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Machine learning for fault diagnosis of high-speed train traction systems: A review

《工程管理前沿(英文)》 doi: 10.1007/s42524-023-0256-2

摘要: High-speed trains (HSTs) have the advantages of comfort, efficiency, and convenience and have gradually become the mainstream means of transportation. As the operating scale of HSTs continues to increase, ensuring their safety and reliability has become more imperative. As the core component of HST, the reliability of the traction system has a substantially influence on the train. During the long-term operation of HSTs, the core components of the traction system will inevitably experience different degrees of performance degradation and cause various failures, thus threatening the running safety of the train. Therefore, performing fault monitoring and diagnosis on the traction system of the HST is necessary. In recent years, machine learning has been widely used in various pattern recognition tasks and has demonstrated an excellent performance in traction system fault diagnosis. Machine learning has made considerably advancements in traction system fault diagnosis; however, a comprehensive systematic review is still lacking in this field. This paper primarily aims to review the research and application of machine learning in the field of traction system fault diagnosis and assumes the future development blueprint. First, the structure and function of the HST traction system are briefly introduced. Then, the research and application of machine learning in traction system fault diagnosis are comprehensively and systematically reviewed. Finally, the challenges for accurate fault diagnosis under actual operating conditions are revealed, and the future research trends of machine learning in traction systems are discussed.

关键词: high-speed train     traction systems     machine learning     fault diagnosis    

高速润滑脂的弹流拖动特性

杨伯原,郑培斌,苏冰,吴勇军,邓四二

《中国工程科学》 2002年 第4卷 第4期   页码 75-78

摘要:

弹流拖动特性是润滑剂的重要性能,它对滚动轴承的 动态性能有着很大的影响。阐述了用自行设计的高速润滑脂弹流拖动力试验台在充分供脂条件下对国产7007和7018润滑脂进行的拖动力测试以及试验数据的处理,并提出了可供工程上使用的这两种润滑脂的弹流拖动系数计算公式。

关键词: 弹流润滑     拖动力试验     拖动特性    

论电力牵引轨道交通的技术发展

刘友梅

《中国工程科学》 2000年 第2卷 第10期   页码 51-55

摘要:

交通是社会经济运行的大动脉,轨道交通又一直是我国交通运输业的主体,而电力牵引已经成为轨道交通牵引动力的发展方向。文章从电力牵引轨道交通的技术优势出发,综述了国外电力牵引轨道交通的发展趋势和我国电力牵引轨道交通的发展历程,展望了我国电力牵引轨道交通的发展前景。

关键词: 电力牵引     轨道交通     发展     展望    

高速动车组列车牵引仿真计算技术研究

康熊

《中国工程科学》 2011年 第13卷 第1期   页码 62-68

摘要:

随着我国高速铁路的发展,高速动车组列车牵引仿真计算具有重要意义。对高速动车组的牵引仿真计算的方法进行了研究,分析了与普通列车牵引计算的区别及相关的关键理论。介绍了自主研发的牵引仿真系统的构成和功能。以京沪高速铁路为计算实例,对4种不同的运行方案进行了仿真计算,对线路中的电分相的设置和影响进行了计算分析,并以京沪高速铁路先导试验段的冲高速试验为对象进行了模拟仿真。多次实际应用表明提出的高速动车组牵引仿真计算的方法具有良好的仿真精度和实用意义, 可以为我国高速铁路工程建设提供有效的手段,并据此提出了今后的发展方向。

关键词: 高速     动车组     牵引     仿真计算    

Optimum design and preliminary experiments of a novel parallel end traction apparatus for upper-limb

《机械工程前沿(英文)》 2021年 第16卷 第4期   页码 726-746 doi: 10.1007/s11465-021-0651-5

摘要: Robot-assisted technology has been increasingly employed in the therapy of post stroke patients to deliver high-quality treatment and alleviate therapists’ burden. This paper introduces a novel parallel end traction apparatus (PETA) to supplement equipment selection. Considering the appearance and performance of the PETA, two types of special five-bar linkage mechanisms are selected as the potential configurations of the actuation execution unit because of their compact arrangement and parallel structure. Kinematic analysis of each mechanism, i.e., position solutions and Jacobian matrix, is carried out. Subsequently, a comparative study between the two mechanisms is conducted. In the established source of nondimensional parameter synthesis, the singularity, maximum continuous workspace, and performance variation trends are analyzed. Based on the evaluation results, the final scheme with determined configuration and corresponding near-optimized nondimensional parameters is obtained. Then, a prototype is constructed. By adding a lockable translational degree of freedom in the vertical direction, the PETA can provide 2D planar exercise and 3D spatial exercise. Finally, a control system is developed for passive exercise mode based on the derived inverse position solution, and preliminary experiments are performed to verify the applicability of the PETA.

关键词: parallel mechanism     upper-limb rehabilitation     singularity and workspace analyses     performance evaluation     optimum design    

Solid-state transformer-based new traction drive system and control

Jianghua FENG, Jing SHANG, Zhixue ZHANG, Huadong LIU, Zihao HUANG

《机械工程前沿(英文)》 2018年 第13卷 第3期   页码 411-426 doi: 10.1007/s11465-018-0467-0

摘要:

A new type of traction drive system consisting of solid-state traction transformer (SSTT), inverter unit, auxiliary inverter, traction motor and other key components is built in order to suit the demand of developing the next-generation electric traction system which will be efficient and lightweight, with high power density. For the purpose of reducing system volume and weight and improving efficiency and grid-side power quality, an efficient SSTT optimized topology combining high-voltage cascaded rectifiers with high-power high-frequency LLC resonant converter is proposed. On this basis, an integrated control strategy built upon synchronous rotating reference frame is presented to achieve unified control over fundamental active, reactive and harmonic components. The carrier-interleaving phase shift modulation strategy is proposed to improve the harmonic performance of cascaded rectifiers. In view of the secondary pulsating existing in a single-phase system, the mathematical model of secondary power transfer is built, and the mechanism of pulsating voltage resulting in beat frequency of LLC resonant converter is revealed, so as to design optimum matching of system parameters. Simulation and experimental results have verified that the traction system and control scheme mentioned in this paper are reasonable and superior and that they meet the future application requirements for rail transit.

