Parameter Optimization of Rainfall-runoff Model GR4J using Particle Swarm Optimization on Planting Calendar
How to cite (IJASEIT) :
A. Yulianti, E. Sirnawati, and A. Ulpah, “Introduction Technology of Cropping Calendar-Information System (CC-IS) for Rice Farming as A Climate Change Adaptation in Indonesia,” International Journal on Advanced Science, Engineering and Information Technology, vol. 6, no. 1, pp. 92-96, 2016.
Afandi, M. Yunus, and Hasriyanty, “Intensitas Serangan Penggerek Batang Padi Putih (Scirpophaga Innotata) Walker (Lepidoptera : Pyralidae) dan Musuh Alami pada Dua Tempat dengan Ketinggian yang Berbeda,” e-J. Agrotekbis, vol. 6, no. 4, pp. 413-420, 2018.
EM. Pramasani, R. Soelistyono, “Dampak Perubahan Iklim Terhadap Perubahan Musim Tanam Padi (Oryza sativa L.) di Kabupaten Malang,” Plantropica Journal of Agricultural Science, vol. 3, no. 2, pp. 85-93, 2018.
E. Runtunuwu, S. Haris, R. Fadhlullah, P. Aris, S. Diah, S. Kharmila, A. Yayan, S. Erni, Haryono, and S. Prihasto, “Sistem Informasi Kalender Tanam Terpadu: Status Terkini dan Tantangan Kedepan,” Jurnal Sumberdaya Lahan, vol. 6, no. 2, 2012.
M. S. Imanudin, M.E. Armanto, and Bakri, “Determination Of Planting Time Of Watermelon Under A Shallow Groundwater Table In Tidal Lowland Agriculture Areas Of South Sumatra, Indonesia,” Irrigation And Drainage, vol. 68, pp. 488-495, May 2019.
N. Wakhid and H. Syahbuddin, “The Paddy Cropping Calendar Map In Tidal Swampland Field Of South Kalimantan,” Journal Of Applied Geospatial Information, vol 3, no. 1, Jan. 2019.
A. Azis, M. Isnaini, Y. Fahrimal, and M. A. Alhafidz, “Perancangan kampanye komunikasi kalender tanam (katam) dalam upaya adaptasi perubahan iklim,” Avant Garde, vol. 5, no 1, Jun. 2017.
C. Perrin, C. Michel, V. Andrí©assian, “Improvement of a parsimonious model for streamflow simulation,” Journal of Hydrology, vol. 279, pp. 275-289, Aug. 2013.
Edijatno, C. Michel, “Un Modele Pluie-Debit Journalier a Trois Parameters,” La Houille Blanche. no 2, pp. 113-121, Apr. 1989.
NO. Nascimento, “Appreciation a L’aide D’un Modele Emirique Des Effets D’action Anthropiques Sur La Relation Pluie-Debit a L’echelle Du Bassin Versant,” M. Eng. thesis, Ecole Nationale des Ponts et Chaussí©es, Paris, Prancis, Jul. 1995.
Edijatno, “GR3J: A Daily Watershed Model with Three Free Parameters,” Journal of Hydrology, vol. 4, pp. 263-277, Apr. 1999.
C. Gao, Z. He, S. Pan, W. Xuan, and YP. Xu, “Effects of climate change on peak runoff and flood levels in Qu River Basin, East China,” Journal of Hydro-environment Research, 2018.
D. P.Wright, M. Thyer, S. Westra, and D. McInerney, “A hybrid framework for quantifying the influence of data in hydrological model calibration,” Journal of Hydrology, vol. 561, pp. 211-222, Jun. 2018.
G. Tegegne, D. K. Park, and Y-O. Kim, “Comparison of hydrological models for the assessment of water resources in a data-scarce region, the Upper Blue Nile River Basin,” Journal of Hydrology: Regional Studies, vol. 14, pp. 49-66, Dec. 2017.
T. K. Chang, A. Talei, C. Quek, and V. R. N. Pauwels, “Rainfall-runoff modelling using a self-reliant fuzzy inference network with flexible structure,” Journal of Hydrology, vol. 564, pp. 1179-1193, Sep. 2018.
M. A. Faiz, D. Liu, Q. Fu, M. Li, F. Baig, A. A. Tahir, M. I. Khan, T. Li, and S. Cui, “Performance evaluation of hydrological models using ensemble of General Circulation Models in the northeastern China,” Journal of Hydrology, vol. 565, pp. 599-613, Oct. 2018.
H. Boumenni, A. Bachnou, and N. E. Alaa, “The rainfall-runoff model GR4J optimization of parameter by genetic algorithms and Gauss-Newton method: application for the watershed Ourika (High Atlas, Morocco),” Arabian Journal of Geosciences, vol. 10(15), Aug. 2017.
