期刊文献+
共找到458篇文章
< 1 2 23 >
每页显示 20 50 100
Developing and Applying a Ship Operation Energy Efficiency Evaluation Index Using SEEMP: a Case Study of South Korea 被引量:2
1
作者 Nam-kyun IM Bora Choe Chung-Hwan Park 《Journal of Marine Science and Application》 CSCD 2019年第2期185-194,共10页
The CO2 emission reduction policy of the International Maritime Organization(IMO)recommends that the operation of ships,managed by maritime transport companies,should be energy-efficient.An evaluation method that can ... The CO2 emission reduction policy of the International Maritime Organization(IMO)recommends that the operation of ships,managed by maritime transport companies,should be energy-efficient.An evaluation method that can determine how successfully a ship implements the energy efficiency plan is proposed in this study.To develop this method,the measures required for energy-efficient ship operations according to the Ship Energy Efficiency Management Plan(SEEMP)operational guidelines were selected.The weights of the selected measures,which indicate how they contribute to the energy-efficient operation of a ship,were derived using a survey based on the analytic hierarchy process(AHP)method.Consequently,using these measures and their weights,a new evaluation method was proposed.This evaluation method was applied to shipping companies in South Korea,and their ship operation energy efficiency indices were derived and compared.This evaluation method will be useful to the government and shipping companies in assessing the energy efficiency of ship operations. 展开更多
关键词 ship GREENHOUSE gas ship ENERGY efficiency Management Plan ENERGY efficiency Operational Indicator ENERGY efficiency Design Index
在线阅读 下载PDF
Energy Efficiency Operating Indicator Forecasting and Speed Design Optimization for Polar Ice Class Merchant Vessels
2
作者 LU Yu LI Chen−ran +3 位作者 ZHU Xiang−hang LI Shi−an GU Zhu−hao LIU She−wen 《船舶力学》 北大核心 2025年第6期901-911,共11页
In order to accurately forecast the main engine fuel consumption and reduce the Energy Efficiency Operational Indicator(EEOI)of merchant ships in polar ice areas,the energy transfer relationship between ship-machine-p... In order to accurately forecast the main engine fuel consumption and reduce the Energy Efficiency Operational Indicator(EEOI)of merchant ships in polar ice areas,the energy transfer relationship between ship-machine-propeller is studied by analyzing the complex force situation during ship navigation and building a MATLAB/Simulink simulation platform based on multi-environmental resistance,propeller efficiency,main engine power,fuel consumption,fuel consumption rate and EEOI calculation module.Considering the environmental factors of wind,wave and ice,the route is divided into sections,the calculation of main engine power,main engine fuel consumption and EEOI for each section is completed,and the speed design is optimized based on the simulation model for each section.Under the requirements of the voyage plan,the optimization results show that the energy efficiency operation index of the whole route is reduced by 3.114%and the fuel consumption is reduced by 9.17 t. 展开更多
关键词 Energy efficiency Operational Indicator ice-class ships segment division design optimization
在线阅读 下载PDF
Research on the Definition and Influence of New Production of Ship Industry Index of Energy Efficiency on the Ship Design Process
3
作者 Wang Ya Tao Wu Fei 《International Journal of Technology Management》 2015年第9期102-104,共3页
In this paper, we conduct research on the definition and influence of new production of ship industry index of energy efficiency on the ship design process. Ship energy saving is the key to energy saving ship form opt... In this paper, we conduct research on the definition and influence of new production of ship industry index of energy efficiency on the ship design process. Ship energy saving is the key to energy saving ship form optimization design. In the ship under the conditions of use, and to optimize the design of the hull lines with boat, minimize the ship resistance, with the final choice of ship host fuel-sipping. Our research combine the characteristics of the energy efficiency with the shipbuilding industry with the novel and innovative design pattern which will be meaningful. 展开更多
关键词 Energy efficiency ship Industry ship Design Process Definition and Influence.
