한국해양대학교

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Proposal Technique of Parameter Range that made Optimal Performance in Coastal Modeling using Process-based Model

DC Field Value Language
dc.contributor.advisor 도기덕 -
dc.contributor.author 배현우 -
dc.date.accessioned 2024-01-03T17:28:43Z -
dc.date.available 2024-01-03T17:28:43Z -
dc.date.created 2023-03-03 -
dc.date.issued 2023 -
dc.identifier.uri http://repository.kmou.ac.kr/handle/2014.oak/13141 -
dc.identifier.uri http://kmou.dcollection.net/common/orgView/200000666012 -
dc.description.abstract The process-based XBeach model has many empirical parameters because of an inadequate understanding of sediment transport and hydrodynamics on the nearshore. Thus, it is essential to calibrate parameters for use in various studies, research, and wave conditions. Therefore, parameter calibration is necessary for improving prediction performance. Generally, trial-and-error is universally used. However, this method is passive and restricted to comprehensive and various parameter ranges. In this research, the GLUE (Generalized Likelihood Uncertainty Estimation) technique was used to estimate the optimal parameter range of 3 parameters gamma, facua, gamma2) using morphological observed data collected in Maengbang beach during the 4 typhoons from September to October 2019. The prediction performance and optimal parameter range were evaluated using BSS (Brier Skill Score) along with the sensitivity, baseline profiles, and likelihood density of the BSS value in the GLUE. Accordingly, the optimal combinations of parameters were derived when parameter facua was below 0.15 and simulated well the moving shape, from crescentic bars to alongshore uniform bars, in the surf zone of Maengbang after storm events. However, the accretion and erosion patterns nearby in the surf zone and coastline remain challenges in this numerical model. -
dc.description.tableofcontents 1. Introduction 1 2. XBeach model 4 2.1 Introduction 4 2.2 Model formula 4 2.2.1 Wave breaking 5 2.2.2 Sediment transport 6 3. Methodology 9 3.1 Subject of study 9 3.1.1 Study area 9 3.1.2 Wave data 10 3.1.3 Bathymetry data 14 3.2 Model setup 16 3.2.1 Numerical model set-up 16 3.2.2 Parameter calibration 17 3.2.3 Evaluation method of model performance 22 4. Results 25 4.1 Selection of initial range at the first attempt through GLUE 25 4.2 Proposal of optimal parameter range through precision range 30 4.3 2D numerical modeling result using the calibration parameter 34 5. Conclusion 38 Relevant Publication 40 References 41 Acknowledgements 46 -
dc.language eng -
dc.publisher 한국해양대학교 해양과학기술전문대학원 -
dc.rights 한국해양대학교 논문은 저작권에 의해 보호받습니다. -
dc.title Proposal Technique of Parameter Range that made Optimal Performance in Coastal Modeling using Process-based Model -
dc.type Dissertation -
dc.date.awarded 2023-02 -
dc.embargo.terms 2023-03-03 -
dc.contributor.alternativeName Bae, Hyun woo -
dc.contributor.department 해양과학기술전문대학원 해양과학기술융합학과 -
dc.contributor.affiliation 한국해양대학교 해양과학기술전문대학원 해양과학기술융합학과 -
dc.description.degree Master -
dc.identifier.bibliographicCitation 배현우. (2023). Proposal Technique of Parameter Range that made Optimal Performance in Coastal Modeling using Process-based Model. -
dc.subject.keyword XBeach -
dc.subject.keyword GLUE -
dc.subject.keyword quantization -
dc.subject.keyword Maengbang beach -
dc.subject.keyword uncertainty -
dc.subject.keyword parameter calibration -
dc.identifier.holdings 000000001979▲200000003272▲200000666012▲ -
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