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Finding Dangerous Waves – Towards an Efficient Method to Obtain Wave Impact Design Loads for Marine Structures 寻找危险波浪——迈向一种获取海洋结构波浪冲击设计载荷的有效方法
Pub Date : 2022-06-05 DOI: 10.1115/omae2022-79479
S. V. van Essen, H. Seyffert
Green water and slamming wave impacts can lead to severe damage or operability issues for marine structures. It is therefore essential to consider their probability and loads in design. This is difficult, as impacts are both hydrodynamically complex and relatively rare. The complexity requires high-fidelity modelling (experiments or CFD), whereas a statistically sound analysis of rare events requires long durations. High-fidelity tools are too demanding to run a Monte-Carlo simulation; low-fidelity tools do not include sufficient physical details. The use of extreme value theory and / or multi-fidelity modelling is therefore required. The present paper reviews the state-of-the-art methods to find wave impact design loads, which include response-conditioning methods, screening methods and adaptive sampling methods. Their benefits and shortcomings are discussed, as well as challenges for the wave impact problem. One challenge is the role of wave non-linearity. Another is the validation of the different methods; it is hard to obtain long-duration high-fidelity wave impact data. A planned case study is introduced, where different techniques will be put to the test and these challenges will be addressed.
绿水和巨浪的冲击会导致海洋结构的严重损坏或操作性问题。因此,在设计时必须考虑它们的概率和载荷。这很困难,因为撞击在流体动力学上既复杂又相对罕见。这种复杂性需要高保真度的建模(实验或CFD),而对罕见事件进行可靠的统计分析则需要较长的持续时间。高保真工具对于运行蒙特卡罗模拟要求太高;低保真工具不包括足够的物理细节。因此,需要使用极值理论和/或多保真度建模。本文综述了波浪冲击设计载荷的最新研究方法,包括响应调节法、筛选法和自适应采样法。讨论了它们的优点和缺点,以及波浪冲击问题面临的挑战。其中一个挑战是波浪非线性的作用。另一个是不同方法的验证;长时间高保真的波浪冲击数据很难获得。介绍了一个计划好的案例研究,其中将对不同的技术进行测试,并解决这些挑战。
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引用次数: 0
A Joint-Industry Effort to Develop and Verify CFD Modeling Practice for Predicting Hydrodynamic Coefficients of Risers: Part II – Staggered Buoyancy Module and Straked Riser 业界联合开发并验证用于预测立管流体动力系数的CFD建模实践:第二部分-交错浮力模块和条纹立管
Pub Date : 2022-06-05 DOI: 10.1115/omae2022-79147
Hyunchul Jang, M. Agrawal, Z. Huang, F. Jiang, Jie Wu, H. Lie, Eloise Croonenborghs
Hydrodynamic force coefficients are important parameters in the design and assessment of marine risers. The hydrodynamic coefficients are widely used for assessing marine riser responses due to floater motion excitation and vortex-induced vibrations (VIV). Traditionally, the hydrodynamic coefficients have been obtained from physical model tests on short rigid riser sections. Recently, the offshore industry has started to use Computational Fluid Dynamics (CFD) analysis for predicting the hydrodynamic coefficients, due to the recent advancement of CFD software and high-performance computing capabilities. However, a reliable CFD modeling practice is required for CFD analysis to be a more widely accepted prediction tool in the industry. A joint industry effort has been initiated for developing and verifying a reliable CFD modeling practice through a working group of the Reproducible Offshore CFD JIP. Within the working group, a CFD modeling practice document was written based on existing practices already validated with model test data and verified by blind validations with three CFD practitioners. The first year work focused on a bare riser with circular cross-section and has been published in OMAE 2021. This paper presents the working group’s second-year verification activities for a staggered buoyancy module and a straked riser. The verification work covers three numerical test problems: 1) stationary riser in steady current, 2) riser under forced-oscillation in calm water, 3) riser under forced-oscillation in steady current. In the stationary riser simulation, drag coefficient and lift coefficient from verifiers are compared. In the forced-oscillation simulation in calm water, the fully-submerged riser section oscillates with a sinusoidal motion, and damping and added-mass coefficients are compared. In the forced-oscillation simulation in steady current, where the riser oscillates in either inline or perpendicular direction to the steady current, lift coefficient and added mass coefficient are compared. By following the modeling practice, the CFD predictions are consistent with each other and close to the model test data for the majority of the test cases.
