armono HD. Socio-economic analysis of creating coastal reservoir in welang coastal area, pasuruan: comparison with on-land reservoir. IOP Conf Ser Earth Environ Sci. 2021;799(1):1-13.

Rizki LL. Analisis hidrologi dan hidraulika pada bangunan pelimpah (studi kasus: bangunan pelimpah bendungan tugu). Rekonstruksi Tadulako Civil Eng J Res Dev. 2021;2(2):79-86. (In Indonesia)

Harimurti SW. Retention pond and pump station as an alternative to flood management in Bengawan Jero irrigation area. IOP Conf Ser Mater Sci Eng. 2020;858:1-7.

Ikhwanudin, Wahyudi SI, Soedarsono. Methods for handling rob floods in the banger river basin in Semarang city. J Phys Conf Ser. 2020;1625(1):1-7.

Lestari FM, Darsono S, Wulandari DA. Pemodelan dry dam dengan hec-hms di daerah aliran sungai Bringin. BRILIANT: Jurnal Riset dan Konseptual. 2020;5(3):602-11. (In Indonesia)

Manullang S, Prasetyo Y, Bashit N. Analisis spasial terhadap tingkat kerawanan banjir kawasan sungai bringin menggunakan metode kombinasi lidar dan sig. J Geod Undip. 2019;8(1):218-27. (In Indonesia)

Pratiwi V, Yakti BP, Rizaldi A, Moe IR, Koesrindartono DP. Flood control study using 1D/2D numerical model in Cipabuaran Channel, Sabi River Watershed, Tangerang City. IOP Conf Ser Mater Sci Eng. 2019;662(4):1-10.

Idfi G, Wahyono ID, Yulistyorini A, Khomsiati NL. The comparative study of flood modelling with the unsteady and the steady flow on Ngotok river. IOP Conf Ser Mater Sci Eng. 2019;669(1):1-7.

Wahjudijanto I, Sholichin I. Study of water pump optimization in Wonorejo Rungkut river flow areas to overcome flood. Proceedings of 2018 International Conference on Science and Technology (ICST 2018); 2018 Oct 18-19; Bali, Indonesia. p. 28-32.

Suseno D, Suripin S, Hary B, Risdiana CA, Ratih P, Fhanda S, et al. Benefits of embungs in the Rawa Pening catchment area for reducing tuntang river flood discharge. E3S Web Conf. 2018;73:1-5.

Fauzia F, Suprapto M, Suyanto S. Upaya peningkatan potensi energi secara teknik pada air terjun jublek. Matriks Tek Sipil. 2017;5(2):455-63. (In Indonesia)

Adiningrum C, Hadihardaja IK. Reliability analysis for determining performance of barrage based on gates operation. IOP Conf Ser Earth Environ Sci. 2017;70(1):1-8.

Kafi AA, Heriyanto Y, Darsono S, Kurniani D. Perencanaan sistem drainase pada pengembangan ahmad yani semarang. J Karya Tek Sipil. 2017;7(1):39-49. (In Indonesia)

Auzan AN, Faqih M, Atmodjo PS, Sangkawati S. Perencanaan drainase kawasan pagarsih kota bandung. J Karya Tek Sipil. 2017;6(4):280-9. (In Indonesia)

Wibowo AK, Widodo CT, Darsono S, Budieny H. Perencanaan waduk desel guna penanggulangan banjir pada sungai beringin, semarang. J Karya Tek Sipil. 2017;6(4):226-35. (In Indonesia)

Kanza R, Ahmada A, Darsono S, Atmojo PS. Pengendalian banjir sungai wulan, demak, jawa tengah. J Karya Tek Sipil. 2017;6(4):300-8. (In Indonesia)

Wahyuningtyas A, Pahlevari JE, Darsono S, Budieny H. Pengendalian banjir sungai bringin semarang. J Karya Tek Sipil. 2017;6(3):161-71. (In Indonesia)

Syarifuddin M, Oishi S, Hapsari RI, Ito Y, Legono D. Short-term rainfall forecasting for lahar early warning system in Merapi, Indonesia. Proceedings of the 37th IAHR World Congress; 2017 Aug 13-18; Kuala Lumpur, Malaysia. p. 985-94.

