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Experiment Study on the Exhaust-Gas Heat Exchanger for Small and Medium-Sized Marine Diesel Engine
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作者 Li Luo Yuhang Fan +3 位作者 Yu Wang Peiyong Ni Xuewen Zhang Guannan Xi 《Energy Engineering》 EI 2023年第1期125-145,共21页
This paper aims to design a special exchanger to recover the exhaust gas heat of marine diesel engines used in small and medium-sized fishing vessels,which can then be used to heat water up to 55°C–85°C for... This paper aims to design a special exchanger to recover the exhaust gas heat of marine diesel engines used in small and medium-sized fishing vessels,which can then be used to heat water up to 55°C–85°C for membrane desalination devices to produce fresh water.A new exhaust-gas heat exchanger of fins and tube,with a reinforced heat transfer tube section,unequal spacing fins,a mixing zone between the fin groups and four routes tube bundle,was designed.Numerical simulations were also used to provide reference information for structural design.Experiments were carried out for exhaust gas waste heat recovery from a marine diesel engine in an engine test bench utilizing the heat exchanger.The experimental results show that the difference between heat absorption by water and heat reduction of exhaust gas is less than 6.5%.After the water flow rate was adjusted,the exhaust gas waste heat recovery efficiency was higher than 70%,and the exhaust-gas heat exchanger’s outlet water temperature was 55°C–85°C at different engine loads.This means that the heat recovery from the exhaust gas of a marine diesel engine meets the requirement to drive a membrane desalination device to produce fresh water for fishers working in small and medium-sized fishing vessels. 展开更多
关键词 marine diesel engine exhaust gas waste heat recovery heat exchanger flow field simulation experimental analysis
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Complete Modeling for Systems of a Marine Diesel Engine 被引量:6
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作者 Hassan Moussa Nahim Rafic Younes +1 位作者 Chadi Nohra Mustapha Ouladsine 《Journal of Marine Science and Application》 CSCD 2015年第1期93-104,共12页
This paper presents a simulator model of a marine diesel engine based on physical, semi-physical, mathematical and thermodynamic equations, which allows fast predictive simulations The whole engine system is divided i... This paper presents a simulator model of a marine diesel engine based on physical, semi-physical, mathematical and thermodynamic equations, which allows fast predictive simulations The whole engine system is divided into several functional blocks: cooling, lubrication, air, injection, combustion and emissions. The sub-models and dynamic characteristics of individual blocks are established according to engine working principles equations and experimental data collected from a marine diesel engine test bench for SIMB Company under the reference 6M26SRP1. The overall engine system dynamics is expressed as a set of simultaneous algebraic and differential equations using sub-blocks and S-Functions of Matlab/Simulink. The simulation of this model, implemented on Matlab/Simulink has been validated and can be used to obtain engine performance, pressure, temperature, efficiency, heat release, crank angle, fuel rate, emissions at different sub-blocks. The simulator will be used, in future work, to study the engine performance in faulty conditions, and can be used to assist marine engineers in fault diagnosis and estimation (FDI) as well as designers to predict the behavior of the cooling system, lubrication system, injection system, combustion, emissions, in order to optimize the dimensions of different components. This program is a platform for fault simulator, to investigate the impact on sub-blocks engine's output of changing values for faults parameters such as: faulty fuel injector, leaky cylinder, worn fuel pump, broken piston rings, a dirty turbocharger, dirty air filter, dirty air cooler, air leakage, water leakage, oil leakage and contamination, fouling of heat exchanger, pumps wear, failure of injectors (and many others). 展开更多
关键词 marine diesel engine engine system cooling system lubrication system air system injection system combustion system emissions system fault diagnosis and estimation (FDI)
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Optimization of the Performance of Marine Diesel Engines to Minimize the Formation of SO_x Emissions 被引量:6
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作者 Mina Tadros Manuel Ventura C.Guedes Soares 《Journal of Marine Science and Application》 CSCD 2020年第3期473-484,共12页