M.I. Solihin, L. F. Tack, and M. L. Kean, “Tuning of PID controller using Particle Swarm Optimization (PSO),” in Proc. of the International Conference on Advanced Science, Engineering, and Information Technology, 2011, p. 458-461.
M. Shatnawi, M. F. Nasrudin, and S. Sahran, “A New Initialization Technique in Polar Coordinates for Particle Swarm Optimization and Polar PSO,” International Journal on Advanced Science, Engineering and Information Technology, vol. 7, no. 1, pp. 242-249, 2017.
M. Paulitschke, T. Bocklisch, and M. Bí¶ttiger, “Comparison of particle swarm and genetic algorithm-based design algorithms for PV-hybrid systems with battery and hydrogen storage path,” Energy Procedia, vol. 135, pp. 452-463, Oct. 2017.
R. G. Allen, L. S. Pereira, D. Raes, and M. Smith, “Crop Evapotranspiration-Guidelines for Computing Crop Water Requirement,” FAO Irrigation & Drainage Paper, no. 56, Jan. 1998.
N. Hadisusanto, Aplikasi Hidrologi, Malang: Jogja Mediautama, 2011.
C. Perrin, “Towards an improvement of a lumped rainfall-runoff model through a comparative approach,” M. Eng. Thesis, Universití© Joseph Fourier, Grenoble, France, 2000.
L. Coron, C. Perrin, C. Michel, V. Andrí©assian, P. Brigode, O. Delaigue, N. Le Moine, T. Mathevet, S. Mouelhi, L. Oudin, R. Pushpalatha, G. Thirel, and A. Valí©ry, airGR: Suite of GR Hydrological Models for Precipitation-Runoff Modelling. R package version 1.0.5.12. IRSTEA, Antony, France. [Online]. Available: https:// irsteadoc.irstea.fr/ cemoa/PUB00052697. 2017.
L. Coron, G. Thirel, O. Delaigue, C. Perrin, and V. Andrí©assian, “The suite of lumped GR hydrological models in an R package,” Environmental Modelling & Software, vol. 94, pp. 166-171, Aug. 2017.
M. Isiet and M. Gadala, “Self-adapting control parameters in particle swarm optimization,” Applied Soft Computing, vol. 83, Oct. 2019.
A. Noordin, M. A. M. Basri, Z. Mohamed, and A. F. Z. Abidin, “Modelling and PSO Fine-tuned PID Control of Quadrotor UAV,” International Journal on Advanced Science, Engineering and Information Technology, vol. 7, no. 4, pp. 1367-1373, 2017.
H. Boumenni, A. Bachnou1, N. E. Alaa, “The rainfall-runoff model GR4J optimization of parameter by genetic algorithms and Gauss-Newton method: application for the watershed Ourika (High Atlas, Morocco),” Arab J Geosci, vol. 10, pp. 343, Jun. 2017.
I. M. Yassin, A. Zabidi, M. S. A. M. Ali, N. M. Tahir, H. Z. Abidin, and Z. I. Rizman, “Binary Particle Swarm Optimization Structure Selection of Nonlinear Autoregressive Moving Average with Exogenous Inputs (NARMAX) Model of a Flexible Robot ArmInternational,” Journal on Advanced Science, Engineering and Information Technology, vol. 6, no. 5, pp. 630-637, 2016.
J. Kennedy and R. C. Eberhart, “Particle Swarm Optimization,” in Proc. IEEE International Conference on Neural Networks, vol. 4, pp. 1942-1948, 1995.
M. J. Booij, “Impact of climate change on river flooding assessed with different spatial model resolutions,” Journal of Hydrology, vol. 303, pp. 176-198, Mar. 2005.
Sugiyono, Metode Penelitian Kuantitatif, Kualitatif dan R&D. Bandung, Indonesia: Alfabeta.CV, 2013.
E. R. Walpole, Pengantar Statistika, 3nd, Jakarta, Indonesia: PT Gramedia Pustaka Utama, 1995.
Authors who publish with this journal agree to the following terms:
- Authors retain copyright and grant the journal right of first publication with the work simultaneously licensed under a Creative Commons Attribution License that allows others to share the work with an acknowledgement of the work's authorship and initial publication in this journal.
- Authors are able to enter into separate, additional contractual arrangements for the non-exclusive distribution of the journal's published version of the work (e.g., post it to an institutional repository or publish it in a book), with an acknowledgement of its initial publication in this journal.
- Authors are permitted and encouraged to post their work online (e.g., in institutional repositories or on their website) prior to and during the submission process, as it can lead to productive exchanges, as well as earlier and greater citation of published work (See The Effect of Open Access).