Irwandi, Yudianto D, Wijaya OT. Studi perbandingan distribusi hujan rencana sistem drainase kawasan pesona square. Seminar Nasional Teknik Sumber Daya Air; 2016 Sep 17; Bandung, Indonesia. Bandung: Jurusan Teknik Sipil ITENAS. p. 248-57. (In Indonesia)

Septentia AK. Perencanaan drainase sub das kali balong, sub das kali kandangan, dan sub das kali sememi [thesis]. Surabaya: Institut Teknologi Sepuluh Nopember (ITS); 2016. (In Indonesia)

Fadli DM. Evaluasi penanggulangan banjir saluran primer gunungsari das rayon 5 tandes bagian hulu. J Tek ITS. 2015;4(1):1-6. (In Indonesia)

Putra HE, Putro DA, Hadi TW, Riawan E, Junnaedhi IDG, Rojali A, et al. High resolution flood hazard mapping using two-dimensional hydrodynamic model ANUGA: case study of Jakarta, Indonesia. The 18th International Conference on Flood Recovery, Innovation and Response; 2016 Oct 24-25; Paris, France. p. 1-7.

Daksiya V, Su HT, Lo EYM, Cheung SH. Analyzing uncertain rainfall in flood mitigation using MCDA. Symp Reliab Eng Syst. 2015;2015:295-304.

Permana MS, Moe IR. Development of early warning system situ gintung at flood period. Infoteknik. 2014;15(2):149-58. (In Indonesia)

Rimawan R, Prasetyo A. Analisis kelayakan bendung cipasauran sebagai sumber air baku bagi pt krakatau tirta Industri. J Tek Hidraul. 2013;4(2):129-42. (In Indonesia)

Lasminto U, Sofia F. Study on potential catchment of sampean river upper watershed as flood control and source of water supply. J Purifikasi. 2009;10:9-18.

Gunawan A. Study of the performance of sinthetic unit hydrograph methods for calculating flood design for particular basin in Java Island. Din Rekayasa. 2007;3:1-7.

Kefi M, Mishra BK, Yoshifumi M, Fukushi K. Analysis of flood damage and influencing factors in urban catchments: case studies in Manila, Philippines, and Jakarta, Indonesia. Nat Hazards. 2020;104(3):2461-87.

Larasari A, Sitorus J, Asad MBW, Firmana A. Technical potential and economic feasibility of hydropower on merangin dam public private partnership project. J Sumber Daya Air. 2021;17(2):95-110.

Alia F, Iryani SY, Ramadhanti N. Analisis kapasitas kolam retensi untuk pengendalian banjir di das buah kota palembang. Cantilever: Jurnal Penelitian Dan Kajian Bidang Teknik Sipil. 2021;9(2):97-107. (In Indonesia)

Aulia W, Triweko RW, Riyanto BA, Adidarma WK, Yudianto D. Analysis of mukakuning and duriangkang reservoir’s capacity to fulfill the raw water demand of Batam city. J Sumber Daya Air. 2020;16(2):119-29. (In Indonesia)

Ariska GA, Handayani YL, Sujatmoko B. Analisis hidrologi model soil moisture accounting menggunakan program HEC-HMS (studi kasus: das rokan awlr pasir pangaraian). J Saintis. 2020;20(1):11-8. (In Indonesia)

Willy, Riyanto BA, Yudianto D, Wicaksono A. Application of TRMM data to the analysis of water availability and flood discharge in Duriangkang Dam. J Civil Eng Forum. 2020;6(1):79-88.

Pramana F, Saggaff A, Hadinata F. An analysis of a design flood discharge in the developmental planning of the lematang weir. Int J Sci Technol Res. 2020;9(3):5867-75.

Ulfah M, Kusumastuti DI, Winarno DJ. Analisis metode routing terhadap hidrograf banjir Sungai Way Sekampung di Way Kunyir menggunakan HEC-HMS. J Tek Sipil. 2020;15(4):251-62. (In Indonesia)

Milianto B, Saggaff A, Hadinata F. Dependable flow analysis in Lematang weir. Int J Sci Technol Res. 2020;9(4):1626-30.