Optimization procedures are required to minimize the amount of fuel consumption and exhaust emissions from marine engines.This study discusses the procedures to optimize the performance of any marine engine implemente... Optimization procedures are required to minimize the amount of fuel consumption and exhaust emissions from marine engines.This study discusses the procedures to optimize the performance of any marine engine implemented in a 0D/1D numerical model in order to achieve lower values of exhaust emissions.From that point,an extension of previous simulation researches is presented to calculate the amount of SOx emissions from two marine diesel engines along their load diagrams based on the percentage of sulfur in the marine fuel used.The variations of SOx emissions are computed in g/k W·h and in parts per million(ppm)as functions of the optimized parameters:brake specific fuel consumption and the amount of air-fuel ratio respectively.Then,a surrogate model-based response surface methodology is used to generate polynomial equations to estimate the amount of SOx emissions as functions of engine speed and load.These developed non-dimensional equations can be further used directly to assess the value of SOx emissions for different percentages of sulfur of the selected or similar engines to be used in different marine applications. 展开更多
关键词 marine diesel engine Standard procedures SO_x emissions Surrogate model Response surface methodology
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Validation of an Emission Model for a Marine Diesel Engine with Data from Sea Operations 被引量:4
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作者 Luigia Mocerino CGuedes Soares +2 位作者 Enrico Rizzuto Flavio Balsamo Franco Quaranta 《Journal of Marine Science and Application》 CSCD 2021年第3期534-545,共12页
In this study,a model is developed to simulate the dynamics of an internal combustion engine,and it is calibrated and validated against reliable experimental data,making it a tool that can effectively be adopted to co... In this study,a model is developed to simulate the dynamics of an internal combustion engine,and it is calibrated and validated against reliable experimental data,making it a tool that can effectively be adopted to conduct emission predictions.In this work,the Ricardo WAVE software is applied to the simulation of a particular marine diesel engine,a four-stroke engine used in the maritime field.Results from the bench tests are used for the calibration of the model.Finally,the calibration of the model and its validation with full-scale data measured at sea are presented.The prediction includes not only the classic engine operating parameters for a comparison with surveys but also an estimate of nitrogen oxide emissions,which are compared with similar results obtained with emission factors.The calibration of the model made it possible to obtain an overlap between the simulation results and real data with an average error of approximately 7%on power,torque,and consumption.The model provides encouraging results,suggesting further applications,such as in the study on transient conditions,coupling of the engine model with the ship model for a complete simulation of the operating conditions,and optimization studies on consumption and emissions.The availability of the emission data during the sea trial and validated simulation results are the strengths and novelties of this work. 展开更多
关键词 SIMULATION marine diesel engine model Four-stroke engine Exhaust emissions Nitrogen oxide emissions Sea trials
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Research on H_2 speed governor for diesel engine of marine power station
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作者 HUANG Man-lei 《Journal of Marine Science and Application》 2007年第3期51-57,共7页
The frequency stability of a marine power system is determined by the dynamic characteristic of the diesel engine speed regulation system in a marine power station. In order to reduce the effect of load disturbances a... The frequency stability of a marine power system is determined by the dynamic characteristic of the diesel engine speed regulation system in a marine power station. In order to reduce the effect of load disturbances and improve the dynamic precision of a diesel engine speed governor, a controller was designed for a diesel engine speed regulation system using H2 control theory. This transforms the specifications of the system into a standard H2 control problem. Firstly, the mathematical model of a diesel engine speed regulation system using an H2 speed governor is presented. To counter external disturbances and model uncertainty, the design of an H, speed governor rests on the problem of mixed sensitivity. Computer simulation verified that the H2 speed governor improves the dynamic precision of a system and the ability to adapt to load disturbances, thus enhancing the frequency stability of marine power systems. 展开更多
关键词 marine power station diesel engine SPEED overnor H CONTROL
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An Evaluation of Human Error Probabilities for Critical Failures in Auxiliary Systems of Marine Diesel Engines
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作者 Hakan Demirel 《Journal of Marine Science and Application》 CSCD 2021年第1期128-137,共10页
Human error,an important factor,may lead to serious results in various operational fields.The human factor plays a critical role in the risks and hazards of the maritime industry.A ship can achieve safe navigation whe... Human error,an important factor,may lead to serious results in various operational fields.The human factor plays a critical role in the risks and hazards of the maritime industry.A ship can achieve safe navigation when all operations in the engine room are conducted vigilantly.This paper presents a systematic evaluation of 20 failures in auxiliary systems of marine diesel engines that may be caused by human error.The Cognitive Reliability Error Analysis Method(CREAM)is used to determine the potentiality of human errors in the failures implied thanks to the answers of experts.Using this method,the probabilities of human error on failures were evaluated and the critical ones were emphasized.The measures to be taken for these results will make significant contributions not only to the seafarers but also to the ship owners. 展开更多