在线阅读 下载PDF
Research on the Definition and Influence of New Production of Ship Industry Index of Energy Efficiency on the Ship Design Process
4
作者 Wang Ya Tao Wu Fei 《International Journal of Technology Management》 2015年第11期7-9,共3页
In this paper, we conduct research on the definition and influence of new production of ship industry index of energy efficiency on the ship design process. Ship energy saving is the key to energy saving ship form opt... In this paper, we conduct research on the definition and influence of new production of ship industry index of energy efficiency on the ship design process. Ship energy saving is the key to energy saving ship form optimization design. In the ship under the conditions of use, and to optimize the design of the hull lines with boat, minimize the ship resistance, with the final choice of ship host fuel-sipping. Our research combine the characteristics of the energy efficiency with the shipbuilding industry with the novel and innovative design pattern which will be meaningful. 展开更多
关键词 Energy efficiency ship Industry ship Design Process Definition and Influence.
在线阅读 下载PDF
Train-the-Trainer Course on Energy Efficient Operation of Ships
5
作者 Raphael Baumler Aykut I.Olcer +4 位作者 Anne Pazaver Takeshi Nakazawa Michael Baldauf Daniel Moon Clive Cole 《American Journal of Climate Change》 2014年第4期404-412,共9页
The International Maritime Organization (IMO) expanded, in 2011, its air emissions control regulations by encouraging energy efficiency and added them to MARPOL Annex VI. To assist national implementation of these new... The International Maritime Organization (IMO) expanded, in 2011, its air emissions control regulations by encouraging energy efficiency and added them to MARPOL Annex VI. To assist national implementation of these new regulations, the IMO-KOICA partnership sponsored the development of a Train-the-Trainer (TTT) project on energy efficient operation of ships. The first project objective was to develop a comprehensive training package, which covers company policy and shipping contracts, port/ship interaction, ship technical solutions and day-to-day ship management. The second objective was to enhance capacity building in developing countries by creating a pool of instructors able to raise awareness in their respective regions using the dedicated training material. During each session, pedagogic support tools backed the content delivery. Forty-one participants from thirty-two countries attended two sessions of the TTT course. The TTT training formula, blending content and pedagogics, demonstrated its efficiency by committing and challenging each participant during the entire course. The outcome of the final day assessment showed that participants captured the essence of the issues and were able to absorb the basics of pedagogy to support the distribution of the training content and spread awareness. Know-how gained through TTT will contribute to the advancement of knowledge in promoting sustainable maritime transport development as advanced by the IMO. It is the authors’ strong belief that the way that the TTT course is designed, developed and delivered provides unique benefits for the participants and their countries. 展开更多
