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APPLICATION OF MACHINE LEARNING METHODS FOR PREDICTION OF SEAFARER SAFETY PERCEPTION 机器学习方法在海员安全感知预测中的应用
IF 0.4 4区 工程技术 Q4 ENGINEERING, MARINE Pub Date : 2023-02-07 DOI: 10.5750/ijme.v164ia3.725
Birgül Arslanoğlu, Gizem Elidolu, Tayfun Uyanık
Purpose - This study aims to predict seafarer safety perceptions and evaluate their feedbacks in order to understand the human factor on ship’s safety. Design/methodology/approach - A questionnaire survey has been conducted with 304 seafarers' participation and they responded several safety climate and perception indicators that based on literature, for instance safety assessment of supervisors and company, company's training arrangement, accident and near miss reporting etc. Scores of survey results have been estimated with four machine learning algorithms, namely as multiple linear regression, support vector regression, random forest and decision tree regression. Findings - The multiple linear regression method gave the best prediction performance for seafarer safety perception level with 4.07 mean absolute percentage error. Originality - It was seen that the machine learning techniques can be applicable in the prediction of seafarer safety perception based on collected data. This study may provide useful perspectives for maritime companies in the improving safety on ships.
目的:本研究旨在预测海员的安全感知并评估他们的反馈,以了解影响船舶安全的人为因素。设计/方法/方法-对304名海员进行了问卷调查,他们根据文献回答了几个安全气候和感知指标,例如对主管和公司的安全评估、公司的培训安排、事故和未遂报告等。使用多元线性回归、支持向量回归、随机森林和决策树回归四种机器学习算法对调查结果的分数进行了估计。多元线性回归方法对海员安全感知水平的预测效果最好,平均绝对百分比误差为4.07。独创性-可以看出,机器学习技术可以应用于根据收集的数据预测海员的安全感知。本研究可为海事公司提高船舶安全提供有益的视角。
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引用次数: 0
Distributed Scheme for Main Engine Power Control Systems of Small and Medium Sized Container Ships Based on Nash Equilibrium 基于纳什均衡的中小型集装箱船主机功率控制系统分布式方案
IF 0.4 4区 工程技术 Q4 ENGINEERING, MARINE Pub Date : 2023-02-07 DOI: 10.5750/ijme.v164ia3.1153
Wei Zhou, Cheng Fang
As a main force of ocean shipping, the energy consumption of container ships is considerably high due to the frequent load shifts of main engine and other disturbances. In this study, for engine room power systems in intelligent container ships, including cooling water subsystems, fuel oil subsystems, and main engine subsystems, a coordinated control scheme based on a correlation model and a distributed model predictive control approach was proposed to reduce continual fluctuations of control and output values through optimisation in a negotiated manner. The correlation model considers the interconnections among the subsystems, and the control approach achieves Nash equilibrium solutions. A comparative simulation was carried out between the proposed method and the decentralized model predictive control. The result shows that the proposed method works better than the decentralized one with less fluctuations. This study provides a theoretical basis for integrated designs of power control systems in intelligent container ships.
集装箱船作为远洋运输的主力军,由于主机负荷频繁变化等干扰,其能耗相当高。在本研究中,针对智能集装箱船的机舱动力系统,包括冷却水子系统、燃油子系统和主机子系统,提出了一种基于关联模型和分布式模型预测控制方法的协调控制方案,通过协商优化来减少控制和输出值的连续波动。关联模型考虑了子系统之间的相互联系,控制方法实现了纳什均衡解。将该方法与分散模型预测控制进行了比较仿真。结果表明,与波动较小的分散方法相比,该方法效果更好。该研究为智能集装箱船动力控制系统的集成设计提供了理论依据。
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引用次数: 0
PROPOSED DESIGN CRITERIA FOR A BILGE PUMPING SYSTEM: A CASE STUDY OF LARGE BULK CARRIER 舱底泵系统的建议设计准则:以大型散货船为例
IF 0.4 4区 工程技术 Q4 ENGINEERING, MARINE Pub Date : 2023-02-07 DOI: 10.5750/ijme.v164ia3.793
Kyoung-Woo Lee, Gil-Yong Han, Jang-Won Seo, Jae-hyuk Choi, Manneung Kim