水动力系数是海洋隔水管设计和评价中的重要参数。水动力系数被广泛用于评估海洋隔水管在浮子运动激励和涡激振动(VIV)下的响应,传统上,水动力系数是通过短刚性隔水管段的物理模型试验获得的。最近,由于CFD软件和高性能计算能力的进步,海上工业开始使用计算流体动力学(CFD)分析来预测水动力系数。然而,要使CFD分析成为行业中更广泛接受的预测工具,需要可靠的CFD建模实践。可再生海上CFD JIP工作组发起了一项行业联合努力,旨在开发和验证可靠的CFD建模实践。在工作组中,CFD建模实践文档是基于已经通过模型测试数据验证的现有实践编写的,并由三位CFD从业者进行盲验证。第一年的工作重点是圆形横截面的裸立管,并已在OMAE 2021上发表。本文介绍了工作组对交错浮力模块和条纹立管的第二年验证活动。验证工作包括三个数值试验问题:1)静流条件下的静立隔水管,2)静水条件下的强迫振荡隔水管,3)静流条件下的强迫振荡隔水管。在固定立管仿真中,对验证器的阻力系数和升力系数进行了比较。在静水强迫振荡模拟中,完全浸没的隔水管段呈正弦振荡,并对阻尼系数和附加质量系数进行了比较。在恒流条件下立管随恒流沿直线或垂直方向振荡的强迫振荡仿真中,比较了升力系数和附加质量系数。通过遵循建模实践,CFD预测结果彼此一致,并且大多数测试用例的模型测试数据接近。
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引用次数: 1
Hydrodynamic Coefficients of Generic Subsea Modules in Forced Oscillation Tests – Importance of Structure Parts 强制振荡试验中通用海底模块的水动力系数。结构部件的重要性
Pub Date : 2022-06-05 DOI: 10.1115/omae2022-79718
Mia Abrahamsen-Prsic, F. Solaas, T. Kristiansen
A systematic study of the hydrodynamic coefficients for simplified subsea modules has been performed, to support the estimation of the coefficients needed for planning of subsea installation operations. The coefficients are assessed for a nearly two-dimensional test setup. The tests are performed as forced oscillations at various amplitudes and periods, representing the forces on the module lowered through the water column. The importance of each of the main components of the subsea modules — mudmat, protection roof and process equipment of different shapes inside the modules are studied at fully submerged condition. Results for the module elements, generic contents and different combinations of these elements are presented. For the tested modules, damping is generally the dominating hydrodynamic force. However, the presence of the content inside the modules will generally increase the importance of added mass. Estimation of the hydrodynamic coefficients by summation of the coefficients for the individual structure elements generally overestimates the damping, compared to the coefficients measured for the complete modules. For added mass, estimation based on summation gives generally good results.