关键词 GHG Emissions Capacity Building Energy efficiency International shipping Developing Countries Education and Training Environmental Sustainability
暂未订购
Multi-Objective Dynamic Induction Research of Ship Routes in the Context of Low Carbon Shipping
6
作者 He Zhang Junfeng Dong Siyuan Kong 《哈尔滨工程大学学报(英文版)》 2025年第3期593-605,共13页
To improve the efficiency of ship traffic in frequently traded sea areas and respond to the national“dual-carbon”strategy,a multi-objective ship route induction model is proposed.Considering the energy-saving and en... To improve the efficiency of ship traffic in frequently traded sea areas and respond to the national“dual-carbon”strategy,a multi-objective ship route induction model is proposed.Considering the energy-saving and environmental issues of ships,this study aims to improve the transportation efficiency of ships by providing a ship route induction method.Ship data from a certain bay during a defined period are collected,and an improved backpropagation neural network algorithm is used to forecast ship traffic.On the basis of the forecasted data and ship route induction objectives,dynamic programming of ship routes is performed.Experimental results show that the routes planned using this induction method reduce the combined cost by 17.55%compared with statically induced routes.This method has promising engineering applications in improving ship navigation efficiency,promoting energy conservation,and reducing emissions. 展开更多
关键词 Dynamic route induction Low-carbon shipping Short-term vessel flow prediction Multi-objective induction model Maritime transport efficiency
在线阅读 下载PDF
Operational Options for Green Ships 被引量:7
7
作者 Salma Sherbaz Wenyang Duan 《Journal of Marine Science and Application》 2012年第3期335-340,共6页
Environmental issues and rising fuel prices necessitate better energy-etlicwncy in all sectors, The shipping industry is one of the major stakeholders, responsible for 3% of global CO2 emissions, 14%-15% of global NOx... Environmental issues and rising fuel prices necessitate better energy-etlicwncy in all sectors, The shipping industry is one of the major stakeholders, responsible for 3% of global CO2 emissions, 14%-15% of global NOx emissions, and 16% of global SOx emissions. In addition, continuously rising fuel prices are also an incentive to focus on new ways for better energy-effectiveness. The green ship concept requires exploring and implementing technology on ships to increase energy-efficiency and reduce emissions. Ship operation is an important topic with large potential to increase cost-and-energy-effectiveness. This paper provided a comprehensive review of basic concepts, principles, and potential of operational options for green ships. The key challenges pertaining to ship crew i.e. academic qualifications prior to induction, in-service training and motivation were discussed. The author also deliberated on remedies to these challenges. 展开更多
