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基于深度学习的旋转机械大数据智能故障诊断方法 被引量:1
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作者 宫文峰 张美玲 陈辉 《计算机集成制造系统》 北大核心 2025年第1期264-277,共14页
深度学习作为一种智能高效的模式识别技术,已得到基于大数据驱动的机械装备故障诊断领域学者的广泛关注。为了更加有效地从多传感器原始故障数据中提取出故障特征,解决单一诊断算法提取时序数据特征时的信息丢失问题,提出一种基于改进... 深度学习作为一种智能高效的模式识别技术,已得到基于大数据驱动的机械装备故障诊断领域学者的广泛关注。为了更加有效地从多传感器原始故障数据中提取出故障特征,解决单一诊断算法提取时序数据特征时的信息丢失问题,提出一种基于改进的长短期记忆循环神经网络-全局均值池化卷积神经网络(LSTM-GCNN)的深度循环卷积神经网络新算法,用于机械装备大数据的故障智能诊断。该算法首先运用长短时记忆循环神经网络(LSTM)从多通道原始数据中提取时间关联性记忆特征,然后再将特征数据输入到一维卷积神经网络(1D-CNN)中进行微小差异特征辨识,并且为了减少模型参数量和提高算法检测速度,设计了一个一维全局均值池化层用于代替传统1D-CNN算法中的全连接层结构。通过将提出的算法用于滚动轴承在1马力、2马力和3马力多种负载工况下采集的3通道振动信号数据进行诊断验证,分别得到100%、99.85%和99.78%的诊断准确率,实验结果相比传统的DNN、LSTM和CNN算法具有更加优越的诊断性能;对齿轮箱在空载和承载两种运行工况下的8通道原始数据进行故障诊断的准确率分别高达99.93%和99.8%,具有良好的迁移通用性能。 展开更多
关键词 智能故障诊断 深度学习 循环神经网络 卷积神经网络 多传感器
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结构冲击动力学进展(2010-2020) 被引量:30
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作者 余同希 朱凌 许骏 《爆炸与冲击》 EI CAS CSCD 北大核心 2021年第12期1-61,共61页
本文综述结构冲击动力学的国内外研究进展,在时间区间上聚焦于2010—2020这十来年发表的文献,同时提及在此之前的奠基性工作。在内容上,首先着眼于结构冲击动力学的基本科学问题,如概念、模型和工具,它们源于和用于结构在爆炸与冲击下... 本文综述结构冲击动力学的国内外研究进展,在时间区间上聚焦于2010—2020这十来年发表的文献,同时提及在此之前的奠基性工作。在内容上,首先着眼于结构冲击动力学的基本科学问题,如概念、模型和工具,它们源于和用于结构在爆炸与冲击下的塑性动力响应、失效和重复受载等;也介绍典型薄壁结构件的动力行为,以及运动的物体和结构物对固壁的撞击和反弹。注意到近十多年来由于轻质材料(如多胞材料、3D打印的超材料等)和以它们为芯层的轻质结构的大量涌现,以及对生物材料和仿生结构的极大兴趣,对这些材料和结构的冲击动力学行为的研究构成了本文的后半部分。最后指出,在多尺度框架下以更全面的视角研究材料-结构-性能的内在规律,已成为推动冲击动力学继续发展的一个强大的新趋势。 展开更多
关键词 结构冲击动力学 爆炸与冲击加载 塑性动力响应 薄壁构件 轻质结构 仿生结构
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Discussion on Methods and Influence Factors for Minimum Propulsion Power Assessment
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作者 ZHAN Xing−yu MAO Xiao−fei LI Ting−qiu 《船舶力学》 北大核心 2025年第6期888-900,共13页
Currently,the International Maritime Organization(IMO)has approved and implemented the assessment requirement for Minimum Propulsion Power(MPP)of ships in adverse sea conditions.The assessment method and relevant infl... Currently,the International Maritime Organization(IMO)has approved and implemented the assessment requirement for Minimum Propulsion Power(MPP)of ships in adverse sea conditions.The assessment method and relevant influence factors will have a vital impact on ship's design and operation.On the other hand,MPP is essentially a criterion for manoeuvring safety at actual seas.However,the practical assessment methods adopted in IMO guidelines do not directly and accurately account for ship's coursekeeping ability in severe seas.A time-domain comprehensive method with supplementary course-keeping ability criteria has been proposed in the authors'preliminary research.Based on an updated mathematical model and criteria,this paper presents more detailed elaborations,results and discussions on the time-domain method,including the comparative analyses with a power line method and two steady-state equilibrium methods based on IMO guidelines and draft.Discussions on the influences of key factors,involving criterion conditions and calculation parameters,are also presented.The results indicate that different methods exhibit varying advantages and complexity in MPP assessment,thus constituting a multi-level assessment framework for MPP.In particular,the time-domain comprehensive assessment has a higher accuracy with more realistic description of manoeuvre behaviors,capable of offering a solution for the ships that cannot meet other assessments,or for the assessment requiring additional course-keeping ability.Furthermore,an expanded range of wave direction sets a stricter but potentially necessary requirement,while using the self-propulsion factors at low speeds can eliminate the unnecessary conservation of assessment result caused by those at design speed. 展开更多
关键词 manoeuvrability in actual seas minimum propulsion power comprehensive assessment manoeuvrability criterion course keeping
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Fixed-time Target-guided Coordinate Control of Unmanned Surface Vehicles Based on Dynamic Surface Control
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作者 LI Chao−yi XU Hai−xiang +2 位作者 YU Wen−zhao DU Zhe DING Ya−nan 《船舶力学》 北大核心 2025年第6期849-862,共14页
This paper presents an investigation on the target-guided coordinated control(TACC)of unmanned surface vehicles(USVs).In the scenario of tracking non-cooperative targets,the status information of the target can only b... This paper presents an investigation on the target-guided coordinated control(TACC)of unmanned surface vehicles(USVs).In the scenario of tracking non-cooperative targets,the status information of the target can only be obtained by some USVs.In order to achieve semi-encirclement tracking of noncooperative targets under maritime security conditions,a fixed-time tracking control method based on dynamic surface control(DSC)is proposed in this paper.Firstly,a novel TACC architecture with decoupled kinematic control law and decoupled kinetic control law was designed to reduce the complexity of control system design.Secondly,the proposed DSC-based target-guided kinematic control law including tracking points pre-allocation strategy and sigmoid artificial potential functions(SigAPFs)can avoid collisions during tracking process and optimize kinematic control output.Finally,a fixed-time TACC system was proposed to achieve fast convergence of kinematic and kinetics errors.The effectiveness of the proposed TACC approach in improving target tracking safety and reducing control output chattering was verified by simulation comparison results. 展开更多