系统地研究了简化水下模块的水动力系数,以支持水下安装作业规划所需系数的估计。在近二维测试设置中评估了系数。测试以不同振幅和周期的强迫振荡形式进行,表示通过水柱降低的模块上的力。在完全淹没的条件下,研究了水下模块的每个主要部件——泥板、保护顶板和模块内不同形状的工艺设备的重要性。给出了模块元素、通用内容和这些元素的不同组合的结果。对于测试模块,阻尼通常是主要的水动力。然而,模块内部内容的存在通常会增加附加质量的重要性。通过对单个结构单元的系数求和来估计水动力系数,与对整个模块测量的系数相比,通常高估了阻尼。对于增加的质量,基于求和的估计通常会得到很好的结果。
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引用次数: 0
IMO Level 3: Parametric Roll Stability Failure Simulation Using 3D Numerical Wave Tank IMO级别3:使用三维数值波浪槽进行参数化滚转稳定性失效模拟
Pub Date : 2022-06-05 DOI: 10.1115/omae2022-79654
Shivaji Ganesan T., A. Negi, D. Sen
In late 2020, International Maritime Organization (IMO) released interim guidelines on the second generation intact stability criteria. In this paper direct stability assessment in design situations using deterministic approach for parametric rolling failure mode is presented. A 3D nonlinear direct time domain method based on mixed-Eulerian-Lagrangian (MEL) scheme as opposed to impulse response function (IRF) method is used to simulate parametric rolling in both regular and irregular waves. Computed numerical results of roll amplitude in regular head waves is validated with other available literature results. This study further examines the influence of incident wave height and roll damping coefficient on computed heave, roll, and pitch motions in regular head wave conditions. Mean 3-hour maximum roll amplitude is obtained for design situations as recommended by the IMO guidelines.
2020年底,国际海事组织(IMO)发布了第二代完整稳定性标准的临时指南。本文采用确定性方法对参数化轧制失效模式进行了设计情况下的直接稳定性评估。采用基于混合欧拉-拉格朗日(MEL)格式的三维非线性直接时域方法,而不是脉冲响应函数(IRF)方法,模拟了规则波和不规则波的参数横摇。计算结果与已有文献的结果吻合较好。本研究进一步探讨了入射波高和横摇阻尼系数对正常头波条件下计算的升沉、横摇和俯仰运动的影响。根据国际海事组织指南的建议,在设计情况下获得平均3小时最大横摇振幅。
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引用次数: 0
A Detailed investigation on Financial literacy and wellbeing 金融知识与幸福感的详细调查
Pub Date : 2021-09-01 DOI: 10.46632/rmc/1/18
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引用次数: 0
A Joint-Industry Effort to Develop and Verify CFD Modeling Practice for Predicting Hydrodynamic Coefficients on Bare Riser Surfaces 业界联合开发并验证用于预测裸立管表面流体动力系数的CFD建模实践
Pub Date : 2021-06-21 DOI: 10.1115/omae2021-63800
Hyunchul Jang, M. Agrawal, Dongwhan Lee, Wei Xu, Jerry Huang, F. Jiang, Wu Jie, Eloise Croonenborghs
Hydrodynamic force coefficients are important parameters in design and assessment of marine risers. The hydrodynamic coefficients are widely used for assessing marine riser responses due to floater motion excitation and vortex-induced vibrations (VIV). Traditionally, the hydrodynamic coefficients have been obtained from physical model tests on short rigid riser sections. Recently, the offshore industry has started to use computational fluid dynamics (CFD) analysis for predicting the hydrodynamic coefficients due to the recent advancement of CFD software and high-performance computing capabilities, but a reliable CFD modeling practice is requested for CFD analysis to be a more widely accepted prediction tool in the industry. A joint industry effort has been made for developing and verifying the reliable CFD modeling practice through a working group of the Reproducible Offshore CFD JIP. In the working group, a CFD modeling practice document was written based on existing practices already validated for model test data, and verified by blind validations with three CFD practitioners. The first year works are focused on the bare riser with circular cross-section, and the second year work will be extended to the other riser sections such as staggered buoyancy module and straked riser. This paper presents the working group’s first-year verification activities for a bare riser with circular cross-section. The verification works covers three test problems: 1) stationary simulation in steady current, 2) forced-oscillation in calm water, 3) forced-oscillation in steady current. In the stationary simulation, mean drag coefficient, standard deviation of lift coefficient, and Strouhal numbers are compared. In the forced-oscillation simulation in calm water, the fully-submerged riser section oscillates with a sinusoidal motion, and damping and added mass coefficients are compared. In the forced-oscillation simulation in current, the riser section oscillates in cross-flow direction to the steady current, and lift coefficient and added mass coefficient are compared. By following the modeling practice, the CFD predictions are consistent with each other and close to the model test data for a majority of test cases.
