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A Convolutional Neural Network Based Robust Automated Real-Time Image Detection System for Personal Protective Equipment 基于卷积神经网络的个人防护装备鲁棒自动实时图像检测系统
Pub Date : 2022-07-01 DOI: 10.47412/lxqc9076
Jordon Hayles, Kolapo S Alli, Latchman A. Haninph
Statistically, casualties in engineering workplaces often result from one of the following accidents: when people get stuck in the rotating machines, electric shocks or collision with heavy equipment. Most of these accidents can be prevented if the workers make proper use of personal protection equipment (PPE). This paper presents the design and implementation of a functional image detection system that takes a picture of an employee, analyses it, and determines the employee he is appropriately attired to enter a potentially hazardous workplace. This system can help to reduce the liability of company owners, by extension their costs, and can provide level of accident prevention. In this study, a convolutional neural network (CNN) was used to develop three sets of models, namely hard hat model, boot model, and vest model. These were used to detect the appearance of workers and determine if the PPE being worn was in compliance with the stipulated requirements for entry to a particularly hazardous workplace. To determine the performance of the system, each model was validated with two classes of image datasets: normal colour RGB (Red, Green and Blue) and grayscale image. The overall average accuracy of the system, in real-time implementation, then was calculated and determined to be 83.33%.
据统计,工程工作场所的伤亡通常由以下事故之一引起:人们被困在旋转的机器中,触电或与重型设备相撞。如果工人正确使用个人防护装备(PPE),大多数事故是可以预防的。本文介绍了一个功能图像检测系统的设计和实现,该系统可以拍摄员工的照片,对其进行分析,并确定员工是否穿着合适,是否可以进入有潜在危险的工作场所。该系统可以帮助减少公司所有者的责任,通过扩展他们的成本,并可以提供事故预防水平。在本研究中,使用卷积神经网络(CNN)建立了三组模型,即安全帽模型、靴子模型和背心模型。这些是用来检测工人的外表,并确定所穿的个人防护装备是否符合进入特别危险工作场所的规定要求。为了确定系统的性能,每个模型都用两类图像数据集进行验证:正常颜色RGB(红、绿、蓝)和灰度图像。在实时实施中,计算并确定了该系统的总体平均精度为83.33%。
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引用次数: 2
Integration of Computer Aided Design and Engineering (CAD/E) Principles for Development of a Face Shield Concept to Protect against the COVID-19 Virus 集成计算机辅助设计与工程(CAD/E)原理开发面罩概念以防止COVID-19病毒
Pub Date : 2022-07-01 DOI: 10.47412/iviu9414
Nasser Ramsawak, B. Chowdary
The COVID-19 pandemic has exponentially developed over the past two years into the most prominent crisis that humanity has encountered regarding the stark danger posed to the health and well-being of the everyday citizen. As such, a multitude of safety measures have both been mandated and heavily advised by the governments of the world in a desperate attempt to reduce infection and mortality rates. No method has been more strongly encouraged than the wearing of personal protective equipment (PPE) when coming into human contact, by virtue of the adornment of face masks and face shields. This paper investigates the integration of computer-aided design and engineering (CAD/E) principles for the development of a face shield concept to protect against the COVID-19 virus. The study was orchestrated through the use of the SolidWorks software in generating CAD concepts, employment of the SolidWorks Sustainability tool to evaluate the most viable concept’s lifecycle environmental effects, and the subsequent material redesign of this concept within the sustainability tool to reduce its adverse inflictions on nature. Due to the exceedingly high number of persons using face shields in today’s society to protect against this virus, waste levels upon disposal are equally immense. This paper is to describe the development of the CAD/E concept through the major avenues of sustainability and environmental conservation, and provides an opportunity for sanitation and engineering companies alike to explore a niche in this increasingly expanding market.