关键词 marine diesel engine Human error prediction Cognitive Reliability Error Analysis Method Critical failures marine engineering
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Research on Fault Prediction for Marine Diesel Engines
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作者 Zhengyang Qi Yunsong Qi Guangpeng Hu 《Journal of Computer and Communications》 2020年第8期36-44,共9页
Condition-based maintenance based on fault prediction has been widely concerned by the industry. Most of the contributions on fault prediction are based on various sensor data and mathematical models of the equipment.... Condition-based maintenance based on fault prediction has been widely concerned by the industry. Most of the contributions on fault prediction are based on various sensor data and mathematical models of the equipment. The complexity of the model and data signal is the key factor affecting the practicability of the model. In addition, even for the same type and batch of equipment, the manufacturing process, operation environment and other factors also affect the model parameters. In this paper, a series event model is conducted to predict the fault of marine diesel engines. Numerical example illustrates that the proposed event model is feasible. 展开更多
关键词 Condition-Based Maintenance Series Events Fault Prediction marine diesel engine
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A Practical Approach to Detect Faults of Marine Diesel Engine
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作者 Zhengyang Qi Yunsong Qi Guangpeng Hu 《Journal of Computer and Communications》 2020年第8期12-21,共10页
The existing marine diesel engine fault diagnosis methods mainly have the problems of model complexity, large amount of calculation, and unable to carry out real-time fault diagnosis of diesel engine. In this paper, a... The existing marine diesel engine fault diagnosis methods mainly have the problems of model complexity, large amount of calculation, and unable to carry out real-time fault diagnosis of diesel engine. In this paper, a simple and practical approach to detect faults of marine diesel engine is studied. According to a set of sensing data, the fitting equation of each parameter changing with the running state of diesel engine was fitted statistically. Then, the threshold range of each parameter changing with the running state of diesel engine was fitted. During fault diagnosis, the real-time parameters of the sensor in the current running state were calculated according to the real-time running data. If the parameters exceed the threshold range, it is abnormal operation. Because the sensor signal corresponds to the operation status of each specific component, the abnormal evaluation directly indicates the specific fault. Experimental results show that the method has a good practical effect. 展开更多
关键词 Condition-Based Maintenance Fault Detection marine diesel engine
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Gas Turbine Design and Matching Research of Waste Heat Recovery System for Marine Diesel Engine
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作者 Jiewei Peng Zijian Zhang +1 位作者 Zhichao Gu Peijun Qin 《Journal of Mechanics Engineering and Automation》 2019年第6期203-210,共8页
With the emphasis on energy and environmental protection,energy-conservation and emission-reduction become vital issues for industrial development.Moreover,with the development of legislation on marine environment,the... With the emphasis on energy and environmental protection,energy-conservation and emission-reduction become vital issues for industrial development.Moreover,with the development of legislation on marine environment,the marine diesel engine has become focusing on energy saving and emission reduction for ships.For low-speed diesel engines under high load,waste heat from exhaust gas can be recovered by the compact and efficient gas turbine.In this paper,the matching design research between low speed diesel engine and gas turbine is carried out.To balance efficiency and compactness,the impeller was adjusted and generated by ANSYS BLADEGEN,based on 1D thermodynamic design.And the 1D calculation is similar to the ANSYS CFX simulation result:the total-static efficiency is 73.8%compared to 76.7%.Moreover,the flow separation happened at the impeller suction side and created vortex due to the high incidence angle.The off-design operating point simulation of the turbine shows though the pressure ratio increase will cause the efficiency to decline a little,the total shaft power rises.In sum,this paper worked out a power turbine suitable for a low-speed diesel engine according to the turbine character matching design and simulation,which provides foundation to the construction of a steady operation of waste heat recovery system for marine diesel engine. 展开更多
关键词 WASTE heat recovery TURBINE DESIGN marine diesel engine CFX aerodynamic analysis.
