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Parameter Optimization of Long and Short Term Runoff Models Using Genetic Algorithm

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Abstract

In this study, parameters of long and short term runoff model were optimized using genetic algorithm as a basic research for integrated water management in a watershed. In case of Korea where drought and flood occurr frequently, the integrated water management is necessary to minimize possible damage of drought and flood. Modified TANK model was optimized as a long term runoff model and storage-function model was optimized as a short term runoff model. Besides distinguished parameters were applied to modified TANK model for supplementing defect that the model estimates less runoff in the storm period. As a result of application, simulated long and short term runoff results showed 7% and 5% improvement compared with before optimized on the average. In case of modified TANK model using distinguished parameters, the simulated runoff after optimized showed more interrelationship than before optimized. Therefore, modified TANK model can be applied for the long term water balance as an integrated water management in a watershed. In case of storage-function model, simulated runoff in the storm period showed high interrelationship with observed one. These optimized models can be applied for the runoff analysis of watershed.

참고문헌 (11)

  1. "Parameter Optimization of Long and Short Term Runoff Models Using Genetic Algorithm", pp.163~ (2004), Annual Conference the Korean Society of Agricultural Engineers
  2. "Water Management Program for Water Management Automation System with Open Architecture", 43(5), pp.83~92 (2001), Journal of the Korean Society of Agricultural Engineers
  3. "Parameter Calibrations of a Daily Rainfall-Runoff Model Using Global Optimization Methods", 35(5), pp.541~552 (2002)
  4. "Adaptation in Natural and Artificial Systems University of Michigan Press", pp.183~ (1975)
  5. "A Study on Parameters Estimation of Storage Function Model Using the Genetic Algorithms", 30(4), pp.347~355 (1997)
  6. "Using genetic algorithms to optimize model parameters", 12(1), pp.27~34 (1997)
  7. "Simulating Daily Inflow and Release Rates for Irrigation Reservoirs Journal of the Korea Society of Agricultural Engineers", pp.95~104 (1988)
  8. "Estimation of Tank Model Parameters using Global Optimization Method", pp.152~157 (2002), Annual Conference Korea Water Resource Association
  9. "Ministry of Construction & Transportation" (2002), IHP
  10. "Ministry of Construction & Transportation" (2003), IHP
  11. "Automatic Calibratin of Storage-functin Rainfall-Runoff Model Using an Optimization Technique Korean Society of Civil Engineers", pp.127~137 (1992)

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