COVID-19大流行在过去两年中呈指数级发展,成为人类遇到的最突出的危机,对日常公民的健康和福祉构成了严重威胁。因此,世界各国政府都强制要求并大力建议采取多种安全措施,试图降低感染率和死亡率。在与人接触时佩戴个人防护装备(PPE),佩戴口罩和面罩,是最强烈鼓励的做法。本文探讨了计算机辅助设计和工程(CAD/E)原理的集成,以开发一种面罩概念,以防止COVID-19病毒。该研究是通过使用SolidWorks软件生成CAD概念,使用SolidWorks可持续性工具来评估最可行的概念的生命周期环境影响,以及随后在可持续性工具中对该概念进行材料重新设计以减少其对自然的不利影响来进行的。由于当今社会中使用面罩预防这种病毒的人数非常多,因此处理后的废物水平同样巨大。本文通过可持续发展和环境保护的主要途径描述了CAD/E概念的发展,并为卫生和工程公司提供了在这个日益扩大的市场中探索利基市场的机会。
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引用次数: 0
Rehydration Characteristics of Beetroot, Sweet Potato and Yam Slices Dried using the Refractance WindowTM Method 用折光窗tm法干燥甜菜根、甘薯和山药片的复水特性
Pub Date : 2022-07-01 DOI: 10.47412/djoa3244
A. A. Akinola, Ebikeseye T. Abeokuta
This study presents four models' suitability for the rehydration ratio and moisture content history data during the hydration process of beetroot, sweet potato, and yam. The models are the Akinola et al., the Exponential, the Peleg, and the Weibull models. Rehydration occurred at 27◦C for the dehydrated sample slices, which had original dimensions of 25 mm × 25 mm × 3.0 mm. During rehydration, the mass/moisture content history data was recorded for the samples. Regression analysis established that the Akinola et al. Model best fit the rehydration ratio/ mixture content changes vs time history data. The study results show a rapid increase in rehydration in the initial hour of the rehydration process. This increase gradually decreases to a contact equilibrium value. For the yam, sweet potato, and beetroot slices, the rehydration ratio values approached 2.1, 2.1 and 6.5, respectively. This study provides a better understanding of the beetroot, sweet potato, and yam slices' rehydration process. Also, knowledge of the rehydration characteristics of the agro-products will be valuable in the design, operation and optimisation of processing equipment and prediction of water absorption with time.
本研究提出了甜菜根、甘薯和山药水化过程中复水率和水分含量历史数据的四种模型的适用性。这些模型是Akinola等人,指数模型,Peleg模型和Weibull模型。脱水后的样品切片在27℃时再水化,原始尺寸为25mm × 25mm × 3.0 mm。在复水化过程中,记录样品的质量/水分含量历史数据。回归分析表明,Akinola等。模型最适合复水比/混合物含量变化与时间历史数据。研究结果表明,在补液过程的最初1小时内,补液量迅速增加。这种增加逐渐减小到接触平衡值。山药片、甘薯片和甜菜根片的复水比分别接近2.1、2.1和6.5。本研究为甜菜根、红薯和山药片的补水过程提供了更好的理解。此外,了解农产品的再水化特性将对加工设备的设计、操作和优化以及随时间的吸水率预测有价值。
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引用次数: 0
Optimisation of Maintenance Operations Involving Three Integrated Departments at a Local Oil Company in Trinidad 特立尼达当地一家石油公司涉及三个综合部门的维护操作优化
Pub Date : 2022-07-01 DOI: 10.47412/erix2203
S. Harrison, Jainarine Bansee, B. Chowdary
A simulation case study was conducted to assess the utility of predictive maintenance and database management for lean maintenance applications within a Petroleum Company. At this company the maintenance of pumps was performed internally where feasible. The study explored a proposed lean strategy on the operations of three departments related to the maintenance of pumping equipment. These departments were, the Pump Shop, Stores Department and Shipping and Receiving. Rockwell Automation’s Arena® simulation software was used to study existing and proposed models of the maintenance system and track the key performance indicators of Flow Time, Waiting Time, and Work-in-Process. Analysis of the performance indicators showed a 76% and a 96% reduction in average Flow Time and Waiting Time, respectively. No difference was determined for Work-in-Process at the 95% confidence interval.
