Journal of Ocean Engineering and Science最新文献

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New solitary waves and exact solutions for the fifth-order nonlinear wave equation using two integration techniques 用两种积分技术求解五阶非线性波动方程的新孤立波和精确解
IF 7.1 1区 工程技术
Journal of Ocean Engineering and Science Pub Date : 2023-10-01 DOI: 10.1016/j.joes.2022.02.012
Ahmed H. Arnous , Mohammad Mirzazadeh , Lanre Akinyemi , Arzu Akbulut
{"title":"New solitary waves and exact solutions for the fifth-order nonlinear wave equation using two integration techniques","authors":"Ahmed H. Arnous ,&nbsp;Mohammad Mirzazadeh ,&nbsp;Lanre Akinyemi ,&nbsp;Arzu Akbulut","doi":"10.1016/j.joes.2022.02.012","DOIUrl":"10.1016/j.joes.2022.02.012","url":null,"abstract":"<div><p>In this paper, we discussed the enhanced Kudryashov’s and general projective Riccati equations techniques for obtaining exact solutions to the fifth-order nonlinear water wave (FONLWWE) equation. Using the enhanced Kudryashov’s method, we were able to achieve solitary wave and singular soliton solutions. Solitary-shock hybrid wave, singular soliton, and periodic wave solutions were discovered when we employed the general projective Riccati equations approach. We can say the given methods are effective and powerful for obtaining exact solutions. Our findings in this paper are critical for explaining a wide range of scientific and oceanographic applications involving ocean gravity waves and other related phenomena.</p></div>","PeriodicalId":48514,"journal":{"name":"Journal of Ocean Engineering and Science","volume":"8 5","pages":"Pages 475-480"},"PeriodicalIF":7.1,"publicationDate":"2023-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"47717106","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 12
Prediction of residual tensile strength of glass fiber reinforced polymer bars in harsh alkaline concrete environment using fuzzy metaheuristic models 用模糊元启发式模型预测玻璃纤维增强聚合物棒在恶劣碱性混凝土环境中的残余抗拉强度
IF 7.1 1区 工程技术
Journal of Ocean Engineering and Science Pub Date : 2023-10-01 DOI: 10.1016/j.joes.2022.03.011
Mudassir Iqbal , Khalid Elbaz , Daxu Zhang , Lili Hu , Fazal E. Jalal
{"title":"Prediction of residual tensile strength of glass fiber reinforced polymer bars in harsh alkaline concrete environment using fuzzy metaheuristic models","authors":"Mudassir Iqbal ,&nbsp;Khalid Elbaz ,&nbsp;Daxu Zhang ,&nbsp;Lili Hu ,&nbsp;Fazal E. Jalal","doi":"10.1016/j.joes.2022.03.011","DOIUrl":"10.1016/j.joes.2022.03.011","url":null,"abstract":"<div><p>The long-term durability of glass fiber reinforced polymer (GFRP) bars in harsh alkaline environments is of great importance in engineering, which is reflected by the environmental reduction factor in various structural codes. The calculation of this factor requires robust models to predict the residual tensile strength of GFRP bars. Therefore, three robust metaheuristic algorithms, namely particle swarm optimization (PSO), genetic algorithm (GA), and support vector machine (SVM), were deployed in this study for achieving the best hyperparameters in the adaptive neuro-fuzzy inference system (ANFIS) in order to obtain more accurate prediction model. Various optimized models were developed to predict the tensile strength retention (TSR) of degraded GFRP rebars in typical alkaline environments (e.g., seawater sea sand concrete (SWSSC) environment in this study). The study also proposed more reliable model to predict the TSR of GFRP bars exposed to alkaline environmental conditions under accelerating laboratory aging. A total number of 715 experimental laboratory samples were collected in a form of extensive database to be trained. K-fold cross-validation was used to assess the reliability of the developed models by dividing the dataset into five equal folds. In order to analyze the efficiency of the metaheuristic algorithms, multiple statistical tests were performed. It was concluded that the ANFIS-SVM-based model is robust and accurate in predicting the TSR of conditioned GFRP bars. In the meantime, the ANFIS-PSO model also yielded reasonable results concerning the prediction of the tensile strength of GFRP bars in alkaline concrete environment. The sensitivity analysis revealed GFRP bar size, volume fraction of fibers, and pH of solution were the most influential parameters of TSR.</p></div>","PeriodicalId":48514,"journal":{"name":"Journal of Ocean Engineering and Science","volume":"8 5","pages":"Pages 546-558"},"PeriodicalIF":7.1,"publicationDate":"2023-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"48369029","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 6
Numerical treatment of temporal-fractional porous medium model occurring in fractured media 裂隙介质中时间分数多孔介质模型的数值处理
IF 7.1 1区 工程技术