关键词 green ship ship operational efficiency weather routing slow steaming trim optimization
在线阅读 下载PDF
Study on Anti-ship Missile Saturation Attack Model 被引量:1
8
作者 王光辉 孙学锋 +1 位作者 严建钢 谢宇鹏 《Defence Technology(防务技术)》 SCIE EI CAS 2010年第1期10-15,共6页
Based on the analysis for the interception process of ship-to-air missile system to the anti-ship missile stream, the antagonism of ship-to-air missile and anti-ship missile stream was modeled by Monte Carlo method. T... Based on the analysis for the interception process of ship-to-air missile system to the anti-ship missile stream, the antagonism of ship-to-air missile and anti-ship missile stream was modeled by Monte Carlo method. This model containing the probability of acquiring anti-ship missile, threat estimation, firepower distribution, interception, effectiveness evaluation and firepower turning, can dynamically simulate the antagonism process of anti-ship missile attack stream and anti-air missile weapon system. The anti-ship missile's saturation attack stream for different ship-to-air missile systems can be calculated quantitatively. The simulated results reveal the relations among the anti-ship missile saturation attack and the attack intensity of anti-ship missile, interception mode and the main parameters of anti-air missile weapon system. It provides a theoretical basis for the effective operation of anti-ship missile. 展开更多
关键词 operational research system engineering anti-ship missile ship-to-air missile saturation attack antagonism model penetrate efficiency
在线阅读 下载PDF
Future Outlook of Artificial Cavity Application for Reducing Hydrodynamic Resistance of Containerships
9
作者 Valery Borusevich Alexander Poustoshnyl +1 位作者 Andrey Sverchkov Giorgio Trincas 《Journal of Energy and Power Engineering》 2017年第3期150-159,共10页
Absolute commitment to reduce the impact of greenhouse gas emissions while increasing fuel efficiency and power density requires further enhancement of prime mover characteristics and special coatings, but mostly requ... Absolute commitment to reduce the impact of greenhouse gas emissions while increasing fuel efficiency and power density requires further enhancement of prime mover characteristics and special coatings, but mostly requires compliance with EEDI (energy efficiency design index) measures. For the container shipping industry this represents significant increases in fuel costs that can be mitigated above all by reduction of power demand, that is, of ship frictional resistance. In this respect, this paper discusses advantages attainable by application of the ACS (air cavity system) technology on the basis of recent KSRC (Krylov State Research Centre) studies Savings in operating costs yielded by the enhanced propulsion performance for ships fitted with this system are illustrated by a case study of a containership. 展开更多