水动力系数是海洋隔水管设计和评价中的重要参数。水动力系数被广泛用于评估海洋隔水管在浮子运动激励和涡激振动(VIV)下的响应,传统上,水动力系数是通过短刚性隔水管段的物理模型试验获得的。近年来,由于计算流体动力学(CFD)软件的进步和高性能计算能力的提高,海洋工业开始使用计算流体动力学(CFD)分析来预测水动力系数,但为了使CFD分析成为行业中更广泛接受的预测工具,需要可靠的CFD建模实践。通过可再生海上CFD JIP工作组,业界共同努力开发和验证可靠的CFD建模实践。在工作组中,根据已经验证的模型测试数据编写了CFD建模实践文档,并通过三位CFD实践者的盲验证进行了验证。第一年的工作主要集中在圆形截面的裸立管上,第二年的工作将扩展到其他立管部分,如交错浮力模块和条纹立管。本文介绍了工作组第一年对圆形截面裸立管的验证活动。验证工作包括三个测试问题:1)静流静态模拟,2)静水强制振荡,3)静流强制振荡。在平稳模拟中,比较了平均阻力系数、升力系数标准差和斯特劳哈尔数。在静水强迫振荡模拟中,完全浸没的隔水管段呈正弦振荡,并对阻尼和附加质量系数进行了比较。在电流强迫振荡仿真中,隔水管段沿横流方向振荡至稳态电流,并对升力系数和附加质量系数进行了比较。通过遵循建模实践,CFD预测结果彼此一致,并且对于大多数测试用例接近模型测试数据。
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引用次数: 1
Numerical Investigation on Vortex Induced Motions of a Tension Leg Platform With Circular Columns 圆柱张力腿平台涡激运动数值研究
Pub Date : 2021-06-21 DOI: 10.1115/omae2021-66612
Pen Zhi, Xinshu Zhang
Vortex Induced Motion (VIM) of multi-column floating platforms, such as Tension Leg Platform (TLP) and semi-submersible (SEMI), in current is well-acknowledged. Substantial VIM response of the multi-column floating platform may cause fatigue failure of mooring and riser systems, which can affect the normal operation of the platform. The present paper focuses on the numerical investigation on VIM of a TLP with circular columns using Computational Fluid Dynamics (CFD). Sensitivity analyses (e.g., mesh size, the number of prism layers and time-step size) for the VIM responses of the TLP are conducted. The effects of the current heading and mooring stiffness on the VIM are investigated. The three degrees of freedom VIM responses (in-line, transverse and yaw responses) and corresponding amplitude spectra are computed and analyzed. Motion trajectories are plotted to understand the VIM behaviors. Regarding the effect of the current heading, the largest transverse response is examined at 15° current heading and the corresponding maximum nominal amplitude is around 0.43. The difference of the maximum nominal amplitudes between the cases at 0° and 15° current headings is less than 5%. For 15°, 30° and 45° current headings, the nominal transverse amplitudes decrease as the current heading increases in the lock-in range. For the four studied current headings, the maximum width of the lock-in range is found at 0° current heading and narrows as the current incidence increases. The largest yaw response is observed at 0° current heading and the maximum nominal amplitude is around 9.1°. Regarding the effect of the mooring stiffness, the lock-in ranges and the maximum nominal amplitudes of the transverse motions have little difference for the four mooring stiffnesses. The maximum nominal transverse and yaw responses are around 0.25 and 5.1°, respectively, which occur when the mooring stiffness reaches the maximum. The flow pattern analyses indicate that the flow interference between the upstream and downstream columns may have significant effects on the VIM responses and a stronger interference at the present spacing ratio may lead to a larger VIM response. The contours of the vertical vorticity in the horizontal plane show that the mean positions of the flow separation points are always on highest or lowest (in the transverse direction perpendicular to the current heading) points of the columns, which is the reason that the VIM trajectories for the TLP with circular columns are always along the direction perpendicular to the current heading.