通过模拟案例研究,评估了预测性维护和数据库管理在石油公司精益维护应用中的效用。在这家公司,泵的维护在可行的情况下在内部进行。这项研究探讨了有关维修抽水设备的三个部门的精简运作策略。这三个部门分别是:泵房、物料部和收货部。罗克韦尔自动化的Arena®仿真软件用于研究现有的和拟议的维护系统模型,并跟踪流程时间、等待时间和在制品的关键性能指标。性能指标分析显示,平均流程时间和等待时间分别减少了76%和96%。在制品组在95%置信区间内无差异。
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引用次数: 0
Characterisation, Antioxidant Activity and Chain Breaking Properties of Blighia sapida Oil Extracts 皂荚油提取物的表征、抗氧化活性及断链性能
Pub Date : 2022-07-01 DOI: 10.47412/ddju6983
O. Falloon, Lascelles Graham, N. Sadler-McKnight, A. Goldson-Barnaby
The ackee (Blighia sapida), a member of the Sapindaceae family is native to West Africa but has been naturalised in the Caribbean. Fully mature fruits are consumed in Jamaica and its diaspora. The arilli of the mature fruit is rich in monounsaturated lipids. Lipid extracts of the fruit are not currently utilised commercially. In the current study, lipid extracts of the arilli and seeds of the fully mature fruit were characterised. The acid, iodine, peroxide, and saponification values of the lipid extracts, as well as the refractive index were determined. Their antioxidant and chain breaking properties were also evaluated. Ackee arilli oil and seed oil had acid values of 3.2 ± 1.3 mg KOH/g and 4.7 ± 0.3 mg KOH/g, respectively (p > 0.05). The refractive index of ackee arilli oil and seed oil was 1.46 and 1.45, respectively (p > 0.05). Ackee seed oil had an iodine value of 48 and arilli oil 47 – 56 (g I2/100 g oil) (p > 0.05). Oil extracts from the mature arilli of the fruit had a saponification value of 211-213 mg KOH/g whereas ackee seed oil had a saponification value of 140 mg KOH/g. The peroxide values for the arilli and seed oil samples were 1.88 ± 0.35 and 19.55 ± 2.90 mEq/kg, respectively (p < 0.05), indicating that arilli oil had greater stability than ackee seed oil. The reducing capacity of ackee seed oil (3184 ± 526 %) and arilli oil (2078 ± 252 %) was not significantly different (p > 0.05). Fractionation of arilli oil extracts revealed that neutral lipids made up the major portion followed by glycolipids. Phospholipids were present in very small quantities. DPPH radical scavenging assay revealed percentage inhibitions of 3.2 % and 20.1 % for arilli and seed oils, respectively. Ackee arilli oil contained higher quantities (p < 0.05) of phenolics compounds (14.35 ± 0.66 ppm gallic acid/g) than the seed oil (11.47 ± 0.53 ppm gallic acid/g). Ackee oil exhibited several characteristic features of oils that are currently utilised commercially. Ackee oil extracts could be considered for utilisation in commercial applications in the food and cosmetic industries.
松果(Blighia sapida)是松果科的一员,原产于西非,但已被归化到加勒比地区。完全成熟的水果在牙买加及其侨民中消费。成熟果实的芳香含有丰富的单不饱和脂质。这种水果的脂质提取物目前还没有商业化利用。在目前的研究中,脂质提取物的芳荑花序和种子的完全成熟的果实进行了表征。测定了脂质提取物的酸、碘、过氧化物和皂化值以及折射率。并对其抗氧化和断链性能进行了评价。酸值分别为3.2±1.3 mg KOH/g和4.7±0.3 mg KOH/g (p > 0.05)。桃李油和种子油的折射率分别为1.46和1.45 (p > 0.05)。果籽油的碘值为48,香蕊油的碘值为47 ~ 56 (g 2/100 g油)(p > 0.05)。果实成熟胡蕊油提取物的皂化值为211 ~ 213 mg KOH/g,而松果籽油的皂化值为140 mg KOH/g。芳樟油和种子油样品的过氧化值分别为1.88±0.35和19.55±2.90 mEq/kg (p < 0.05),表明芳樟油的稳定性优于猕猴籽油。松果籽油(3184±526%)和胡illi油(2078±252%)的还原能力差异无统计学意义(p > 0.05)。香薰油提取物的分离表明,中性脂质占主要部分,其次是糖脂质。磷脂的含量非常少。DPPH自由基清除实验显示,胡杨树和种子油对DPPH自由基的抑制率分别为3.2%和20.1%。猕猴桃油中酚类化合物含量(14.35±0.66 ppm没食子酸/g)高于种子油(11.47±0.53 ppm没食子酸/g) (p < 0.05)。阿卡果油具有目前商业上使用的油的几个特征。Ackee油提取物可以考虑在食品和化妆品工业的商业应用中加以利用。
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引用次数: 0
Measurement of Swash Infiltration Rates on Sandy Beaches 沙质海滩冲刷渗透速率的测量
Pub Date : 2022-07-01 DOI: 10.47412/ppjx1408
Shani Brathwaite, D. Villarroel-Lamb