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A Database of Selected Marine Diesel Engines for Diagnostic Needs
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作者 Jan Monieta 《Journal of Energy and Power Engineering》 2013年第6期1032-1039,共8页
The article describes an electronic database of selected marine piston combustion engines created for diagnostic purposes. The database was made for vessels of the biggest Polish shipowner. It is used for archiving an... The article describes an electronic database of selected marine piston combustion engines created for diagnostic purposes. The database was made for vessels of the biggest Polish shipowner. It is used for archiving and comparing measured parameters of diagnosed engines with model parameters. To facilitate the search for and use of required data, they have been collected and catalogued. For this purpose the database has been prepared by using a computer program included in the Microsoft Office suite. The database search relies on the details concerning the type of vessel. The fields displayed include such items as the year and place of construction, the parameters of the ship, flag, etc.. For each vessel special forms are available for main and auxiliary engines, enabling easy and quick check of the necessary parameters during operation of the engine. The database contains parameters of the main propulsion and auxiliary engines, as well as model characteristics to help determine the diagnostics, prognosis and genesis. 展开更多
关键词 marine diesel engines reference parameters technical diagnostics.
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Fault diagnosis of a marine power-generation diesel engine based on the Gramian angular field and a convolutional neural network
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作者 Congyue LI Yihuai HU +1 位作者 Jiawei JIANG Dexin CUI 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2024年第6期470-482,共13页
Marine power-generation diesel engines operate in harsh environments.Their vibration signals are highly complex and the feature information exhibits a non-linear distribution.It is difficult to extract effective featu... Marine power-generation diesel engines operate in harsh environments.Their vibration signals are highly complex and the feature information exhibits a non-linear distribution.It is difficult to extract effective feature information from the network model,resulting in low fault-diagnosis accuracy.To address this problem,we propose a fault-diagnosis method that combines the Gramian angular field(GAF)with a convolutional neural network(CNN).Firstly,the vibration signals are transformed into 2D images by taking advantage of the GAF,which preserves the temporal correlation.The raw signals can be mapped to 2D image features such as texture and color.To integrate the feature information,the images of the Gramian angular summation field(GASF)and Gramian angular difference field(GADF)are fused by the weighted average fusion method.Secondly,the channel attention mechanism and temporal attention mechanism are introduced in the CNN model to optimize the CNN learning mechanism.Introducing the concept of residuals in the attention mechanism improves the feasibility of optimization.Finally,the weighted average fused images are fed into the CNN for feature extraction and fault diagnosis.The validity of the proposed method is verified by experiments with abnormal valve clearance.The average diagnostic accuracy is 98.40%.When−20 dB≤signal-to-noise ratio(SNR)≤20 dB,the diagnostic accuracy of the proposed method is higher than 94.00%.The proposed method has superior diagnostic performance.Moreover,it has a certain anti-noise capability and variable-load adaptive capability. 展开更多
关键词 Multi-attention mechanisms(MAM) Convolutional neural network(CNN) Gramian angular field(GAF) Image fusion marine power-generation diesel engine Fault diagnosis