张力腿平台(TLP)和半潜式平台(SEMI)等多柱浮式平台的涡致运动(VIM)是目前公认的问题。多柱浮式平台较大的VIM响应可能导致系泊系统和隔水管系统的疲劳失效,影响平台的正常运行。本文采用计算流体力学(CFD)方法对带圆柱的张力腿平台的VIM进行了数值研究。对TLP的VIM响应进行了灵敏度分析(如网格尺寸、棱镜层数和时间步长)。研究了当前航向和系泊刚度对VIM的影响。计算并分析了三自由度VIM响应(直线响应、横向响应和偏航响应)及其幅值谱。绘制运动轨迹以了解VIM行为。对于当前航向的影响,在15°的当前航向下,横向响应最大,相应的最大标称幅度约为0.43。在0°和15°电流航向下,两种情况的最大标称振幅的差异小于5%。对于15°、30°和45°航向,标称横向振幅随着航向在锁定范围内的增加而减小。对于所研究的四种海流航向,锁定范围的最大宽度出现在0°海流航向,并随着海流发生率的增加而变窄。最大的偏航响应是在0°当前航向下观察到的,最大标称幅度约为9.1°。对于系泊刚度的影响,四种系泊刚度的横向运动锁定范围和最大标称幅值差异不大。当系泊刚度达到最大值时,最大标称横向和偏航响应分别约为0.25°和5.1°。流型分析表明,上游和下游柱间的流动干涉对VIM响应有显著影响,在当前间距比下,越强的干涉会导致VIM响应越大。垂直涡度在水平面上的等高线表明,流动分离点的平均位置总是在柱的最高点或最低点(垂直于当前航向的横向方向),这就是圆形柱支撑平台的VIM轨迹总是沿着垂直于当前航向的方向的原因。
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引用次数: 0
Current Forces on Prelude Hull and Water Intake Riser by CFD: Full Scale Model Using Two of the World’s Largest Supercomputers 通过CFD计算前奏号船体和进水口上的水流力:使用两台世界上最大的超级计算机的全尺寸模型
Pub Date : 2021-06-21 DOI: 10.1115/omae2021-62276
E. Auburtin, Jang-Whan Kim, Hyunchul Jang, L. Lai, J. McConochie, Y. Drobyshevski, E. Van Haaften
The Prelude Floating Liquefied Natural Gas (FLNG) facility is moored with an internal turret allowing it to perform offloading operations of liquefied natural and petroleum gas products. It does so in either a Free Weathervaning (FW) mode, i.e. by allowing the unit to rotate according to environmental loads, or in a Thruster-Assisted (TA) mode, i.e. by using the stern thrusters to maintain a fixed heading deemed preferable for the entire operation, or a particular phase. An accurate estimation of the various environment effects, in terms of forces on the FLNG and LNG carrier, is critical to ensure a correct prediction of its heading or the required thruster forces, depending on the selected operating mode. The predominant loads driving the weathervaning behavior are wind and current loads. These loads have been estimated from wind tunnel tests during the engineering phase. Since the Prelude FLNG has been installed on-site, field measurements have provided an opportunity for comparison and shown some differences with the numerical predictions based on the estimated loads, prompting a need for verification of current loads by an independent method. For the Prelude FLNG application, current loads play an important role due to facility size and significant tidal currents. It has been shown in some previous studies that wind tunnel tests for a model of under-water geometry may underestimate current loads compared to those on a full-scale vessel. There is a boundary layer along the wind tunnel floor in wind tunnel tests, while the current profile is relatively uniform over the hull draft in the real ocean condition. Moreover experimental tests present some additional drawbacks: they are performed at a reduced scale (1:225), the Reynolds number is lower than full-scale even with a large wind tunnel speed, and it is difficult to model the long (150m full-scale) Water Intake Risers (WIR) extending below the hull bottom. In order to investigate these effects, state-of-the-art full-scale CFD simulations were performed for the Prelude hull and WIR. The test program included different current speeds and directions, and several sensitivity studies: Reynolds number effect between model- and full-scales, effect of current speed profile (comparing uniform and boundary layer profiles at model scale), effect of FLNG rotation in yaw, impact of unsteady current, and presence of marine growth. Extreme dimensions of Prelude FLNG and requirements for accuracy of this study called for the CFD calculations to be performed on the High Performance Computing (HPC) clusters - Stampede2 and Frontera - at the Texas Advanced Computing Center (TACC), which are both amongst the world’s largest supercomputers. This paper describes the assumptions and challenges of the CFD study and discusses the results of the main program and various sensitivities. The main conclusions and lessons learnt are also discussed.