The swash zone is a critical area of the nearshore hydrodynamics contributing significantly to beach evolution. The role of infiltration of water during swash events has been investigated, but an enhanced data collection methodology will improve prediction and analyses of swash processes. A new and simple technique was proposed to determine the rate of swash infiltration on sandy beaches. Direct, in situ measurements of swash infiltration rates were conducted on the sandy beach of Las Cuevas Bay located on the north coast of Trinidad. The method incorporated the use of a double ring infiltrometer paired with a Bluetooth water level logger, where infiltration rates were inferred from the changes in water level recorded within the double ring infiltrometer. Observed infiltration rates were variable and showed a dependency on sediment characteristics and location of measurement. The study also sought to ascertain any correlation between the measured infiltration rates and sediment properties. While correlation was generally low, the use of the maximum recorded infiltration rate yielded the best correlation across most cases observed. In addition, the highest correlation occurred with the D10 grain size for the upper beach, and the D90 grain size for the lower beach which is closer to the Still Water Line. The sediment sorting ratio of D84/D16 and D90/D10 showed the best correlation for the upper and lower beach locations respectively. While the field method was practical, the results of the study demonstrate a need to capture additional bed features that contribute to the rate of infiltration.
冲水带是近岸水动力的关键区域,对滩涂演变有重要影响。人们已经研究了水在冲刷事件中渗入的作用,但一种增强的数据收集方法将改进对冲刷过程的预测和分析。提出了一种新的、简单的测定沙质海滩冲刷入渗速率的方法。在特立尼达北部海岸拉斯奎瓦斯湾的沙滩上,对冲刷入渗率进行了直接的现场测量。该方法结合了双环渗透计与蓝牙水位记录仪的使用,通过双环渗透计中记录的水位变化来推断渗透速率。观测到的入渗速率是可变的,并表现出对沉积物特征和测量地点的依赖。该研究还试图确定测量的入渗率和沉积物特性之间的任何相关性。虽然相关性一般较低,但在大多数观察到的情况下,使用最大记录入渗速率产生了最好的相关性。此外,与D10粒度相关性最高的是上滩,与D90粒度相关性最高的是靠近静水线的下滩。泥沙分选比D84/D16和D90/D10分别在上、下滩位置表现出最好的相关性。虽然现场方法是实用的,但研究结果表明,需要捕获有助于渗透速率的其他床层特征。
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引用次数: 0
Investigation into the Use of a Fourier Based Edge Detection Image Processing Approach for Assessing Cocoa Pod Stem Cut Quality 利用基于傅里叶边缘检测的图像处理方法评估可可豆荚茎切割质量的研究
Pub Date : 2022-01-01 DOI: 10.47412/zulr6423
Renique Murray, Kathryn Maharaj, R. Birch, Cilla Pemberton
As the cocoa industry continues to grow, there is an increasing need for greater efficiency and higher levels of quality in all areas. The objective assessment of pod stem cut quality is one such critical area, as it not only directly impacts productivity but wider industry economics. Despite this, and the significance of cut quality in other agricultural applications, there is little done in the area of developing an objective and reliable assessment method. This work proposes, develops and tests a Fourier based image processing approach for assessing cut quality. The proposed Fourier Peak Index (FPI) method is implemented in MATLAB 2013 via a series of algorithms. Further, a windowed FPI (WFPI) is also developed and implemented in the same environment. Both methods are tested using a set of 40 images, comprising of 10 reference images, 15 poor cut images and 15 good cut images. The results obtained showed that the FPI method had a 93% accuracy in categorising good cuts, 60% accuracy in categorising poor cuts and an overall accuracy of approximately 77%. It was particularly noted that poor cuts with long, smooth excess bark material attached to the stems, were poorly categorised by the FPI method. Additionally, the method’s effectiveness was found to be significantly influenced by image lighting, as this determined the amount of data loss during the image binarisation step. Notwithstanding, the WFPI method was found to be effective in categorising the images that were incorrectly categorised by the FPI method. The combined efforts of both methods had the potential to increase detection and categorisation accuracy to a maximum of 97%