关键词 Air cavity containership fuel saving energy efficiency green ship.
在线阅读 下载PDF
面向2050温室气体排放控制战略的船舶低碳化发展趋势
10
作者 欧阳梅花 马振平 朱建璋 《船舶工程》 北大核心 2025年第8期I0028-I0040,共13页
[目的]减少温室气体排放(GHG)是应对气候变化影响的关键措施。《巴黎协定》框架下,国际海事组织积极制定战略,以减少船舶温室气体排放。特别是国际海事组织(IMO)海洋环境保护委员会第80届会议,制定了面向2050船舶温室气体减排战略。[方... [目的]减少温室气体排放(GHG)是应对气候变化影响的关键措施。《巴黎协定》框架下,国际海事组织积极制定战略,以减少船舶温室气体排放。特别是国际海事组织(IMO)海洋环境保护委员会第80届会议,制定了面向2050船舶温室气体减排战略。[方法]分析面向2050船舶温室气体减排战略的近期具体要求、中长期目标,[结果]研究出船舶低碳化近期应对和中、长期脱碳途径,[结论]分析出船舶低碳化发展趋势。 展开更多
关键词 船舶脱碳 温室气体排放控制 船舶能效 碳强度
原文传递
邮轮全船能效评估及优化措施研究
11
作者 顾雅娟 崔艳 陈实 《船舶》 2025年第6期27-35,共9页
为准确评估邮轮全船能效并提出优化方向,需建立邮轮各系统能效评估的计算公式,并结合实船计算分析,以揭示全船能耗分布特征。该文首先构建了邮轮能耗系统典型模型,包括船舶推进系统、电力系统和热力系统;然后采用热力学第一定律,建立了... 为准确评估邮轮全船能效并提出优化方向,需建立邮轮各系统能效评估的计算公式,并结合实船计算分析,以揭示全船能耗分布特征。该文首先构建了邮轮能耗系统典型模型,包括船舶推进系统、电力系统和热力系统;然后采用热力学第一定律,建立了各系统能耗、做功及能量损失的相应计算公式和方法,并开展了某中型豪华邮轮的实船完整航次计算分析;最后通过对计算结果的分析,发现邮轮用于游客服务的相关设备和系统的能耗在全船能耗中占比约50%,这与国际海事组织的豪华邮轮能效设计指数计算方法中,辅机功率以主机功率的一定比例(约5%)来简化处理的方式有较大差异。研究结果为邮轮的全船能效评估提供了方法,为后续提出对国际海事组织邮轮能效评估方法的修订建议奠定了基础,揭示的邮轮全船能耗分布特征对邮轮能效设计优化和现有邮轮改装具有指导意义。 展开更多
关键词 邮轮 能耗系统 全船能效评估 全船能效优化
在线阅读 下载PDF
R1234ze及其混合工质的船舶余热TEG-ORC联合循环性能模拟与优化
12
作者 柳长昕 石飞雄 +4 位作者 王锋 李怡然 乔广超 孙德平 李华安 《交通运输工程学报》 北大核心 2025年第1期160-171,共12页
为提高船舶航行中的能源效率,以船舶余热为研究对象,研究了基于温差发电-有机朗肯(TEG-ORC)联合循环的船舶余热回收系统中的工质选择问题;构建了TEG-ORC联合循环系统热力学和经济性模型,分别研究了采用R1234ze单工质和R245fa/R1234ze混... 为提高船舶航行中的能源效率,以船舶余热为研究对象,研究了基于温差发电-有机朗肯(TEG-ORC)联合循环的船舶余热回收系统中的工质选择问题;构建了TEG-ORC联合循环系统热力学和经济性模型,分别研究了采用R1234ze单工质和R245fa/R1234ze混合工质时联合循环系统的性能参数;将系统输出功率、热效率和发电成本作为评价指标,对比了采用不同混合比时系统的输出性能;以系统最高输出功率和最低发电成本作为优化分析的指标,明确了采用混合工质时该联合循环系统的最优配置。分析结果表明:采用R1234ze单工质时联合循环系统最大输出功率为1836 W,最小发电成本为0.493元·(kW·h)^(-1),最大热效率为17.09%;随着混合工质中R245fa组分的不断增大,相对于R1234ze单工质,系统的输出功率最大提高了12%;相对于R245fa单工质,系统的发电成本最大降低了54%,对应的输出功率提高了10%;确定了R245fa/R1234ze的最优混合比为0.9,此时系统最大输出功率为2076 W,最小发电成本为0.231元·(kW·h)^(-1),最大热效率为34.5%;相对于采用R1234ze单工质,采用混合工质的系统最大输出功率提高了13%,最大热效率提高了102%,最小发电成本降低了53%;在系统采用最优混合比工质时确定了系统最佳输出功率为2076 W,此时TEG模块数量为33,工质流速为0.06 kg·s^(-1),蒸发压力为1000 kPa。可见采用混合工质进一步提升了联合循环系统输出性能以及对于冷热源匹配性。 展开更多
关键词 船舶能效 余热回收 TEG-ORC联合循环 混合工质 仿真模拟
原文传递
舰船“人机工效”测试指标选择与方法研究
13
作者 戚双斌 陈夫余 瓮雷 《舰船电子工程》 2025年第8期149-155,共7页
针对目前舰船人机工效研究大多在单系统设备设计研制和测试上的缺陷,急需形成一套针对舰船全系统人机工效的测试与评价方法。论文结合人机工效概念指标要求和舰船系统组成,进行了全船全系统人机工效测试指标选择和评估方法设计,形成了... 针对目前舰船人机工效研究大多在单系统设备设计研制和测试上的缺陷,急需形成一套针对舰船全系统人机工效的测试与评价方法。论文结合人机工效概念指标要求和舰船系统组成,进行了全船全系统人机工效测试指标选择和评估方法设计,形成了一套完整的测试方案,并应用于某两型舰船的鉴定试验中。为后续舰船人机工效测试鉴定奠定了理论和实践基础,也为人机工效评价提供了一个新思路。 展开更多
关键词 舰船人机工效 战斗力 性能鉴定 指标分析 实船测试
在线阅读 下载PDF
船舶建造中的精度技术 被引量:4
14
作者 陈真 朱嘉晟 +2 位作者 陈潇潇 袁浩宇 弥思瑶 《船舶标准化工程师》 2025年第1期11-16,共6页
为了进一步提升造船的质量,减少由于精度控制缺陷导致的返工等问题的发生,以促进国内船舶建造过程中精度控制技术的发展,从船舶制造管理要点等角度探讨当前中国船企在精度技术上存在的缺陷,围绕船舶建造精度管理及控制技术开展相应的理... 为了进一步提升造船的质量,减少由于精度控制缺陷导致的返工等问题的发生,以促进国内船舶建造过程中精度控制技术的发展,从船舶制造管理要点等角度探讨当前中国船企在精度技术上存在的缺陷,围绕船舶建造精度管理及控制技术开展相应的理论研究与技术论证,分析船舶建造精度发展的关键技术。结果表明,当前国内船舶制造企业亟待解决的问题主要集中于精度标准的制定、检测智能化的程度、检测技术及仪器开发等方面。研究成果可为船舶建造精度技术的进一步发展提供一定参考。 展开更多
关键词 船舶建造 精度技术 船舶质量 生产效率
在线阅读 下载PDF
内河船舶混合动力系统能效分析与提升方法