Al Amin MB, Toyfur MF, Fransiska W, Marlina A. Delineasi das dan elemen model hidrologi menggunakan HEC-HMS versi 4.4. Cantilever: J Penelit dan Kaji Bid Tek Sipil. 2020;9(1):33-8. (In Indonesia)

Gunawan G. Hydrological modelling of air Bengkulu river watershed in Indonesia using SUH and HEC-HMS models. IOP Conf Series Mater Sci Eng. 2021;1173(1):1-8.

Allen RV, Rusnam, Arlius F, Herdianto DR. Analisis perubahan penggunaan lahan daerah aliran sungai (das) air dingin dan dampaknya terhadap aliran permukaan. J Tek Pertan Lampung. 2019;8(3):198-207. (In Indonesia)

Alia F, Al Amin MB, Aditya BB, Indriyati C. Evaluating the technical feasibility of retention basins for flood control in Palembang city. Sci Technol Indones. 2019;4(2):40-51.

Har R, Aprisal, Taifur WD, Putra THA. The effect of land uses to change on infiltration capacity and surface runoff at latung sub watershed, Padang City Indonesia. E3S Web Conf. 2021;331:1-7.

Putranto DD, Sarino, Yuono AL, Juliana CI, Hamim SA. Integration of surface water management in urban and regional spatial planning. Int J GEOMATE. 2018;14(45):28-34.

Dalrino, Sadtim, Hartati, Agus I. Analisis kapasitas penampang sungai batang mahat terhadap besaran debit banjir menggunakan pendekatan model matematik. J Ilmu Rekayasa Sipil. 2018;15(2):53-63. (In Indonesia)

Indrawan I, Siregar RI. Analysis of flood vulnerability in urban area; a case study in deli watershed. J Phys Conf Ser. 2018;978(1):1-6.

Permatasari YD, Handayani YL, Sutikno S. Kalibrasi satu dan dua parameter pada debit banjir di sub-das rokan menggunakan program HEC-HMS. Jurnal Online Mahasiswa Fakultas Teknik Universitas Riau. 2016;3(2):1-12. (In Indonesia)

Prayudi M, Handayani YL, Sujatmoko B. Analisis sensitivitas parameter kalibrasi dalam HEC-HMS. Jurnal Online Mahasiswa Fakultas Teknik Universitas Riau. 2017;4(1):1-11. (In Indonesia)

Firdaus, Sujatmoko B, Sutikno S. Analisis pengaruh perubahan penggunaan lahan terhadap debit banjir di sub das kampar kiri. Jurnal Online Mahasiswa Fakultas Teknik Universitas Riau. 2015;2(1):1-12. (In Indonesia)

Syahputra I. Kajian hidrologi dan analisa kapasitas tampang sungai krueng langsa berbasis hec-hms dan hec-ras. J Tek Sipil Unaya. 2015;1(1):15-28. (In Indonesia)

Rukmi NI, Hamidy R, Mubarak. Pengaruh luas tebangan hutan tanaman akasia terhadap karakteristik hidrograf banjir. J Ilmu Lingkung. 2013;7(1):68-94. (In Indonesia)

Wicaksono A, Yudianto D. The evaluation of retention pond capacity under a series of rainfall occurence and land development. The 4th International Seminar on Water Related Disaster Solution (HATHI); 2013 Sep 6-8; Yogyakarta, Indonesia. p. 419-27.

Ophiyandri T, Istijono B, Gromiko A, Hidayat B, Junaidi, Nulrajabmil. Study of retention and infiltration wells as a result of resettlement of the Batang Kuranji upper watershed. IOP Conf Ser Mater Sci Eng. 2021;1041(1):1-10.

Wahono EP, WahonoEP, Wijaya RC, Kusumastuti DI. Pemodelan hujan-debit aliran menggunakan program HEC-HMS 4.5 di subdas argoguroh-margatiga. JRSDD. 2021;9(4):795-808. (In Indonesia)

Gunawan G. Flood modelling of air Bengkulu watershed, Indonesia, using SUH and HEC-HMS. IOP Conf Ser Earth Environ Sci. 2021;871(1):1-7.