随着可可产业的持续发展,在所有领域都需要更高的效率和更高的质量水平。豆荚茎秆切割质量的客观评估是其中一个关键领域,因为它不仅直接影响生产率,而且影响更广泛的行业经济。尽管如此,以及切割质量在其他农业应用中的重要性,在制定客观可靠的评估方法方面做得很少。这项工作提出,开发和测试基于傅里叶的图像处理方法来评估切割质量。提出的傅立叶峰值指数(FPI)方法在MATLAB 2013中通过一系列算法实现。此外,还在相同的环境中开发和实现了窗口FPI (WFPI)。两种方法都使用一组40张图像进行测试,其中包括10张参考图像,15张切割差的图像和15张切割好的图像。结果表明,FPI方法对良好切口的分类准确率为93%,对不良切口的分类准确率为60%,总体准确率约为77%。特别值得注意的是,长而光滑的多余树皮材料附着在茎上的不良切口,通过FPI方法分类很差。此外,发现该方法的有效性受到图像照明的显着影响,因为这决定了图像二值化步骤中的数据丢失量。尽管如此,WFPI方法被发现对FPI方法错误分类的图像进行分类是有效的。两种方法的联合努力有可能将检测和分类准确率提高到最高97%
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引用次数: 0
Characterisation, Amino Acid Composition and Denaturation status of Acid Soluble Collagen from Catfish (Clarias gariepinus) Skin 鲶鱼(Clarias gariepinus)皮肤中酸溶性胶原蛋白的特性、氨基酸组成和变性状态
Pub Date : 2022-01-01 DOI: 10.47412/oymi4758
A. Adejumo, L. Azeez, Ebenezer I. O. Ajayi, T. G. Atere, F. Aderibigbe, R. O. Adetoro
This study reported characterisation of acid-soluble collagen from the skin of freshwater catfish (Clarias gariepinus) by Fourier Transform Infra-Red spectroscopy (FTIR), scanning electron microscopy (SEM) and energy dispersive x-ray (EDX). Amino acid composition and denaturation temperature of the collagen were determined. Acid soluble collagen (ASC) from the skin of C. gariepinus produced a comparatively yield of 2.38% with all amide functional groups (Amide A, B, I, II and III) visible in the FTIR spectrum suggesting the intactness of triple helical structure of the collagen. The SEM of C. glariepinus, shows a mono-fibrillated irregularly arranged crystalline surface material having 24.46 % carbon, 11.72 % oxygen and 9.40 % nitrogen. The abundance of amino acids follows glycine > arginine > proline > alanine indicating the integrity of collagen and a non-disruptive method of extraction. The denaturation temperature (Td) of ASC was about 30 °C implying its usefulness in food and pharmaceutical industries.
利用傅里叶变换红外光谱(FTIR)、扫描电子显微镜(SEM)和能量色散x射线(EDX)对淡水鲶鱼(Clarias gariepinus)皮肤中的酸溶性胶原蛋白进行了表征。测定胶原蛋白的氨基酸组成和变性温度。酸溶性胶原蛋白(ASC)产率为2.38%,在FTIR光谱中可见酰胺a、酰胺B、酰胺I、酰胺II和酰胺III,表明胶原蛋白具有完整的三螺旋结构。经扫描电镜观察,甘精晶体表面呈单纤原结构,碳含量为24.46%,氧含量为11.72%,氮含量为9.40%。氨基酸丰度依次为甘氨酸>精氨酸>脯氨酸>丙氨酸,表明胶原蛋白的完整性和非破坏性提取方法。ASC的变性温度(Td)约为30℃,表明其在食品和制药工业中的用途。
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引用次数: 1
Climate Change Adaptation Planning in Selected Caribbean Countries: Is Enough Being Done? 加勒比国家的气候变化适应规划:做得够吗?
Pub Date : 2022-01-01 DOI: 10.47412/inal2196
Christian Casey-Lee Virgil, M. Nathai-Balkissoon, Kit Fai Pun
The climate is changing, and sustainable adaptation measures are required to meet the resulting challenges. Several effects linked to climate change can be highly disruptive, such as rising sea levels and coastal reef destruction. The severity of the impact and capacity to adapt to the effects of climate change is unevenly distributed at various spatial levels. The Caribbean is more vulnerable to climate change than other regions. There is a need to plan strategically in managing the multiple consequences of climate change. This study evaluates the synergies between adaptation plans and policies and guidelines in climate change adaptation. It attempts to audit the national adaptation planning documents in climate change developed by government agencies to cope with the challenges of climate change among respective countries. The study explores the factors underlying observed discrepancies and performance shortcomings and utilises information from a review of research literature to contextualise critical findings in adaptation measures and research. Synthesising the determinants and barriers would aid with closing performance gaps. The study concludes by providing evidence-based recommendations that shed light on the design and planning for sustainable adaptation measures in developing nations of the Caribbean.