Journal of Ocean Engineering and Science Pub Date : 2023-10-01 DOI: 10.1016/j.joes.2022.02.016
R. Meher , J. Kesarwani , Z. Avazzadeh , O. Nikan
{"title":"Numerical treatment of temporal-fractional porous medium model occurring in fractured media","authors":"R. Meher ,&nbsp;J. Kesarwani ,&nbsp;Z. Avazzadeh ,&nbsp;O. Nikan","doi":"10.1016/j.joes.2022.02.016","DOIUrl":"10.1016/j.joes.2022.02.016","url":null,"abstract":"<div><p>This paper proposes a temporal-fractional porous medium model (T-FPMM) for describing the co-current and counter-current imbibition, which arises in a water-wet fractured porous media. The correlation between the co-current and counter-current imbibition for the fractures and porous matrix are examined to determine the saturation and recovery rate of the reservoir. For different fractional orders in both porous matrix and fractured porous media, the homotopy analysis technique and its stability analysis are used to explore the parametric behavior of the saturation and recovery rates. Finally, the effects of wettability and inclination on the recovery rate and saturation are studied for distinct fractional values.</p></div>","PeriodicalId":48514,"journal":{"name":"Journal of Ocean Engineering and Science","volume":"8 5","pages":"Pages 481-499"},"PeriodicalIF":7.1,"publicationDate":"2023-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"43563651","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 3
Application of polynomial chaos expansion in sensitivity analysis of towed cable parameters of the underwater towing system 多项式混沌展开在水下拖曳系统拖曳索参数敏感性分析中的应用
IF 13 1区 工程技术
Journal of Ocean Engineering and Science Pub Date : 2023-09-09 DOI: 10.1016/j.joes.2023.09.001
Shunzhao Cheng, Jun Wang, Jian Wang, Xiaofeng Liang, Hong Yi
{"title":"Application of polynomial chaos expansion in sensitivity analysis of towed cable parameters of the underwater towing system","authors":"Shunzhao Cheng,&nbsp;Jun Wang,&nbsp;Jian Wang,&nbsp;Xiaofeng Liang,&nbsp;Hong Yi","doi":"10.1016/j.joes.2023.09.001","DOIUrl":"10.1016/j.joes.2023.09.001","url":null,"abstract":"<div><div>The key to achieving the optimal design of towed cables, maintaining numerical simulation accuracy, and achieving precise control of the towed body lies in sensitivity analysis. However, the traditional global sensitivity analysis method presents challenges such as high calculation costs and low accuracy. To address these issues, this paper introduces polynomial chaos expansion (PCE) to quantitatively analyze the impact of uncertainties in physical and environmental parameters on the position and attitude of the towed cable. Latin hypercube sampling is employed to obtain sample sets of input parameters, and these samples are applied to the lumped mass method to calculate the end position coordinates of the towed cable, which serves as the output response. PCE is utilized to quantitatively compute the Sobol global sensitivity index of the towed cable parameters. The accuracy of the PCE model is verified, and the optimal degree of basis functions is selected using the bias-variance trade-off. The advantages of PCE are demonstrated by comparing it with the Monte Carlo and Morris methods. The results indicate that PCE accurately calculates the global sensitivity index of towed cable parameters even with a limited sample size. Under the condition of a fixed cable length, the position and attitude of the towed cable are sensitive to the current rate, liquid density, cable diameter, normal drag coefficient, and specific gravity. The feasibility and efficiency of PCE applied to the sensitivity analysis of towed cable parameters is verified, and recommendations for the engineering application of towed cables are summarized.</div></div>","PeriodicalId":48514,"journal":{"name":"Journal of Ocean Engineering and Science","volume":"10 4","pages":"Pages 367-385"},"PeriodicalIF":13.0,"publicationDate":"2023-09-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135200205","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Numerical simulations of 2-DOF vortex-induced vibration of a circular cylinder in two and three dimensions: A comparison study 圆柱二自由度涡激振动的二维和三维数值模拟:比较研究
IF 13 1区 工程技术
Journal of Ocean Engineering and Science Pub Date : 2023-09-04 DOI: 10.1016/j.joes.2023.08.006
Xuepeng Fu , Shixiao Fu , Zhaolong Han , Zhibo Niu , Mengmeng Zhang , Bing Zhao