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Dynamic Characteristic Investigation on the Fuel Pressure of Diesel Engines Electronic In-line Pump System
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作者 刘友 袁志国 +1 位作者 范立云 田丙奇 《Journal of Marine Science and Application》 2010年第4期410-418,共9页
The electronic in-line pump (EIP) is a complex system consisting of mechanical, hydraulic, and electromagnetic parts. Experimental study showed that the fuel pressure of the plunger and the fuel drainage of the pressu... The electronic in-line pump (EIP) is a complex system consisting of mechanical, hydraulic, and electromagnetic parts. Experimental study showed that the fuel pressure of the plunger and the fuel drainage of the pressure system after fuel injection could result in fuel pressure fluctuation in the low pressure system. Such fluctuation exhibited pulsating cycle fluctuation as the amplitude rose with the increase of the injection pulse width. The time domain analysis found that the pressure time history curve and injection cylinders corresponded with a one-to-one relationship. By frequency domain analysis, the result was that with the increase of the working cylinder number, the high frequency amplitude gradually increased and the basic frequency amplitude gradually decreased. The conclusion was that through wavelet transformation, the low pressure signal simultaneously moved towards low frequency as the high frequency of the wavelet transformation signal with the working cylinder number increased. Lastly, by using the numerical model, the study investigated the simulation research concerning the relationship of the fluctuation dynamic characteristic in the low pressure system and the fuel injection characteristic of the high pressure system, completing the conclusions obtained by the experimental study. 展开更多
关键词 EIP marine diesel engine Pressure dynamic characteristic FFT
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Soot Distribution and Thermal Regeneration of Marine Diesel Particulate Filter
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作者 Xiangli Wang Peiyong Ni 《Energy Engineering》 EI 2022年第4期1697-1710,共14页
Diesel particulate filter(DPF)is a leading technology reducing particle emissions from marine diesel engines.The removal or regeneration of soot in DPF is an important issue.The purpose of this study is to provide som... Diesel particulate filter(DPF)is a leading technology reducing particle emissions from marine diesel engines.The removal or regeneration of soot in DPF is an important issue.The purpose of this study is to provide some reference strategies to design the DPF for marine diesel engines.In this paper,a mathematical model of a marine DPF was built up and the particle trap process and the regeneration dynamics were simulated.The results show that the cake soot mass concentrations from 0 to 4.2 g/L during the trap process increase linearly with the increase of the exhaust gas flows while the depth soot mass concentrations from 0 to 2.2 g/L firstly increase linearly and then keep constant.Soot is mainly concentrated in the front and rear portion of the filter and less soot is in the middle.The soot distribution in the cake and depth layers shows the unevenness during the trap and regeneration process.The initial soot loadings have great effects on pressure drops and soot mass concentrations before regeneration,but the little effect after regeneration.The exhaust gas temperature heated to 850 K can achieve 94%efficiency for the DPF regeneration.The heating rate has no effects on the pressure drops and soot mass concentrations,but the heating duration time of exhaust gas has an important impact on them. 展开更多
关键词 marine diesel engine diesel particulate filter soot distribution REGENERATION
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A Numerical Investigation on the Effects of Intake Swirl and Mixture Stratification on Combustion Characteristics in a Natural-Gas/Diesel Dual-Fuel Marine Engine 被引量:1