气候正在变化,需要采取可持续的适应措施来应对由此带来的挑战。与气候变化有关的一些影响可能具有高度破坏性,例如海平面上升和沿海珊瑚礁破坏。气候变化影响的严重程度和适应能力在不同空间水平上分布不均匀。加勒比地区比其他地区更容易受到气候变化的影响。在管理气候变化的多重后果方面,有必要进行战略规划。本研究评估了气候变化适应计划与政策和指导方针之间的协同效应。它试图对各国政府机构为应对气候变化挑战而制定的国家气候变化适应规划文件进行审计。本研究探讨了观测到的差异和绩效缺陷背后的因素,并利用研究文献综述中的信息,将适应措施和研究中的关键发现置于背景中。综合决定因素和障碍将有助于缩小绩效差距。该研究的结论是提供了基于证据的建议,为加勒比地区发展中国家可持续适应措施的设计和规划提供了启示。
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引用次数: 0
Quantifying Wave Runup in Data-Sparse Locations for Planning 用于规划的数据稀疏位置的量化波动
Pub Date : 2022-01-01 DOI: 10.47412/gdwm2126
D. Villarroel-Lamb, Andrew Williams
The determination of wave runup is important to coastal management, including engineering designs and hazard assessments. In data-sparse regions such as the Caribbean, where critical coastal parameters are lacking for adequate decision-making, optimal use must be made of limited datasets to access continuous wave runup data. A video camera system was established at Mayaro Beach in Trinidad and collected video data for a short duration. The waterline variations were rectified and then digitised by sampling pixel intensities along a cross-shore transect. A wave runup time series of 15-minute duration was generated to represent the selected hour of video, from which statistical wave runup estimates including the maximum runup, Rmax, and the runup exceeded by 2% of swash events, Ru2%, were determined. Numerous expressions exist to estimate runup elevations, with the Stockdon et al. (2006) Ru2% predictor being a good performer. The predictive skill of this formulation was assessed, by comparing the measured and predicted magnitudes of the Ru2% using a calibrated/validated model for wave parameters. For the video data analysed, it was found that the coefficient of determination (R2) and the root mean square error (RMSE) were 0.414 and 0.673m for the Stockdon et al. (2006) predictor, but improved to 0.587 and 0.055m using a modified predictor, respectively. Disparities between predicted and observed values were attributed primarily to site-specific conditions and the lack of concurrent in-situ wave data and beach slope characteristics; these were accounted for using the modified predictor and thus enabled an improved wave runup description at the data-sparse site.
浪涌的确定对海岸管理,包括工程设计和危害评估都很重要。在数据稀疏的地区,如加勒比地区,缺乏关键的沿海参数来进行充分的决策,必须最佳地利用有限的数据集来获取连续的波浪上升数据。在特立尼达的马亚罗海滩建立了一个摄像机系统,收集了短时间的录像数据。对水线变化进行校正,然后通过沿跨岸样带采样像素强度进行数字化。生成一个持续时间为15分钟的波累积时间序列,以表示所选的视频小时,从中确定统计波累积估计,包括最大累积,Rmax和超过2%的冲击事件的累积,Ru2%。存在许多表达式来估计上升高度,其中Stockdon等人(2006)的Ru2%预测器表现良好。通过使用校准/验证的波浪参数模型,比较Ru2%的测量和预测震级,评估了该公式的预测能力。对于分析的视频数据,发现Stockdon等人(2006)的预测器的决定系数(R2)和均方根误差(RMSE)分别为0.414和0.673m,但使用改进的预测器分别提高到0.587和0.055m。预测值与实测值之间的差异主要归因于具体地点的条件和缺乏同步的原位波浪数据和海滩坡度特征;这些都是使用改进的预测器来解释的,从而在数据稀疏的地点实现了改进的波浪运行描述。
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引用次数: 0
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West Indian Journal of Engineering
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