{"title":"Numerical simulations of 2-DOF vortex-induced vibration of a circular cylinder in two and three dimensions: A comparison study","authors":"Xuepeng Fu ,&nbsp;Shixiao Fu ,&nbsp;Zhaolong Han ,&nbsp;Zhibo Niu ,&nbsp;Mengmeng Zhang ,&nbsp;Bing Zhao","doi":"10.1016/j.joes.2023.08.006","DOIUrl":"10.1016/j.joes.2023.08.006","url":null,"abstract":"<div><div>Finding a reliable and efficient numerical method is of great importance for the safety design of a offshore riser whose model can be simplified as vortex-induced vibration (VIV) of an elastically-mounted circular cylinder. In the current study, two-degree-of-freedom (2-DOF) VIV responses of a circular cylinder with a small mass ratio <span><math><mrow><msup><mi>m</mi><mo>*</mo></msup><mo>=</mo><mn>2.6</mn></mrow></math></span> and small mass damping parameter <span><math><mrow><mo>(</mo><msup><mi>m</mi><mo>*</mo></msup><mo>+</mo><mn>1</mn><mo>)</mo><mi>ζ</mi><mo>=</mo><mn>0.013</mn></mrow></math></span> is numerically investigated by two- and three-dimensional method. The simulations by using the URANS (Unsteady Reynolds Averaged Navier-Stokes) in combination with the SST (Shear Stress Transport) <span><math><mrow><mi>k</mi><mo>−</mo><mi>ω</mi></mrow></math></span> turbulence model are performed at subcritical Reynolds numbers (<span><math><mrow><mi>R</mi><mi>e</mi></mrow></math></span> ranges from <span><math><mrow><mn>1</mn><mo>×</mo><msup><mn>10</mn><mn>3</mn></msup></mrow></math></span> to <span><math><mrow><mn>1.5</mn><mo>×</mo><msup><mn>10</mn><mn>4</mn></msup></mrow></math></span>). From the overall results, both the 2D and 3D simulations can obtain relatively accurate statistical results including VIV response amplitudes and frequency values. The main differences between the 2D and 3D simulations lie on the three-dimensional effects that exist in the supper upper branch and the flow transition condition. However, the 2D numerical simulations can save hundreds of times of the computational resources compared with a 3D simulation, hence is more suitable for engineering VIV prediction under such conditions. The comparison of simulation and experimental results in this study provides research support for the selection of appropriate simulation methods (2D or 3D) for 2-DOF VIV of an offshore riser in research and engineering.</div></div>","PeriodicalId":48514,"journal":{"name":"Journal of Ocean Engineering and Science","volume":"10 4","pages":"Pages 395-410"},"PeriodicalIF":13.0,"publicationDate":"2023-09-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"45640874","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Cross-sectional mechanical characteristics and sensitivity analysis of unbonded flexible risers under axial loads 轴向载荷作用下无粘结柔性立管的截面力学特性及灵敏度分析
IF 13 1区 工程技术
Journal of Ocean Engineering and Science Pub Date : 2023-08-29 DOI: 10.1016/j.joes.2023.08.005
Xiansheng Zhang , Weiping Huang , Weilin Ma , Lei Su , Haoyu Tian , Yongchun Yang
{"title":"Cross-sectional mechanical characteristics and sensitivity analysis of unbonded flexible risers under axial loads","authors":"Xiansheng Zhang ,&nbsp;Weiping Huang ,&nbsp;Weilin Ma ,&nbsp;Lei Su ,&nbsp;Haoyu Tian ,&nbsp;Yongchun Yang","doi":"10.1016/j.joes.2023.08.005","DOIUrl":"10.1016/j.joes.2023.08.005","url":null,"abstract":"<div><div>Unbonded flexible risers exhibit complex structures. Different structural layers can withstand axial loads and exhibit different degrees of coupled deformation. Based on the different material properties and structural forms of each layer of an unbonded flexible riser, the structural layers are divided into three types: cylindrical, steel helical, and polymer helical layers. This study establishes a theoretical model of flexible risers under axial loads based on the law of conservation of energy and the geometry of deformation, and deduces theoretical expressions for the axial load and axial stiffness of flexible risers. MATLAB was used to compile calculation programs to calculate the cross-sectional mechanical properties of flexible risers under axial tensile and compressive loads and to compare the calculation results with the experimental results and the results of other researchers to verify the reliability of the theoretical derivation and calculation programs. By further calculating the cross-sectional force distribution of each structural layer of the flexible risers under axial tensile loads, it is clarified that the tensile armor layer is the main component that can withstand axial tensile loads. A sensitivity analysis of the helix angle and number of helical strips of the tensile armor layer on the tensile properties of flexible risers was conducted; the results show that the helix angle had a more obvious influence on the tensile properties of flexible risers. The results of this study can provide a reference for the structural design and optimization of flexible risers.</div></div>","PeriodicalId":48514,"journal":{"name":"Journal of Ocean Engineering and Science","volume":"10 4","pages":"Pages 549-560"},"PeriodicalIF":13.0,"publicationDate":"2023-08-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41636762","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A machine learning model for fast approximation of free-surface Green's function and its application 自由曲面格林函数快速逼近的机器学习模型及其应用