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作者 YE Ying LIU Haifeng +6 位作者 LI Jingrui LIU Teng DONG Jingjin LIU Bo WU Chaohui YUE Zongyu YAO Mingfa 《Journal of Thermal Science》 SCIE EI CAS CSCD 2023年第1期414-426,共13页
Natural gas/diesel dual-fuel combustion strategy has a great potential to reduce emissions for marine engines while the high fuel consumption is the major problem.Pre-chamber system is commonly employed as the ignitio... Natural gas/diesel dual-fuel combustion strategy has a great potential to reduce emissions for marine engines while the high fuel consumption is the major problem.Pre-chamber system is commonly employed as the ignition system on large-bore dual-fuel marine engines especially under lean-burn condition,due to its advanced ignition stability and engine efficiency.However,the ignition and combustion mechanism in such dual-fuel pre-chamber engine is still unclear and the effects of in-cylinder swirl flow and mixture stratification on combustion require further investigation specifically.This paper numerically studied the detailed ignition mechanism and combustion process in a marine engine equipped with a pre-chamber ignition system,and revealed the flame development process in main chamber.Moreover,the effects of mixture stratification and swirl ratio on the combustion rate and further engine thermal efficiency are investigated under decoupled condition.The results mainly show that the jet flame develops along the pre-chamber orifice centerline at the initial stage and premixed combustion play an important role,while after that,heat release zone only exist at flame surface,and premixed flame propagation controls the combustion process.In addition,with higher swirl ratio the combustion rate increases significantly due to the wider ignition area.Mixture stratification degree plays a role in accelerating the combustion,either too high or too low stratification degree reduce the combustion rate,while a moderate stratification increases the combustion rate.And appropriate stratification degree by verifying the gas injection parameters can reduce fuel consumption in 0.3%. 展开更多
关键词 natural-gas/diesel dual fuel marine engine swirl ratio mixture stratification combustion control
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Overview of Past, Present and Future Marine Power Plants 被引量:6
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作者 M.Morsy EI-Gohary 《Journal of Marine Science and Application》 2013年第2期219-227,共9页
In efforts to overcome an foreseeable energy crisis predicated on limited oil and gas supplies, reserves; economic variations facing the world, and of course the environmental side effects of fossil fuels, an urgent n... In efforts to overcome an foreseeable energy crisis predicated on limited oil and gas supplies, reserves; economic variations facing the world, and of course the environmental side effects of fossil fuels, an urgent need for energy sources that provide sustainable, safe and economic supplies for the world is imperative. The current fossil fuel energy system must be improved to ensure a better and cleaner transportation future for the world. Despite the fact that the marine transportation sector consumes only 5% of global petroleum production; it is responsible for 15% of the world NOx and SOx emissions. These figures must be the engine that powers the scientific research worldwide to develop new solutions for a very old energy problem. In this paper, the most effective types of marine power plants were discussed. The history of the development of each type was presented first and the technical aspects were discussed second. Also, the fuel ceils as a new type of power plants used in marine sector were briefed to give a complete overview of the past, present and future of the marine power plants development. Based on the increased worldwide concerns regarding harmful emissions, many researchers have introduced solutions to this problem, including the adoption of new cleaner fuels. This paper was guided using the same trend and by implementing the hydrogen as fuel for marine internal combustion engine, gas turbines, and fuel cells. 展开更多
