COMPARISON OF AUTOMATIC CALIBRATION TECHNIQUES FOR SIMULATING STREAMFLOW IN TROPICAL CATCHMENT
DOI:
https://doi.org/10.11113/mjce.v27.15964Keywords:
Rainfall-runoff modeling, optimization techniques, SIMHYD model, tropical catchmentAbstract
Efficacy of hydrological model strongly depends on model calibration. A number of methods has been developed and employed for optimization of hydrological model so that model can replicate the observed streamflow accurately. A study has been carried out in this paper to find the best parameter optimization method for the calibration of a daily rainfall-runoff model for streamflow simulation of a tropical catchment. For the purpose, seven well known parameter optimization methods namely, Uniform Random Search, Pattern Search, Multi Start Pattern Search, Rosenbrock Method, Multi Start Rosenbrock Search, Genetic Algorithm and Suffled Complex Evaluation are used for the calibration of a conceptual hydrological model known as SIMHYD. Performance of the methods is evaluated by using Nash-Sutcliff coefficient and correlation coefficient. The result indicates that evolutionary algorithm based optimization techniques can optimize the model parameters more accurately for precise calibration of model and reliable prediction of daily streamflow in a tropical catchment.References
Barzani, G., Jumaat, H. A., Mohd Ekhwan, H. T., Sahibin, A.R., Hafizan, H. J. (2007) Coastal
Flood Phenomenon in Terengganu, Malaysia: Special Reference to Dungun Research.
Journal of Environmental Sciences 1(3) 102- 109.
Bennett, J. C., Ling, F. L. N., Post, D. A., Grose, M. R., Corney, S. P., Graham, B., Bindoff, N. L.
(2012). High-resolution projections of surface water availability for Tasmania, Australia.
Hydrology and Earth System Sciences, 16(5), 1287-1303.
Cheng, C. T., Wu, X. Y. & Chau, K. W. (2005) Multiple criteria rainfall-runoff model
calibration using a parallel genetic algorithm in a cluster of computers. Hydrological
Sciences Journal 50, 1069–1087.
Chia, C., W. (2004) Buletin Ingenieur Managing Flood Problems in Malaysia 22 38-43.ISSN
-4347
Chiew, F.H.S. and McMahon TA (2002) Modelling the impacts of climate change on Australian
streamflow. Hydrological Processes 16, 1235–1245.
Chiew, F.H.S and Siriwardena L (2005) Estimation of SIMHYD parameter values for application
ungauged catchments. Congress on Modelling and Simulation (MODSIM 2005), Melbourne,
December 2005, pp. 2883–2889.
Chiew, F.H.S, Peel, M.C. and Western AW (2002) Application and testing of the simple rainfallrunoff
model SIMHYD. In: Mathematical Models of Small Watershed Hydrology and Applications (Editors: VP Singh and DK Frevert), Water Resources Publication, Littleton,
Colorado, pp. 335–367.
Chiew, F. H. S., Kirono, D. G. C., Kent, D. M., Frost, A. J., Charles, S. P., Timbal, B., . . . Fu, G.
(2010). Comparison of runoff modelled using rainfall from different downscaling methods
for historical and future climates. Journal of Hydrology, 387(1-2), 10-23.
DID 2004 LAPORAN Banjir 2003- 2004. Unit Hidrologi Jabatan Pengairan dan Saliran Negeri
Terengganu.
DID 2009 LAPORAN Banjir 2008- 2009. Unit Hidrologi Jabatan Pengairan dan Saliran Negeri
Terengganu.
Duan, Q. Y., Sorooshian, S. & Gupta, V. K. (1992) Effective and efficient global optimization
for conceptual rainfall– runoff models. Water Resour. Res. 28(4), 1015–1031.
Duan, Q. Y., Sorooshian, S. & Gupta, V. K. (1994) Optimal use of the SCE–UA global
optimization method for calibrating watershed models. J. Hydrol. 158, 265–284.
Franchini, M., Galeati, G., (1997) Comparing several genetic algorithm schemes for the
calibration of conceptual rainfall-runoff models. Hydrological Sciences Journal 42(3): 357-
Fu, G., Charles, S. P., Chiew, F. H. S., Teng, J., Zheng, H., Frost, A. J., . . . Kirshner, S. (2013).