15
作者 张迎煊 任兴豪 +3 位作者 胡宾 杨峰 徐家润 麻冰瑶 《船舶工程》 北大核心 2025年第S1期466-475,497,共11页
[目的]为解决内河船混合动力系统监测数据质量差、分析难,船舶节能理论难以指导实践以及混合动力系统难以发挥能效提升价值的现实问题,提出基于实船监测数据的特征提取与能效提升方法。[方法]以某型7 500吨级长江混合动力散货船为对象,... [目的]为解决内河船混合动力系统监测数据质量差、分析难,船舶节能理论难以指导实践以及混合动力系统难以发挥能效提升价值的现实问题,提出基于实船监测数据的特征提取与能效提升方法。[方法]以某型7 500吨级长江混合动力散货船为对象,设计包含数据检验、补充、切分与清洗等多步骤特征提取流,基于船舶特征分析能效水平并建立优化模型,采取海洋捕食者算法制定最佳节能策略。[结果]结果表明:船舶特征与航速试验高度吻合,平均偏差仅5.16%;相较柴油机模式,电力推进或轴带发电模式可令全年油耗降低7.42%或13.71%;应用海洋捕食者算法后可进一步降低9.51%。[结论]研究成果可为落地节能理论、优化营运策略和提升整船能效等提供方案指导,预期可为内河船动力系统升级提供可观助力,对促进内河航运绿色发展具有重要意义。 展开更多
关键词 内河船舶 混合动力系统 能效分析与提升 实船数据
原文传递
Mn-Ce-O_(x)低温催化氧化NO及促进船舶SCR效率的研究
16
作者 张天鹏 席鸿远 +2 位作者 周松 张钊 孙昂 《内燃机学报》 北大核心 2025年第4期349-356,共8页
甲烷(CH_(4))催化氧化可以有效处理液化天然气(LNG)船舶CH_(4)逃逸,但也催化氧化了尾气中的NO.为了研究LNG船舶CH_(4)氧化装置对选择性催化还原(SCR)系统的影响,基于自行搭建的脱硝试验平台,构建基于锰铈氧化物(Mn-Ce-O_(x))催化剂与商... 甲烷(CH_(4))催化氧化可以有效处理液化天然气(LNG)船舶CH_(4)逃逸,但也催化氧化了尾气中的NO.为了研究LNG船舶CH_(4)氧化装置对选择性催化还原(SCR)系统的影响,基于自行搭建的脱硝试验平台,构建基于锰铈氧化物(Mn-Ce-O_(x))催化剂与商业钒基催化剂的联合催化反应体系,研究了反应温度、催化剂种类、空速和杂质气体干扰对Mn-Ce-O_(x)催化氧化NO和促进催化还原NO_(x)的影响.结果表明:NO体积分数从0.05%升到0.20%、O_(2)体积分数从17.00%降到5.00%时,NO氧化效率小幅度降低.在脱硝效率方面,相同条件下Mn-Ce-O_(x)大幅度促进了SCR的脱硝效率,在反应温度为180℃、空速为21356 h^(-1)且摩尔比n(NO)/n(NH_(3))为1.0∶1.1时脱硝效率可以达到86.80%,并可以将整体催化剂体积降低50.7%,进而降低SCR系统的占用空间. 展开更多
关键词 船舶 选择性催化还原 催化氧化 氧化效率
在线阅读 下载PDF
船舶能效智能管理系统研究与应用现状
17
作者 孙淼 蔡智媛 +1 位作者 余龙 齐鸣 《船舶工程》 北大核心 2025年第2期13-22,37,共11页
[目的]为提升船舶运营效率,满足船舶行业的绿色化和智能化发展需求,对集成有监测、分析和辅助决策功能的船舶能效智能管理系统进行研究。[方法]重点围绕船舶能效智能管理系统设计开发的关键内容,探讨数据传输存储以及船舶能效的优化方... [目的]为提升船舶运营效率,满足船舶行业的绿色化和智能化发展需求,对集成有监测、分析和辅助决策功能的船舶能效智能管理系统进行研究。[方法]重点围绕船舶能效智能管理系统设计开发的关键内容,探讨数据传输存储以及船舶能效的优化方法、优化效果及其检验方法等核心问题,系统分析船舶能效智能管理的研究与应用现状。[结果]研究发现,尽管当前船舶能效智能管理系统研究已取得一定进展,但仍处于理论研究阶段,距离实际应用还有一定路程,面临着诸多挑战。具体挑战包括:国内船舶能效智能管理系统研究多停留在数据采集与简单分析阶段,缺乏对数据质量、传输效率和共享机制的深入研究;能效优化技术研究超前,与实际应用需求脱节,且缺乏实时优化研究和统一的优化效果验证标准。[结论]该研究旨在找出这些不足和挑战,为船舶能效智能管理未来的研究重点和发展方向提供指导和参考。 展开更多
关键词 船舶能效 智能管理系统 能效优化 检验方法 实际应用
原文传递
面向能效优化的内河航道智能划分方法
18
作者 张瀚宇 尹奇志 +3 位作者 王春英 钱巍文 张露 秦乐天 《交通信息与安全》 北大核心 2025年第1期97-106,共10页
内河航道航段的自动科学划分对提升船舶能效模型的精度具有重要意义。针对船舶能效优化过程中,根据航段划分结果构建的各航段油耗预测模型和航速预测模型精度不高等问题,研究了1种基于能效优化的内河航道智能划分方法。该方法通过归一... 内河航道航段的自动科学划分对提升船舶能效模型的精度具有重要意义。针对船舶能效优化过程中,根据航段划分结果构建的各航段油耗预测模型和航速预测模型精度不高等问题,研究了1种基于能效优化的内河航道智能划分方法。该方法通过归一化处理以及构建通航环境参数与船舶能效的相关性系数将通航环境参数对船舶能效的影响程度纳入到通航环境数据聚类中,运用K-means聚类算法将整条航线划分为多段;运用随机森林(random forest,RF)算法建立各航段的船舶油耗预测模型和船舶航速预测模型;通过优化聚类数量实现船舶能效模型综合平均绝对百分比误差(mean absolute percentage error,MAPE)最低。以1艘内河散货船为研究对象,对该方法进行实例应用和验证,并分析了数据量对船舶能效模型综合精度的影响。研究结果表明:通过优化聚类数量可以实现船舶能效模型综合精度的提升,采用该方法构建第1航次的油耗预测模型和航速预测模型,实现船舶能效模型综合MAPE由3.53%降低至3.32%;增加构建船舶能效模型的能效相关数据的数据量有利于船舶能效模型综合精度的提升,当对象船舶用于建模的能效数据由1个航次增加到5个航次时,船舶能效模型综合MAPE由3.32%降低至1.65%;不同建模数据的最佳聚类数量不同,通过取多航次的综合最佳聚类数可实现航道的优化划分;所提出航道划分方法得到的能效模型综合MAPE比常用航道划分方法得到的能效模型综合MAPE降低了0.54%,验证了所提出的航道划分方法对提升船舶能效预测模型精度的有效性。 展开更多
关键词 能效优化 内河船舶 航段划分 K-MEANS聚类算法
在线阅读 下载PDF
Data fusion and machine learning for ship fuel efficiency modeling:Part Ⅱ-Voyage report data,AIS data and meteorological data 被引量:4
19
作者 Yuquan Du Yanyu Chen +2 位作者 Xiaohe Li Alessandro Schonborn Zhuo Sun 《Communications in Transportation Research》 2022年第1期222-243,共22页