Syofyan ER, Istijono B, Saidi A, Herdianto R. Model hidrologi terdistribusi untuk analisis debit terserap pada sumur resapan, lubang biopori dan kolam retensi. Jurnal Ilmiah Poli Rekayasa. 2020;15(2):20-30. (In Indonesia)

Lumbangaol PH, Simanjuntak S. Menentukan produksi energi (kWh) pada perencanaan pembangkit listrik tenaga mikro hidro (plmth) sungai aek silang di kabupaten humbang hasundutan. J Visi Eksakta. 2020;1(1):99-122. (In Indonesia)

Topah RF, Sumarauw JSF, Hendratta LA. Analisis kapasitas penampang sungai pompang desa tambelang kabupaten minahasa selatan terhadap berbagai kala ulang banjir. Tekno. 2020;18(74):1-9. (In Indonesia)

Ramadhan F, Amelia Y, Herdianto R, Syofyan ER. Analisis pengendalian puncak banjir menggunakan kolam retensi di DAS batang air dingin kota padang. Jurnal Ilmiah Poli Rekayasa. 2020;16(1):1-10. (In Indonesia)

Salim S. Mapping the potential energy of micro-hydroelectric power in Limboto watershed. IOP Conf Ser Mater Sci Eng. 2021;1098:1-6.

Suadnya DP, Sumarauw JSF, Mananoma T. Analisis debit banjir dan tinggi muka air banjir sungai sario di titik kawasan citraland. J Sipil Statik. 2020;5(3):143-50. (In Indonesia)

Rante NR, Sumarauw JSF, Wuisan EM. Analisis debit banjir anak sungai tikala pada titik tinjauan kelurahan banjer link. V kecamatan tikala dengan menggunakan hec-hms dan HEC-RAS. Tekno. 2016;14(65):19-28. (In Indonesia)

Salim S, Abdussamad S. River flow modeling for hydro Electric power plant in Taludaa-Gorontalo watershed. Gorontalo: Universitas Negeri Gorontalo; 2016.

Zulaeha S, Nur Faridah S, Achmad M, Mubarak H. Prediksi debit aliran sub-dasbantimurung menggunakan model HEC-HMS. J Agritechno. 2020;13(1):71-6. (In Indonesia)

Gaghana MISIS, Binilang A, Hendratta LA. Analisis kapasitas penampang sungai di kelurahan tona 1 kabupaten sangihe. J Sipil Statik. 2019;7(4):449-62. (In Indonesia)

Makahinsade I, Mananoma T, Sumarauw JSF. Analisis debit banjir dan tinggi muka air sungai maen kecil di desa maen kabupaten minahasa utara. J Sipil Statik. 2020;8(3):337-44. (In Indonesia)

Lumentut VY, Sumarauw JSF, Mananoma T. Analisis kapasitas penampang dan tinggi muka air sungai malino terhadap berbagai kala ulang banjir. J Sipil Statik. 2019;7(6):595-604. (In Indonesia)

Tumober RR, Binilang A, Tangkudung H. Analisis tinggi muka air dan debit banjir sungai nimanga di desa lelema kabupaten minahasa selatan. Tekno. 2018;16(69):17-23. (In Indonesia)

Sutapa IW, Ishak MG, Andiese VW, Fauzan A. Influence of basin volume and land use of lake lindu on the Rawa river discharge. Int J Civil Eng Technol. 2018;9(7):278-88.

Nanda AM, Nugroho EP, Santosa B. Kajian karakteristik das (studi kasus das tempe sungai bila kota makassar). G-Smart. 2017;1(1):15-22. (In Indonesia)

Sidik A. The impacts of pelosika and ameroro dams in the flood control performance of Konaweeha River. J Civil Eng Forum. 2016;2(3):101-8.

Pasa K, Achmad M, Faridah SN. Hydrograph debit banjir rencana pada daerah aliran sungai (das) tallo makassar dengan model hidrologi HEC-HMS. J Agritechno. 2017;10(2):152-66. (In Indonesia)

Kadaryanti RM, Dewanti AN, Ghozali A. Analysis of the effect of land use on flood height in Balikpapan city (case study: Posindo sub-basin). IOP Conf Ser Mater Sci Eng. 2021;1087:1-9.