IF 13 1区 工程技术
Journal of Ocean Engineering and Science Pub Date : 2023-08-19 DOI: 10.1016/j.joes.2023.08.002
Ke Zhan, Renchuan Zhu, Dekang Xu
{"title":"A machine learning model for fast approximation of free-surface Green's function and its application","authors":"Ke Zhan,&nbsp;Renchuan Zhu,&nbsp;Dekang Xu","doi":"10.1016/j.joes.2023.08.002","DOIUrl":"10.1016/j.joes.2023.08.002","url":null,"abstract":"<div><div>In potential flow theory, the accurate and efficient calculation of free-surface Green's functions is essential for solving hydrodynamic issues. Given the impressive performance of machine learning methods in nonlinear function fitting, the present study utilizes an effective machine learning model called StripeGF for numerical approximation. In this model, equidistant horizontal datum lines are arranged in the computational domain away from the singularity, and Green's function and its derivatives on each line are fitted by a multi-layer perceptron (MLP) with a single input. Based on the first-order ordinary differential equation (ODE) that they satisfy, the fourth-order Runge-Kutta method is used to solve the Green's function and its derivatives between adjacent lines. In the domain nearing the singularity, a double-input MLP is applied. Use the Romberg quadrature to create a double-precision data set for training and validation, the numerical results demonstrate that StripeGF outperforms all 4 comparison methods in terms of efficiency and has accuracy of at least 4 digits in more than 99.9% of all zones. The boundary element program improved by StripeGF is verified in the hydrodynamic calculation of S175, showing good accuracy and reliability.</div></div>","PeriodicalId":48514,"journal":{"name":"Journal of Ocean Engineering and Science","volume":"10 4","pages":"Pages 521-534"},"PeriodicalIF":13.0,"publicationDate":"2023-08-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"42711552","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Numerical simulation of violent interactions between dam break flow and a floating box using a modified MPS method 用改进的MPS方法数值模拟溃坝流与浮箱的剧烈相互作用
IF 13 1区 工程技术
Journal of Ocean Engineering and Science Pub Date : 2023-08-19 DOI: 10.1016/j.joes.2023.08.003
Date Li , Huaixin Zhang , Guangfei Qin
{"title":"Numerical simulation of violent interactions between dam break flow and a floating box using a modified MPS method","authors":"Date Li ,&nbsp;Huaixin Zhang ,&nbsp;Guangfei Qin","doi":"10.1016/j.joes.2023.08.003","DOIUrl":"10.1016/j.joes.2023.08.003","url":null,"abstract":"<div><div>The Moving particle semi-implicit (MPS) method is a widely used approach to simulate the violent interactions between dam break flow and downstream structures. However, most of these simulations involved fixed downstream structures and rarely considered floating objects. In this study, a modified MPS method, named MPS-SP-MG-PS method, is proposed to simulate violent interactions between dam break flow and a floating box. The proposed method includes below modifications: (1) the MPS-SP scheme with a split-pressure Poisson equation; (2) a modified space potential particle (SPP) scheme; and (3) a mixed pressure gradient and a novel particle shifting (PS) technique. Two cases are simulated, one considers heave motion only, and another considers both heave and pitch. Slamming, wave-on-deck and severe motions are involved in the cases. In order to evaluate the effect of these modifications, several numerical models with different combinations of the modifications are tested as well. Numerical results demonstrate the enhancement on stability and accuracy by these modifications: the MPS-SP scheme ensures the stability of heave motion at the initial stage; the modified SPP scheme maintains reasonable distance between free surface particles; and the combination of the mixed pressure gradient and the novel PS technique shows its accuracy in estimating box motions. Furthermore, the numerical results from the MPS-SP-MG-PS method are well consistent with experimental and existing numerical results in terms of box motions, surface elevations, fluid profiles, and slamming pressure. This indicates that the MPS-SP-MG-PS method is suitable for simulating violent interactions between dam break flow and floating structures.</div></div>","PeriodicalId":48514,"journal":{"name":"Journal of Ocean Engineering and Science","volume":"10 4","pages":"Pages 535-548"},"PeriodicalIF":13.0,"publicationDate":"2023-08-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"42064172","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Prediction of seakeeping in the early stage of conventional monohull vessels design using artificial neural network 基于人工神经网络的常规单体船舶设计前期耐波性预测