When voyage report data is utilized as the main data source for ship fuel efficiency analysis,its information on weather and sea conditions is often regarded as unreliable.To solve this issue,this study approaches AIS... When voyage report data is utilized as the main data source for ship fuel efficiency analysis,its information on weather and sea conditions is often regarded as unreliable.To solve this issue,this study approaches AIS data to obtain the ship's actual detailed geographical positions along its sailing trajectory and then further retrieve the weather and sea condition information from publicly accessible meteorological data sources.These more reliable data about weather and sea conditions the ship sails through is fused into voyage report data in order to improve the accuracy of ship fuel consumption rate models.Eight 8100-TEU to 14,000-TEU containerships from a global shipping company were used in experiments.For each ship,nine datasets were constructed based on data fusion and eleven widely-adopted machine learning models were tested.Experimental results revealed the benefits of fusing voyage report data,AIS data,and meteorological data in improving the fit performances of machine learning models of forecasting ship fuel consumption rate.Over the best datasets,the performances of several decision tree-based models are promising,including Extremely randomized trees(ET),AdaBoost(AB),Gradient Tree Boosting(GB)and XGBoost(XG).With the best datasets,their R^(2) values over the training sets are all above 0.96 and mostly reach the level of 0.99-1.00,while their R^(2) values over the test sets are in the range from 0.75 to 0.90.Fit errors of ET,AB,GB,and XG on daily bunker fuel consumption,measured by RMSE and MAE,are usually between 0.8 and 4.5 ton/day.These results are slightly better than our previous study,which confirms the benefits of adopting the actual geographical positions of the ship recorded by AIS data,compared with the estimated geographical positions derived from the great circle route,in retrieving weather and sea conditions the ship sails through. 展开更多
关键词 ship fuel efficiency Fuel consumption rate Voyage report AIS Data fusion Machine learning
在线阅读 下载PDF
考虑燃油消耗异质性的船舶进港效率与能耗协同优化
20
作者 郭文强 张新宇 杨嵩旭 《交通运输系统工程与信息》 北大核心 2025年第4期297-305,共9页
针对不同类型船舶在进港过程中燃油消耗差异显著,调度效率与能耗优化难以兼顾的问题,本文研究考虑燃油消耗异质性的船舶进港效率与能耗协同优化方法,构建以最小化船舶总进港时间与总燃油消耗为目标的双目标混合整数非线性规划模型,提出... 针对不同类型船舶在进港过程中燃油消耗差异显著,调度效率与能耗优化难以兼顾的问题,本文研究考虑燃油消耗异质性的船舶进港效率与能耗协同优化方法,构建以最小化船舶总进港时间与总燃油消耗为目标的双目标混合整数非线性规划模型,提出一种深度Q网络(DQN)驱动的协同元启发式算法求解模型。算法设计中引入改进的Nawaz-Enscore-Ham启发式方法生成初始调度序列,并构建基于DQN的双种群协作搜索框架以动态调整船舶进港顺序与航速配置。以天津港典型调度实例为背景开展仿真对比实验,结果显示,深度Q网络驱动的协同元启发式算法在目标空间中解的质量与分布性能均优于传统启发式方法。与商业求解器CPLEX相比,该算法在求解效率上实现了指数级提升,其两个目标函数的综合偏差控制在2.04%~12.82%,能够稳定地获得接近最优的高质量近似解。进一步对比分析表明,在考虑燃油效率异质性的条件下,船舶的调度优先级发生明显变化,印证了能耗结构差异对进港组织策略的显著影响。 展开更多
关键词 水路运输 效率和油耗优化 深度Q网络 进港船舶 双种群协作框架
在线阅读 下载PDF
上一页 1 2 23 下一页 到第
使用帮助 返回顶部