Sukmara RB, Wu RS. Utilization of mosque as a part of early warning systems to reduce flood damage in Samarinda city, Indonesia. International Conference on Water resources and Coastal Engineering (ICWRCE); 2019 Apr 25-26; Da Nang, Vietnam. p. 20-7.

Putri TA, Baiquni A, Cahyono M. Penerapan sistem peringatan dini sungai kelay untuk pengamanan resiko banjir pada pit blok-7 tambang Binungan-PT berau coal. Prosiding Temu Profesi Tahunan PERHAPI. 2019;1:715-22. (In Indonesia)

Nandiasa JE. Analisis pengendalian banjir kota bontang kalimantan timur. Rekayasa Sipil. 2020;9(1):1-5. (In Indonesia)

Sukmara RB, Wu RS, Ariyaningsih. Analysis of flood discharge reduction in Karang Mumus River, Samarinda city, Indonesia. 2017 Environmental Resources Sustainable Development Seminar; 2017 Dec 14; Taiwan. p. 1-13.

Zulfakar. Model guna lahan untuk pengendalian banjir di perkotaan (studi kasus kota samarinda, kalimantan timur) land use model for urban flood control (case study in Samarinda, East Kalimantan). J Purifikasi. 2012;13(2):46-57. (In Indonesia)

Hartanto N, Putro Tejo Baskoro D, Darma Tarigan S. Run off analysis for land use optimation on separi watershed using HEC-HMS model. J Tanah Indones. 2011;2(2):20-7. (In Indonesia)

Putriasri AE, Hermawan Y, Jaya I, Kosasih B. Utilization of mathematic and Lidar modeling technology in Wai Ruhu Ambon flood risk management. J Ilm Desain Konstr. 2020;19(2):114-25. (In Indonesia)

Yakti BP, Adityawan MB, Hadihardaja IK, Suryadi Y, Nugroho JA, Kuntoro AA. Analysis of flood propagation and its impact on negeri lima village due to the failure of way Ela Dam. MATEC Web Conf. 2019;270(4):1-6.

Styawan AP, Rahardjo AP, Sujono J. Warning time analysis of Nasiri river flash flood due to several possible natural dam break events. J Civil Eng Forum. 2018;4(1):1-12.

Hidayatulloh IS, Rahardjo AP, Kironoto BA. Hydrology and hydraulic analysis of Nasiri flash flood disaster event on the 1st August 2012. J Civil Eng Forum. 2018;4(1):41-50.

Pariartha IPGS, Arimbawa IKD, Yekti MI. Analisis debit rencana tukad unda bagian hilir menggunakan HEC-HMS. J Tek Pengair. 2021;12(2):116-26. (In Indonesia)

Bunganaen W, Frans JH, Seran YA, Legono D, Krisnayanti DS. Rainfall-runoff simulation using HEC-HMS model in the Benanain Watershed, Timor Island. J Civil Eng Forum. 2021;7(3):359-68.

Nggarang YEP, Pattiraja AH, Henong SB. Analisa perbandingan penentuan debit rencana menggunakan metode nakayasu dan simulasi aplikasi Hec-Hms di das lowo rea. J Tek Sipil. 2020;1(1):23-33. (In Indonesia)

Rau MI, Pribadi GAD. Technical and economic assessment study of constructed wetlands in stormwater management of coal mining. Annual Seminar of the Indonesian Society of Sanitary and Environment Engineers (IATPI); 2016. p. 1-8. (In Indonesia)

Heinz I, Pulido-Velazquez M, Lund JR, Andreu J. Hydro-economic modeling in river basin management: implications and applications for the European water framework directive. Water Resour Manage. 2007;21(7):1103-25.

Ismail Z, Go YI. Fog-to-water for water scarcity in climate‐change hazards hotspots: pilot study in Southeast Asia. Glob Challenges. 2021;5(5):1-18.

Tarigan SD. Land cover change and its impact on flooding frequency of Batanghari watershed, Jambi province, Indonesia. Procedia Environ Sci. 2016;33:386-92.