In this study, the bilge pumping performance was investigated using the actual bilge pumping arrangement of a 180K class bulk carrier, and it was assumed that the No. 1 cargo hold was fully flooded. As a result of the calculation, the mean water velocity at bilge main could not satisfy the 2m/s requirement while discharging all the accumulated water from the flooded No. 1 cargo hold with the actual arrangement installed on the 180K class bulk carrier. As a result of the calculation by modified arrangement, it was found that the 2 m/s requirement could be satisfied when a pipe smaller than the required internal diameter according to the rule requirements of classification societies was applied to the bilge main under the same pump conditions. In addition, it was found that the flow rate of the pump should be increased by at least 40% when piping acceptable for the rule requirements of classification societies was applied to the bilge main. The bilge pumping system of 180K bulk carriers may be similar for every ship, and in our opinion, urgent modifications and repair are necessary for consideration of the characteristics of bulk carriers with a relatively high risk of flooding. According to the GBS structure, the rule requirements of classification societies regarding bilge pumping system should comply with the intended purpose of SOLAS Regulation II-1/35-1. It is proposed to revise SOLAS Regulation II-1/35-1 by applying the concept of Performance-Based Standard (PBS) in order to secure the performance of the bilge pumping system by applying a pipe smaller than the required internal diameter according to the rule requirement of classification societies. In particular, it is proposed that SOALS Regulation II-1/35-1.3.9, the requirement for the required internal diameter of bilge main, should be deleted so that any size pipe can be used if the bilge pumping performance can satisfy the 2 m/s requirement. Finally, “2 m/s Criterion” is proposed only design criteria to fulfill the intended purpose of the 2 m/s requirement of SOLAS.
在本研究中,使用180K级散货船的实际舱底泵送装置对舱底泵抽性能进行了研究,并假设1号货舱已被完全淹没。计算结果表明,实际安装在180K级散货船上的1号货舱在排放全部积水时,舱底干管的平均流速不能满足2m/s的要求。通过修改布置的计算结果发现,当在相同的泵条件下将小于船级社规则要求的所需内径的管道应用于舱底总管时,可以满足2m/s的要求。此外,研究发现,当符合船级社规则要求的管道应用于舱底总管时,泵的流速应至少增加40%。180K散货船的舱底泵送系统可能与每艘船相似,我们认为,考虑到散货船的特点,有必要进行紧急修改和维修,因为散货船的浸水风险相对较高。根据GBS结构,船级社关于舱底泵送系统的规则要求应符合SOLAS条例II-1/35-1的预期目的。建议根据船级社的规则要求,通过应用基于性能的标准(PBS)的概念来修订SOLAS条例II-1/35-1,以通过使用小于所需内径的管道来确保舱底泵送系统的性能。特别是,建议删除SOALS第II-1/35-1.3.9条,即对舱底主管所需内径的要求,以便在舱底泵送性能能够满足2 m/s要求的情况下,可以使用任何尺寸的管道。最后,提出了“2 m/s标准”,这只是满足SOLAS 2 m/s要求的设计标准。
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引用次数: 0
Analysing Ancient (Viking) Longship Structures 古代(维京人)长船结构分析
IF 0.4 4区 工程技术 Q4 ENGINEERING, MARINE Pub Date : 2022-11-28 DOI: 10.5750/ijme.v164ia2.1170
Dr P Loscombe
The Nordic longships of the 9th to 11th Centuries were perhaps the preeminent fast assault ships of the period. Modern engineering analytical tools have been employed from time to time to investigate their stability, performance and structural characteristics.  The latter is perhaps the most challenging, since the physical problem is that of a hydro-elastic body in rough seas, constructed of a material with highly variable mechanical properties, fastened together by rivets, treenails, nails, spikes, lashings and wedges of uncertain joint efficiency. The corresponding analysis is potentially considerably more complex than the ‘linked-chain’ method commonly employed in modern design offices to establish acceptable scantlings, i.e. classification society rule loads and criteria together with reliable published material property data which are the essential inputs to scantling formulae/finite element analyses (FEA).  This paper outlines one small craft naval architect’s view of the issues involved in applying the standard structural design method to the analysis of a ship type which is radically different from modern craft and in so doing identify issues which may be of interest to modern naval architects analysing unconventional lightweight structures.