关键词 marine power plants alternative fuels gas turbines diesel engines hydrogen engines fuel cells hydrogen fuel
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基于改进EEMD-MB1DCNN的船用柴油机缸套-活塞环故障诊断 被引量:2
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作者 王永坚 范金宇 +2 位作者 蔡杭溪 赵凯 吴怡婷 《船海工程》 北大核心 2024年第1期30-35,共6页
针对船用中高速柴油机缸套-活塞环振动信号非线性非平稳性以及同类型不同损伤程度故障发生时振动信号时频域特征相似、故障难以识别等问题,利用振动信号辨识故障,提出一种基于改进集成经验模态分解方法和多模块一维卷积神经网络端到端缸... 针对船用中高速柴油机缸套-活塞环振动信号非线性非平稳性以及同类型不同损伤程度故障发生时振动信号时频域特征相似、故障难以识别等问题,利用振动信号辨识故障,提出一种基于改进集成经验模态分解方法和多模块一维卷积神经网络端到端缸套-活塞环故障诊断方法,通过设计固有模态分量IMF信息质量筛选准则对EEMD分解出的IMFs进行重新排序,获得包含更多凸显故障特征成分的重构信号,输入到上述神经网络模型,通过振动信号分析并与现有方法比较,评估所设计IMF信息质量筛选准则与所搭建模型的性能,试验结果显示该方法能准确、有效地识别缸套-活塞环故障类型。在判断该易损件同类型不同磨损程度故障诊断中有较高的准确率,能对故障状况进行有效的特征提取与故障分类。 展开更多
关键词 船用柴油机 缸套与活塞环 EEMD 1DCNN 故障诊断
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船用柴油机排放耐久性试验方案及分析
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作者 徐泰富 宋鑫 +1 位作者 王忠俊 陈智君 《舰船科学技术》 北大核心 2024年第11期134-138,共5页
为了改善我国内河及沿海船机的污染物排放现状,我国颁布了GB 15097-2016,并提出了船机及其后处理装置的耐久性试验要求。根据前期完成的几组耐久性试验的特点,对试验方案的制定和实施过程进行梳理。并结合某型中速船机的耐久性试验数据... 为了改善我国内河及沿海船机的污染物排放现状,我国颁布了GB 15097-2016,并提出了船机及其后处理装置的耐久性试验要求。根据前期完成的几组耐久性试验的特点,对试验方案的制定和实施过程进行梳理。并结合某型中速船机的耐久性试验数据,分析环境因素变化对排放特性的影响。分析结果表明,NO_(X)比排放量和劣化趋势受环境因素变化的影响较严重,尤其是在温湿度变化剧烈的节点;PM比排放量的变化规律不明显。为了减少耐久性试验过程中环境因素不确定性的影响,试验方案的实施过程控制尤为重要。 展开更多
关键词 船用柴油机 耐久性试验 排放特性 环境因素
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利用SE-GPR模型对甲醇/柴油混合燃料柴油机性能的预测
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作者 范金宇 才正 +3 位作者 黄朝霞 杨晨曦 李品芳 黄加亮 《集美大学学报(自然科学版)》 CAS 2024年第2期152-161,共10页
为了对柴油机的经济性和排放参数进行高效、准确的预测,根据4190型船用柴油机实验数据与边界参数,建立AVL-BOOST甲醇/柴油混合燃料柴油机仿真模型;利用模型进行仿真实验,并建立甲醇掺混比、废气再循环(exhaust gas recirculation,EGR)... 为了对柴油机的经济性和排放参数进行高效、准确的预测,根据4190型船用柴油机实验数据与边界参数,建立AVL-BOOST甲醇/柴油混合燃料柴油机仿真模型;利用模型进行仿真实验,并建立甲醇掺混比、废气再循环(exhaust gas recirculation,EGR)率、喷油提前角和进气压力4个控制参数对有效油耗率和NO x排放预测数据集;利用该数据集对5种不同核函数的高斯过程回归(Gaussian process regression,GPR)模型进行训练;最后将最优的平方指数高斯过程回归(squared exponential-Gaussian process regression,SE-GPR)模型、AVL-BOOST仿真数据和柴油机实验数据进行对比。结果表明:在数据量为180组时,SE-GPR模型对有效油耗率和NO x排放均取得拟合关联度99%以上,均方根误差(root mean square error,RMSE)分别为1.859,0.3445,平均绝对误差(mean absolute error,MAE)分别为0.954,0.2489;并且,相较于AVL-BOOST仿真实验,SE-GPR模型对实验数据具有更好的拟合性。 展开更多
关键词 船用柴油机 甲醇 高斯过程回归 平方指数核函数 性能预测
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船用双燃料柴油机多参数优化匹配分析
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作者 陈坚 林航 +2 位作者 叶子枭 范金宇 黄加亮 《集美大学学报(自然科学版)》 CAS 2024年第3期238-244,共7页
为了减少实验次数,寻找最佳参数匹配,使用正交实验设计方法,选取异戊醇掺混比、喷油提前角、进气温度、扫气压力4个参数的各4个水平进行仿真实验,以NO质量分数和指示功率作为实验的评价指标进行正交设计,运用数据极差分析寻求最佳参数... 为了减少实验次数,寻找最佳参数匹配,使用正交实验设计方法,选取异戊醇掺混比、喷油提前角、进气温度、扫气压力4个参数的各4个水平进行仿真实验,以NO质量分数和指示功率作为实验的评价指标进行正交设计,运用数据极差分析寻求最佳参数组合。结果表明,得到的最优参数为:异戊醇掺混比为体积分数40%,喷油提前角为22.6°,进气温度为315.15 K,扫气压力为0.233 MPa。在此参数组合下得到最终生成的NO质量分数为0.01102%,指示功率为52.10 kW。可见,在动力性损耗较小的情况下可以实现较高的异戊醇掺混比。 展开更多
关键词 船舶柴油机 异戊醇 极差分析 多参数优化 性能分析
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基于计算机视觉的船舶主机气缸润滑管理
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作者 张桂臣 #高荣华 +1 位作者 张春昌 李毅凡 《中国航海》 CSCD 北大核心 2024年第2期40-47,共8页
气缸注油率调节不及时以及气缸润滑状况不可直接测量等问题,一直是轮机管理的难点。分析气缸油碱值和注油率对气缸润滑的影响,针对扫气道残油碱值和含铁量检测存在的不足,提出基于计算机视觉的气缸润滑图像处理方法。将活塞和缸套的图... 气缸注油率调节不及时以及气缸润滑状况不可直接测量等问题,一直是轮机管理的难点。分析气缸油碱值和注油率对气缸润滑的影响,针对扫气道残油碱值和含铁量检测存在的不足,提出基于计算机视觉的气缸润滑图像处理方法。将活塞和缸套的图像进行归一化、聚类、分割和形态特征提取等操作,基于Hu不变矩和卷积神经网络迁移学习的以图搜图技术开发气缸润滑质量分析软件,有效解决了气缸注油率人工调节的不确定性及失误概率大的难题,并将其应用于某超大型油船主机气缸润滑最优管理。应用结果表明:借助气缸润滑图像的计算机视觉深度学习可优化气缸注油率,实现了扫气道残油含铁量不高于25 mg/kg,残油碱值不低于30 mgKOH/g,缸套磨损率不高于0.1 mm/kh的气缸润滑最优控制,降低了缸套过度磨损的风险。该方法具有较好的推广应用价值和经济效益。 展开更多
关键词 船舶柴油机 气缸润滑 计算机视觉 气缸注油器
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