Merten J, Stiegler C, Hennings N, Purnama E, Röll A, Agusta H, et al. Flooding and land use change in Jambi Province, Sumatra: Integrating local knowledge and scientific inquiry. Ecol Soc. 2020;25(3):1-29.

Wegscheider S, Purwanto J, Margono BA, Nugroho S, Budiharto B, Buchholz G, et al. Current achievements to reduce deforestation in Kalimantan. Indones J Geogr. 2019;50(2):109-20.

Adijaya M, Yamashita T. Mercury pollutant in Kapuas river basin: current status and strategic approaches. Annu Disaster Prev Res Inst. 2004;47:635-40.

Tarigan Z, Rozak A, Edward. Heavy metals content Pb, Cd, Cu, Zn and Ni in sea water and sediment in Membramo estuary and its relationship with fishery cultivation. MAKARA Sci Ser. 2010;7(3):119-27.

Sheil D, Boissière M, van Heist M, Rachman I, Basuki I, Wan M, et al . The floodplain forests of the Mamberamo basin, Papua, Indonesia (western New Guinea): vegetation, soils, and local use. Forests. 2021;12(12):1-26.

General BPDAS and social forestry directorate. Guidelines for identifying the characteristics of watersheds. Jakarta: Ministry of Forestry; 2013. (In Indonesia)

Wallace CW, Flanagan DC, Engel BA. Evaluating the effects of watershed size on SWAT calibration. Water. 2018;10(7):1-27.

Rouholahnejad E, Abbaspour KC, Vejdani M, Srinivasan R, Schulin R, Lehmann A. A parallelization framework for calibration of hydrological models. Environ Model Softw. 2012;31:28-36.

Farajzadeh S, Khaleghi MR. Evaluation of the efficiency of the rainfall simulator to achieve a regional model of erosion (case study: Toroq watershed in the east north of Iran). Acta Geophys. 2020;68(5):1477-88.

Pambudi AS. Watershed management in Indonesia: a regulation, institution, and policy review. Indones J Dev Plan. 2019; 3(2):185-202.

Khaleghi MR, Varvani J. Simulation of relationship between river discharge and sediment yield in the semi-arid river watersheds. Acta Geophys. 2018;66(1):109-19.

Refsgaard JC, Abbott MB. The role of distributed hydrological modelling in water resources management. In: Abbott MB, Refsgaard JC, editors. Distributed hydrological modelling. Dordrecht: Springer; 1996. p. 1-6.

Halwatura D, Najim MMM. Application of the HEC-HMS model for runoff simulation in a tropical catchment. Environ Model Softw. 2013;46:155-62.

Fulazzaky MA. Challenges of integrated water resources management in Indonesia. Water. 2014;6(7):2000-20.

Gholami V, Khaleghi MR. A simulation of the rainfall-runoff process using artificial neural network and HEC-HMS model in forest lands. J For Sci. 2021;67(4):165-74.

Pechlivanidis IG, Jackson BM, Mcintyre NR, Wheater HS. Catchment scale hydrological modelling: a review of model types, calibration approaches and uncertainty analysis methods in the context of recent developments in technology and applications. Glob Nest J. 2011;13(3):193-214.

Hashemyan F, Khaleghi MR, Kamyar M. Combination of HEC-HMS and HEC-RAS models in GIS in order to simulate flood (case study: Khoshke Rudan river in Fars province, Iran). ResJ Recent Sci. 2015;4(8):122-7.

Nazirah A, Wan Mohd Sabki WO, Zulkarnian H, Afizah A. Simulation of runoff using HEC-HMS for ungauged catchment. AIP Conf Proc. 2021;2347:1-8.

Fulazzaky MA, Akil H. Development of data and information centre system to improve water resources management in Indonesia. Water Resour Manage. 2009;23(6):1055-66.

Caruso R, Petrarca I, Ricciuti R. Climate change, rice crops, and violence: evidence from Indonesia. J Peace Res. 2016;53(1):66-83.

Rizal A, Anna Z. Climate change and its possible food security implications toward Indonesian marine and fisheries. World News Nat Sci. 2019;22:119-28.

Anitasari RF. Agrarian law : perspective of Indonesian agricultural policies. S East Asia J Contemp Bus Econ Law. 2019;20(4):1-4.