9至11世纪的北欧长船可能是那个时期最杰出的快速攻击船。现代工程分析工具不时被用来研究它们的稳定性、性能和结构特征。后者可能是最具挑战性的,因为物理问题是在波涛汹涌的海洋中,由具有高度可变机械性能的材料构成的水弹性体,通过铆钉,树钉,钉子,钉钉,绑带和不确定连接效率的楔子固定在一起。相应的分析可能比现代设计办公室通常用于建立可接受的尺寸的“链式”方法要复杂得多,即船级社规则载荷和标准以及可靠的公开材料属性数据,这些数据是尺寸公式/有限元分析(FEA)的基本输入。本文概述了一个小型船舶建筑师的观点,即将标准结构设计方法应用于与现代工艺完全不同的船型分析中所涉及的问题,并在此过程中确定现代船舶建筑师分析非常规轻质结构可能感兴趣的问题。
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引用次数: 0
Offshore Wind Installation Vessels 海上风电安装船
IF 0.4 4区 工程技术 Q4 ENGINEERING, MARINE Pub Date : 2022-11-28 DOI: 10.5750/ijme.v164ia2.1175
Casper van Lynden, I. van Winsen, C. Westland, A. Kana
To reach the sustainable targets and to reduce the investment risk, there is a need for more certainty and predictability regarding the requirements of the future offshore wind installation vessels. To capture the fast changing offshore wind market and its impact on vessel requirements, this paper generates scenarios using Epoch-era analysis. A parametric model is created to determine the performance of a set of vessels defined by their length, beam, depth, crane capacity, speed, and transport strategy in the different scenarios. The strength of combining Epoch-era analysis and parametric modelling is that the performance criteria and input variables can be tailor-made to a stakeholders strategy resulting in robust input variables for the concept vessel design.
为了达到可持续发展目标并降低投资风险,未来海上风电安装船的要求需要更多的确定性和可预测性。为了捕捉快速变化的海上风电市场及其对船舶需求的影响,本文使用Epoch-era分析生成了场景。创建参数化模型来确定一组船舶在不同场景下的性能,这些船舶由其长度、横梁、深度、起重机容量、速度和运输策略定义。将Epoch-era分析和参数化建模相结合的优势在于,性能标准和输入变量可以根据利益相关者的策略量身定制,从而为概念船设计提供稳健的输入变量。
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引用次数: 0
Moving Towards Model Based Approval – The Open Class 3D Exchange (OCX) Standard 迈向基于模型的审批——开放式3D交换(OCX)标准
IF 0.4 4区 工程技术 Q4 ENGINEERING, MARINE Pub Date : 2022-11-28 DOI: 10.5750/ijme.v164ia2.1231
OC Astrup, O. Aae, T. Kus, O. Uyanik, B. Biterling, T. Bars, M. Polini, V. G, K. Yu, T. Seppälä, M. Son
Shipyards and classification societies must modify the traditional design documentation and review process and enable a direct 3D digital classification process to improve the exchange of information between the different stakeholders and ultimately accelerate the classification process. The Open Class 3D Exchange (OCX) standard represents a step-change in this context. The OCX is a vessel-specific standard addressing the information needs of the classification society and is a key enabler to replace traditional 2D class drawings with a 3D model. The successful and seamless exchange of the design models exported from 4 independent 3D CAD systems to the classification society’s rule calculation tool has been demonstrated. The application of the OCX models for the prescriptive rule calculations demonstrates that the OCX model can carry all the information required by the classification society’s Rules for this purpose. The possibility to also display the detailed features of the design model in a neutral web-based viewer provides the necessary capability for full visual verification of the design models.
造船厂和船级社必须修改传统的设计文档和审查流程,并启用直接的3D数字入级流程,以改善不同利益相关者之间的信息交换,最终加快入级过程。开放类3D交换(OCX)标准代表了这方面的一个阶段性变化。OCX是解决船级社信息需求的船舶特定标准,是用3D模型取代传统2D船级图纸的关键推动因素。演示了从4个独立的三维CAD系统导出的设计模型与船级社规则计算工具的成功无缝交换。OCX模型在规定性规则计算中的应用表明,OCX模型可以承载船级社规则为此目的所需的所有信息。还可以在中立的基于web的查看器中显示设计模型的详细特性,这为设计模型的完全可视化验证提供了必要的功能。
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引用次数: 0
DESIGN OF DRIVER ENVIRONMENT FOR RIGID INFLATABLE BOAT (RIB) WITH FOCUS ON USER-CENTRED DESIGN (UCD) 基于用户中心设计(ucd)的刚性充气艇(肋)驾驶环境设计
IF 0.4 4区 工程技术 Q4 ENGINEERING, MARINE Pub Date : 2022-11-28 DOI: 10.5750/ijme.v164ia2.792
Onder Erkarslan, Burcin Asici
The study aims to contribute to the literature by comprehensively discussing the importance of design methods to the company's competence in the commercial world and the importance of integrating design into the product development process in the early stages. The driver environment on today's boats is not ergonomically designed and this project aimed to design a new driver environment with improved ergonomics, user experience and aesthetically compelling for the market. The project was conducted with a user-centred design methodology, meaning that all team members were involved throughout the product development process to create design value for users with new solutions that meet their needs. The result is a new console, seating unit and hardtop design that takes into account the importance of ergonomics, user experience and manufacturability. These elements have not only integrated all the equipment in a user-friendly way, but also with easy maintenance and manufacturing options.