Modelling runoff with statistically downscaled daily site, gridded and catchment rainfall
series. Journal of Hydrology, 492, 254-265.
Goldberg, D. E. (1989) Genetic Algorithms in Search, Optimization, and Machine Learning.
Addison-Wesley, Boston, USA.
Hafiz, I., Nor, N.D.M., Sidek, L.M., BAsri, F.K., Hanapi , M.N., Livia, L. (2013) Application
of Integrated Flood Analysis System (IFAS) for Dungun River Basin. 4th International
Conference on Energy and Environment 2013 (ICEE 2013), IOP Conf. Series: Earth and
Environmental Science 16 (2013) 012128.
Hargreaves, G.H., and Z.A. Samani. (1985). Reference crop evapotranspiration from temperature.
Applied Engrg. in Agric. 1:96-99.
Holland, J. H. (1975) Adaptation in Natural and Artificial Systems. The University of Michigan
Press, Ann Arbor, USA. Journal of Sustainability Science and Management 3(1)1-10.
Kamal, A. R., & Massah Bavani, A. R. (2012). Comparison of future uncertainty of AOGCMTAR
and AOGCM-AR4 models in the projection of runoff basin. Journal of the Earth and
Space Physics, 38(3), 175-188.
Li, F., Zhang, Y., Xu, Z., Liu, C., Zhou, Y., & Liu, W. (2014). Runoff predictions in ungauged
catchments in southeast tibetan plateau. Journal of Hydrology, 511, 28-38.
Liang, K., Liu, C., Liu, X., & Song, X. (2013). Impacts of climate variability and human activity
on streamflow decrease in a sediment concentrated region in the middle yellow river.
Stochastic Environmental Research and Risk Assessment, 27(7), 1741-1749.
Liong, S. Y., Phoon, K. K., Pasha, M. F. K. & Doan, C. D. (2005) Efficient implementation of
inverse approach for forecasting hydrological time series using micro GA. Journal of
Hydroinformatics 7, 151–163.
Mishra, B. K., Takara, K., Yamashiki, Y., & Tachikawa, Y. (2009). Hydrologic simulation-aided
regional flood frequency analysis of nepalese river basins. Journal of Flood Risk
Management, 2(4), 243-253.
Norhayati, M. T., Suhaimi, S., Noor Azhar, M. S., Marinah, M. A., Mohd Shafaril, M. A., Nik
Faris, Malik, N .I .A, Wan Nor Hasmozan W S (2008 ). Behaviour of Water Quality
Parameters During EBB Tide in Dungun River Estuary, Terengganu.
Peel MC, Chiew, FHS, Western AW and McMahon TA (2000) Extension of unimpaired monthly
streamflow data and regionalisation of parameter values to estimate streamflow in ungauged
catchments. National Land and WaterResourcesAudit.
Potter, N. J., & Chiew, F. H. S. (2011). An investigation into changes in climate characteristics
causing the recent very low runoff in the southern murray-darling basin using rainfall-runoff
models. Water Resources Research, 47(10).
Rosenbrock, H. H. (1960) An automatic method for finding the greatest or least value of a
function. Comput. J. 7, 175–184.
Sorooshian, S. & Gupta, V. K. (1995) Model calibration. In: Computer Models of Watershed
Hydrology. Water Resources Publications, Highlands Ranch, Colorado, 23–68.
Vaze, J., Davidson, A., Teng, J., & Podger, G. (2011). Impact of climate change on water
availability in the macquarie- castlereagh river basin in Australia. Hydrological Processes,
(16), 2597-2612.
Wang, Q. J. (1991) The genetic algorithm and its application to calibrating conceptual rainfallrunoff
models. Water Resources Research 27, 2467–2471.
Xu D-M, Wang W-C, Chau K-W, Cheng C-T, Chen S-H (2013) Comparison of three global
optimization algorithms for calibration of the Xinanjiang model parameters. Journal of
Hydroinformatics 15(1): 174-193.
Zhan, C., Niu, C., Song, X., & Xu, C. (2013). The impacts of climate variability and human
activities on streamflow in bai river basin, northern china. Hydrology Research, 44(5), 875-