Prelude浮式液化天然气(FLNG)设施系泊在一个内部转塔上,可以进行液化天然气和石油天然气产品的卸载作业。它可以采用自由风向标(FW)模式,即允许机组根据环境负载旋转,也可以采用推进器辅助(TA)模式,即使用船尾推进器保持固定航向,这被认为是整个操作或特定阶段的首选。根据所选择的操作模式,准确估计FLNG和LNG运输船所受的各种环境影响,对于确保正确预测其航向或所需的推进器力至关重要。驱动风向标性能的主要荷载是风荷载和电流荷载。这些载荷是在工程阶段通过风洞试验估计出来的。自从Prelude FLNG在现场安装以来,现场测量提供了一个比较的机会,并显示了与基于估计载荷的数值预测的一些差异,这促使需要通过独立的方法验证当前载荷。对于Prelude FLNG应用,由于设施规模和显著的潮流,电流负载起着重要作用。先前的一些研究表明,与全尺寸船舶相比,水下几何模型的风洞测试可能低估了电流载荷。在风洞试验中,沿风洞底部存在边界层,而在实际海洋条件下,在船体吃水上方,水流剖面相对均匀。此外,实验测试还存在一些额外的缺点:它们是在缩小的比例(1:25 25)下进行的,即使风洞速度很大,雷诺数也低于全尺寸,并且很难对延伸到船底以下的长(150米全尺寸)进水立管(WIR)进行建模。为了研究这些影响,对Prelude船体和WIR进行了最先进的全尺寸CFD模拟。测试程序包括不同的水流速度和方向,以及几个敏感性研究:模型和全尺寸之间的雷诺数效应、水流速度分布的影响(在模型尺度下比较均匀层和边界层分布)、FLNG在偏航时旋转的影响、非定常水流的影响以及海洋生长的存在。Prelude FLNG的极端尺寸和本研究的精度要求要求CFD计算在德克萨斯州高级计算中心(TACC)的高性能计算(HPC)集群(Stampede2和Frontera)上进行,这两个集群都是世界上最大的超级计算机之一。本文描述了CFD研究的假设和挑战,并讨论了主要程序和各种灵敏度的结果。讨论了本文的主要结论和经验教训。
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引用次数: 0
Mooring Designs for Floating Offshore Wind Turbines Leveraging Experience From the Oil & Gas Industry 利用石油和天然气行业的经验设计浮式海上风力涡轮机系泊系统
Pub Date : 2021-06-21 DOI: 10.1115/omae2021-60739
Kai-tung Ma, Yongyan Wu, Simen Fodstad Stolen, Leopoldo Bello, Menno ver der Horst, Yong Luo
As renewable energy developers start venturing into deeper waters, the floating offshore wind turbines (FOWTs) are becoming the preferred solutions over fixed supporting structures. Many similarities can be identified between a FOWT and a floating oil & gas facility, such as floater concepts (spar, semi-submersible, tension leg platform, etc) and their mooring system designs. This paper focuses on the mooring designs for FOWTs by leveraging the extensive experience gained from the offshore oil & gas industry. Similarities and differences are highlighted in design criteria, mooring analysis, long-term integrity management, installation method and project execution. The established practices regarding mooring design and analysis are reviewed. Anchor radius is recommended based on water depth by referencing sample mooring designs from the oil & gas industry. Long-term mooring integrity and failure rates are summarized. Meanwhile, a few well-known issues are discussed, such as line break due to fatigue, corrosion on chain, and known issues with components such as clump weights. Regarding mooring installation, the established method for prelay and hook-up is reviewed. Finally, opportunities for cost reduction of mooring systems of FOWTs are presented related to project execution of large scale wind farms as well as potential areas of innovation, such as installation methods, use of synthetic fiber rope, and digitalization. In summary, the state-of-the-art practices from the oil & gas industry are reviewed and documented to benefit the developments of upcoming FOWT projects.