该研究旨在通过全面讨论设计方法对公司在商业世界中的竞争力的重要性,以及在早期阶段将设计融入产品开发过程的重要性,为文献做出贡献。目前船上的驾驶员环境并不符合人体工程学设计,该项目旨在设计一个新的驾驶员环境,具有更好的人体工程学,用户体验和美观的市场吸引力。该项目采用以用户为中心的设计方法进行,这意味着所有团队成员都参与了整个产品开发过程,以满足用户需求的新解决方案为用户创造设计价值。其结果是一个新的控制台,座位单元和硬顶设计,考虑到人体工程学,用户体验和可制造性的重要性。这些元素不仅以用户友好的方式集成了所有设备,而且还具有易于维护和制造的选项。
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引用次数: 0
Assessment Of Alternative Marine Fuels from Environmental, Technical, and Economic Perspectives Onboard Ultra Large Container Ship 从环境、技术和经济角度评估超大型集装箱船上的替代海洋燃料
IF 0.4 4区 工程技术 Q4 ENGINEERING, MARINE Pub Date : 2022-11-28 DOI: 10.5750/ijme.v164ia2.768
A. Elkafas, M. Rivarolo, A. Massardo
Ship emissions reduction targets are pushing the maritime industry towards more sustainable and cleaner energy solutions. Marine fuels play a major role in this because of the emissions resulting from the combustion process associated with the prime mover(s), therefore, one of the technical solutions is to replace conventional marine fuels with cleaner fuels. Hence the aim of this study is to undertake environmental, technical, and economic analysis of alternative fuels to reduce the environmental footprint and lifetime costs of the long-distance shipping sector. As a case study, an ultra large container ship operating on the East-West trade route has been considered, and the analysis focus ed on natural gas and methanol as alternative fuels. This study adopted three approaches : environmental, technical, and economic methods to compare the alternative fuels with the conventional ones. The results showed that a dual-fuel engine operated by natural gas will reduce CO2, SOx, and NOx emissions by 28%, 98% and 85%, respectively , when compared with emission values for a diesel-powered engine. Furthermore, the reduction percentages reach 7%, 95% and 80% when using a dual-fuel engine operated by methanol, respectively. The proposed dual-fuel engines will improve the ship energy efficiency index by 26% and 7%, respectively. The study shows that methanol is the most economical alternative fuel for this container ship, replacing diesel with methanol, leads to a power system that is only 30% more expensive than the existing one. The analysis confirms that the cost of fuel has a major effect on the ship’s life cycle cost and that by reducing the fuel costs, the costs of the power system become more acceptable.