关键词 unmanned surface vehicle distributed control target-guided coordinate control fixed-time convergence dynamic surface control
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Analytical Solution for Plastic Responses of Metal Beams under Repeated Impacts Based on Membrane Factor Method
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作者 GUO Kai-ling ZHANG Yi-jiang +1 位作者 MU Meng-ying ZHU Ling 《船舶力学》 EI CSCD 北大核心 2024年第12期1891-1907,共17页
Marine structures are frequently subjected to repeated impact loadings,resulting in failure of the structures,even causing serious accidents.The analytical expressions of dimensionless permanent deflection and impact ... Marine structures are frequently subjected to repeated impact loadings,resulting in failure of the structures,even causing serious accidents.The analytical expressions of dimensionless permanent deflection and impact force of a metal beam based on maximal normal yield surface are derived by membrane factor method(MFM),then the results are compared with repeated impact tests.It can be found that the solutions based on MFM are between the upper and lower bounds,and very close to the results of the repeated impact tests,indicating the theoretical model proposed can predict the plastic responses of the metal beam accurately.What’s more,the influences of impact location and boundary condition on the dynamic responses of the beam subjected to repeated impacts are determined.Results show that,as the distance of impact location from the middle span of the beam increases,the permanent deflection decreases,while the impact force increases.Meanwhile,the influences of impact location enhance as the impact number increases.When the permanent deflection is smaller than the thickness,the effect of boundary condition on the plastic responses is significant.However,when the deflection is larger than the thickness,the beam will be like a string and only axial force works,resulting in little influence of boundary condition on the plastic responses of the beam. 展开更多
关键词 repeated impact theoretical analysis membrane factor method impact location boundary condition
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Forming and Springback Prediction of Strips Under Multi-square Punch Concave Forming Process Considering Partial-unloading Effects
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作者 LIANG Qi-yu ZHANG Long ZHU Ling 《船舶力学》 EI CSCD 北大核心 2024年第12期1953-1969,共17页
To further investigate the forming mechanism and springback characteristics of strips under multi-square punch forming (MSPF) considering partial-unloading effects, a series of concave form ing tests of strips are con... To further investigate the forming mechanism and springback characteristics of strips under multi-square punch forming (MSPF) considering partial-unloading effects, a series of concave form ing tests of strips are conducted on the MSPF machine. This paper aims to reveal the physical mecha nism of the elastic-plastic deformation in the MSPF process considering the effect of the forming ap proaches, and derive appropriate mathematical interpretations. The theoretical model is firstly estab lished to analyse the concave forming mechanism and springback characteristics of the strip, and its accuracy is then validated by experimental data. The forming history and load evolutions are depicted to explore the required forming capacity through the proposed analytical method. Besides, the paramet ric studies are carried out to discuss their effects on the springback of the strip. The results suggest that the deformation paths of the strip are influenced by the forming approach, and the springback of the strip in convex forming is larger than that in concave forming. 展开更多
关键词 multi-square punch forming(MSPF) follower load elastic-plastic deformation partial unloading springback prediction
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基于API极限工况下钻机结构安全性分析 被引量:1
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作者 周涵锐 《石油机械》 北大核心 2023年第1期9-17,共9页
以现场使用的某型号ZJ80钻机为研究对象,API设计验证为背景,结合现有对钻机井架力学特性的研究方法,提出一种结合稳定性研究的力学分析方法,旨在为井架设计安全性验证提供一种更为准确的分析方法。结合稳定性分析中的非线性屈曲分析研... 以现场使用的某型号ZJ80钻机为研究对象,API设计验证为背景,结合现有对钻机井架力学特性的研究方法,提出一种结合稳定性研究的力学分析方法,旨在为井架设计安全性验证提供一种更为准确的分析方法。结合稳定性分析中的非线性屈曲分析研究方法,模拟井架及底座结构在受扰动及含缺陷状态下的失稳极限点,在此状态下分析结构强度及安全性。研究结果表明:在考虑井架及底座受到扰动及含缺陷时,各工况下井架及底座结构等效应力值均小于许用应力值,各工况计算UC值均小于1;其中当作业中存在钩载时,结构危险位置出现在天车梁处,无钩载状态下结构危险位置出现在底座转盘梁处;钻机井架在临近失稳状态时,结构综合强度依然满足设计需求。该计算方法及结果更符合现场作业情况,满足API规范要求。研究结果可为钻机井架结构改进提供理论支撑。 展开更多
关键词 钻机井架 底座 稳定性 UC值 等效应力 梁单元
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