随着可再生能源开发商开始冒险进入更深的水域,浮动海上风力涡轮机(fowt)正成为比固定支撑结构更受欢迎的解决方案。FOWT与浮式油气设施之间存在许多相似之处,例如浮式平台的概念(桅杆式、半潜式、张力腿平台等)及其系泊系统设计。本文通过借鉴海上油气行业的丰富经验,重点介绍了fowt的系泊设计。在设计准则、系泊分析、长期完整性管理、安装方法和项目执行等方面的异同突出。回顾了有关系泊设计和分析的既定做法。通过参考石油和天然气行业的样品系泊设计,根据水深推荐锚半径。总结了长期系泊的完整性和故障率。同时,讨论了一些众所周知的问题,如由于疲劳引起的断行,链上的腐蚀,以及已知的组件问题,如团块重量。对于系泊安装,回顾了现有的预紧和连接方法。最后,介绍了大型风电场的项目执行以及潜在的创新领域,如安装方法、合成纤维绳的使用和数字化,从而降低fowt系泊系统成本的机会。总而言之,油气行业的最新实践被回顾和记录下来,有利于即将到来的FOWT项目的发展。
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引用次数: 3
Semantic Search in Offshore Engineering With Linguistics And Neural Processing Pipelines 基于语言学和神经处理的海洋工程语义搜索
Pub Date : 2021-06-21 DOI: 10.1115/omae2021-62979
Flavio Jaime Pol Gonçalves, Vinicius Cleves de Oliveira Carmo, Vinicius Toquetti de Melo, R. D. S. Cunha, I. Santos, Rodrigo A. Barreira, C. Cugnasca, Fabio Gagliardi Cozman, E. Gomi
This paper presents a computing pipeline architecture for semantic search in the domain of Offshore Engineering. The proposed system combines modules such as document retriever, passage retriever, and answer extractor to produce textual responses to queries in natural language such as: “What FPSO motion is mostly affected by viscous damping?” Such responses are often needed in Offshore Engineering activities, and linguistic techniques such as those based on inverted indexes with a syntactic focus tend to perform poorly. Instead, this research explores semantic techniques that take into account the meaning of words in the domain of Offshore Engineering. This paper describes a Linguistic QA pipeline architecture built that provides a way to retrieve answers instantly from a collection of 13,000 unstructured technical documents about Offshore Engineering, reports the achieved results and future work. This paper also presents additional modules under construction that exploit Neural Networks and ontologies approaches for semantic search in the domain of Offshore Engineering.
提出了一种用于海洋工程领域语义搜索的计算管道体系结构。该系统结合了文档检索器、通道检索器和答案提取器等模块,以自然语言生成文本响应,例如:“粘性阻尼对哪些FPSO运动影响最大?”在海洋工程活动中经常需要这样的响应,而基于倒排索引和语法焦点的语言技术往往表现不佳。相反,本研究探索了考虑海洋工程领域中单词含义的语义技术。本文描述了一种语言QA管道体系结构,该体系结构提供了一种从13,000个关于海洋工程的非结构化技术文档中立即检索答案的方法,并报告了取得的结果和未来的工作。本文还介绍了正在构建的其他模块,这些模块利用神经网络和本体方法在海洋工程领域进行语义搜索。
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引用次数: 0
期刊
Volume 1: Offshore Technology
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