船舶减排目标正在推动海事行业朝着更可持续、更清洁的能源解决方案发展。船用燃料在这方面发挥着重要作用,因为与原动机相关的燃烧过程会产生排放,因此,技术解决方案之一是用更清洁的燃料取代传统的船用燃料。因此,本研究的目的是对替代燃料进行环境、技术和经济分析,以减少长途运输部门的环境足迹和寿命成本。作为案例研究,考虑了一艘在东西方贸易路线上运营的超大型集装箱船,分析重点是天然气和甲醇作为替代燃料。这项研究采用了三种方法:环境、技术和经济方法来比较替代燃料和传统燃料。结果表明,与柴油发动机的排放值相比,由天然气运行的双燃料发动机将分别减少28%、98%和85%的CO2、SOx和NOx排放。此外,使用甲醇驱动的双燃料发动机时,还原率分别达到7%、95%和80%。拟议的双燃料发动机将使船舶能效指数分别提高26%和7%。研究表明,甲醇是这艘集装箱船最经济的替代燃料,用甲醇取代柴油,导致动力系统仅比现有系统贵30%。分析证实,燃料成本对船舶的生命周期成本有重大影响,通过降低燃料成本,动力系统的成本变得更容易接受。
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引用次数: 4
Full-scale URANS prediction of a vessel's transverse stability in wind and waves under lifting condition 提升条件下船舶在风浪中横向稳定性的全尺度URNS预测
IF 0.4 4区 工程技术 Q4 ENGINEERING, MARINE Pub Date : 2022-11-28 DOI: 10.5750/ijme.v164ia2.811
Yaru Yu, Z. Kok, S. Chai, H. Enshaei, M. Woodward
Predicting a vessel’s motion response is important for the design as well as evaluating its operability and sustainability. This is often performed in towing tanks through captive model tests in towing tanks. However, discrepancies exist between model-scale and full-scale results. Besides, quite often, the wind is not included in the test, resulting in unrealistic assumptions of static pressure and constant heeling lever from the wind. This paper presents a study on transverse stability under wind, waves, and lifting conditions, incorporating several series of URANS-based simulations in model-scale and full-scale. According to the results, scaling effects accounts for about 3~15% in terms of roll amplitudes and it seems to be both frictional-force-related and wave-frequency-dependent. Wind force exerts limited influence on the vessel’s transverse stability, however, in waves especially for longer wavelength, a wind of 25 m/s increases the roll amplitude up to 53% and it appears to be wave frequency-dependant. The correlation between roll motion and wind/waves/lifting is complicated but their combination produces way more influence than any individual factor alone, indicating none of them should be neglected.
预测船舶的运动响应对于设计以及评估其可操作性和可持续性都很重要。这通常是通过牵引罐中的圈养模型试验在牵引罐中进行的。然而,模型规模和全尺寸结果之间存在差异。此外,通常情况下,风不包括在测试中,导致风对静压和恒定横倾杆的假设不切实际。本文研究了风、波浪和升力条件下的横向稳定性,结合了几系列基于URANS的模型规模和全尺寸模拟。结果表明,按滚转幅度计算,尺度效应约占3~15%,它似乎既与摩擦力有关,又与波频有关。风力对船舶的横向稳定性影响有限,然而,在波浪中,尤其是在较长波长的波浪中,25 m/s的风会使横摇幅度增加53%,并且似乎与波浪频率有关。滚转运动与风/波浪/升力之间的相关性很复杂,但它们的组合产生的影响远大于任何单独因素,这表明它们都不应被忽视。
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引用次数: 0
PREDICTION OF WIND LOADS ON A HIGH-SPEED CATAMARAN DURING MANOEUVRING AT LOW SPEED 高速双体船低速操纵时风荷载的预测
IF 0.4 4区 工程技术 Q4 ENGINEERING, MARINE Pub Date : 2022-11-28 DOI: 10.5750/ijme.v164ia2.782
Saeid Amani, A. Henderson, J. Mcvicar, J. Binns
Abstract The influence of wind on a ship’s manoeuvring performance has always been an important issue, particularly in a harbour environment and during the ship’s docking or disembarking. These types of ships have relatively shallow draft and a smaller cross-sectional area below the waterline compared with their above waterline area. It is therefore important that the designer has appropriate tools for accurate station keeping prediction. This paper presents aerodynamic coefficient estimates for a 112m high-speed wave piercing catamaran (built by Incat Tasmania) using RANS-based Computational Fluid Dynamics (CFD) and Experimental Fluid Dynamics (EFD) from wind tunnel testing. It demonstrates that CFD and EFD can be used to complement each other in quantifying the magnitude and effects of wind loading on a high-speed wave piercing catamaran. The results from CFD simulations correspond well with the wind tunnel experiments.  
摘要风对船舶操纵性能的影响一直是一个重要的问题,特别是在港口环境和船舶停靠或下船过程中。这些类型的船舶吃水相对较浅,水线以下的横截面积比水线以上的面积小。因此,重要的是,设计师有适当的工具,以准确的工位保持预测。本文利用基于ranss的计算流体动力学(CFD)和实验流体动力学(EFD)的风洞测试,对一艘112米高速穿波双体船(由Incat Tasmania建造)的气动系数进行了估算。结果表明,CFD和EFD可以互补地量化高速穿波双体船风荷载的大小和影响。CFD模拟结果与风洞实验结果吻合较好。
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引用次数: 0
期刊
International Journal of Maritime Engineering
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