IF 7.1 1区 工程技术
Journal of Ocean Engineering and Science Pub Date : 2023-08-01 DOI: 10.1016/j.joes.2022.06.033
P. Romero-Tello , J.E. Guti..rrez-Romero , B. Serv..n-Camas
{"title":"Prediction of seakeeping in the early stage of conventional monohull vessels design using artificial neural network","authors":"P. Romero-Tello ,&nbsp;J.E. Guti..rrez-Romero ,&nbsp;B. Serv..n-Camas","doi":"10.1016/j.joes.2022.06.033","DOIUrl":"10.1016/j.joes.2022.06.033","url":null,"abstract":"<div><p>Nowadays seakeeping is mostly analyzed by means of model testing or numerical models. Both require a significant amount of time and the exact hull geometry, and therefore seakeeping is not taken into account at the early stages of ship design. Hence the main objective of this work is the development of a seakeeping prediction tool to be used in the early stages of ship design.</p><p>This tool must be fast, accurate, and not require the exact hull shape. To this end, an artificial intelligence (AI) algorithm has been developed. This algorithm is based on Artificial Neural Networks (ANNs) and only requires a number of ship coefficients of form.</p><p>The methodology developed to obtain the predictive algorithm is presented as well as the database of ships used for training the ANN. The data were generated using a frequency domain seakeeping code based on the boundary element method (BEM). Also, the AI predictions are compared to the BEM results using both, ship hulls included and not included in the database.</p><p>As a result of this work it has been obtained an AI tool for seakeeping prediction of conventional monohull vessels</p></div>","PeriodicalId":48514,"journal":{"name":"Journal of Ocean Engineering and Science","volume":"8 4","pages":"Pages 344-366"},"PeriodicalIF":7.1,"publicationDate":"2023-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"48290990","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Impacts of climate change on seasonal extreme waves in the Northwest Atlantic using a Spatial Neural Gas clustering method 利用空间神经气体聚类方法研究气候变化对西北大西洋季节性极端海浪的影响
IF 7.1 1区 工程技术
Journal of Ocean Engineering and Science Pub Date : 2023-08-01 DOI: 10.1016/j.joes.2022.06.018
Hamid Goharnejad, Will Perrie, Bash Toulany, Mike Casey, Minghong Zhang
{"title":"Impacts of climate change on seasonal extreme waves in the Northwest Atlantic using a Spatial Neural Gas clustering method","authors":"Hamid Goharnejad,&nbsp;Will Perrie,&nbsp;Bash Toulany,&nbsp;Mike Casey,&nbsp;Minghong Zhang","doi":"10.1016/j.joes.2022.06.018","DOIUrl":"10.1016/j.joes.2022.06.018","url":null,"abstract":"<div><p>Having estimates of wave climate parameters and extreme values play important roles for a variety of different societal activities, such as coastal management, design of inshore and offshore structures, marine transport, coastal recreational activities, fisheries, etc. This study investigates the efficiency of a state-of-the-art spatial neutral gas clustering method in the classification of wind/wave data and the evaluation of extreme values of significant wave heights (Hs), mean wave direction (MWD) and mean wave periods (T0) for two 39-year time periods; from 1979 to 2017 for the present climate, and from 2060 to 2098, for a future climate change scenario in the Northwest Atlantic. These data were constructed by application of a numerical model, WAVEWATCHIII™ (hereafter, WW3), to simulate the wave climate for the study area for both present and future climates. Data from the model was extracted for the wave climate, in terms of the wave parameters, specifically Hs, MWD and T0, which were analyzed and compared for winter and summer seasons, for present and future climates. In order to estimate extreme values in the study area, a Natural Gas (hereafter, NG) clustering method was applied, separate clusters were identified, and corresponding centroid points were determined. To analyze data at each centroid point, time series of wave parameters were extracted, and using standard stochastic models, such as Gumbel, exponential and Weibull distribution functions, the extreme values for 50 and 100-year return periods were estimated. Thus, the impacts of climate change on wave regimes and extreme values can be specified.</p></div>","PeriodicalId":48514,"journal":{"name":"Journal of Ocean Engineering and Science","volume":"8 4","pages":"Pages 367-385"},"PeriodicalIF":7.1,"publicationDate":"2023-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"45610424","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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