关键词: solid-state traction transformer     high-voltage cascaded rectifier     LLC resonant converter     synchronous rotating reference frame     carrier-interleaving phase shift control     secondary pulsating voltage     beat frequency    

特大跨径悬索桥主缆PPWS施工牵引力近似计算方法

王峻,林帆

《中国工程科学》 2012年 第14卷 第5期   页码 37-40

摘要:

特大跨径悬索桥主缆PPWS施工,索股数量多、牵引距离长,广泛采用可以连续过塔的门架拽拉式牵引系统进行索股架设。牵引力的准确计算对牵引设备选型、确保工程顺利实施具有现实意义。在早期悬索桥建设中,牵引设备能力需求和选型主要依靠经验选取,探索了PPWS施工门架拽拉式牵引系统牵引力计算方法,与工程现场实测比较,计算结果可靠,可以用于工程施工计算。

关键词: 悬索桥     主缆     PPWS     索股     牵引力    

共创中国轨道电力牵引事业更加美好的明天

赵小刚

《中国工程科学》 2000年 第2卷 第9期   页码 110-110

中国高速铁路牵引供电关键技术

钱清泉,高仕斌,何正友,陈奇志,吴积钦

《中国工程科学》 2015年 第17卷 第4期   页码 9-20

摘要:

本文结合中国高铁建设和运营的经验,从高速铁路牵引供电不同层面,系统地介绍了高铁牵引供电系统的一系列关键技术。同时,就目前牵引供电系统的发展现状,展望了新型供电技术、主动运营维护、节能与效能提升、检测监测等新技术,可为中国高铁牵引供电技术的发展与应用提供指导。

关键词: 高速铁路;牵引供电系统;关键技术    

Current status and prospects of reliability systems engineering in China

《工程管理前沿(英文)》 2021年 第8卷 第4期   页码 492-502 doi: 10.1007/s42524-021-0172-2

摘要: This study provides a systematic overview of the advent and evolution of reliability systems engineering (RSE) in China, and the latest RSE development, that is, model-based RSE (MBRSE), is emphatically introduced. The establishment of the system architecture and conceptual models of MBRSE is first described. The fundamental theory and methodology of MBRSE are then elaborated, with a V-model as the core of this approach. The development of various MBRSE platforms and the effectiveness of their implementation over the past 30 years are presented. The prospective trends in the development of RSE in China are outlined.

关键词: reliability     effectiveness     model-based systems engineering     reliability systems engineering    

Floating production storage and offloading systems’ cost and motion performance: A systems thinking application

Rini NISHANTH, Andrew WHYTE, V. John KURIAN

《工程管理前沿(英文)》 2018年 第5卷 第3期   页码 357-368 doi: 10.15302/J-FEM-2018022

摘要:

Floating production storage and offloading (FPSO) units increasingly represent a practical and economic means for deep-water oil extraction and production. Systems thinking gives a unique opportunity to seek a balance between FPSO technical performance(s), with whole-cost; stakeholder decision-making is charged to align different fit-for-use design specification options’ that address technical-motion(s), with respective life-cycle cost analyses (LCCA). Soft system methodology allows situation based analyses over set periods-of-time by diagnosing the problem-at-hand; namely, assessing the antecedents of life-cycle cost relative to FPSO sub-component design alternatives. Alternative mooring- component comparisons for either new-build hulls or refurbished hulls represent an initial necessary consideration to facilitate extraction, production and storage of deep-water oil reserves. Coupled dynamic analysis has been performed to generate FPSO motion in six degrees of freedom using SESAM DeepC, while life-cycle cost analysis (LCAA) studies give net-present-value comparisons reflective of market conditions. A parametric study has been conducted by varying wave heights from 4 – 8 m to understand FPSO motion behavior in the presence of wind and current, as well as comparing the motions of turreted versus spread mooring design alternatives. LCCA data has been generated to compare the cost of such different mooring options/hull conditions over 10 and 25-year periods. Systems thinking has been used to explain the interaction of problem variables; resultantly this paper is able to identify explicit factors affecting the choice of FPSO configurations in terms of motion and whole-cost, toward assisting significantly with the front-end engineering design (FEED) phase of fit-for-purpose configured FPSOs, in waters off Malaysia and Australia.

关键词: FPSO     LCCA     spread/turret-mooring     DeepC     cost     motion     soft-systems    

TRANSFORMING CHINESE FOOD AND AGRICULTURE: A SYSTEMS PERSPECTIVE

《农业科学与工程前沿(英文)》 2023年 第10卷 第1期   页码 4-15 doi: 10.15302/J-FASE-2023493

摘要:

● The goals of Chinese food and agriculture have shifted from grain self-sufficiency to diversified goals, including protecting natural resources, reducing pollution and greenhouse gas emissions, and improving food safety and nutrition.

关键词: food systems     food security     nutrition     climate change    

TRANSFORMATION OF FOOD SYSTEMS: HOW CAN IT BE FINANCED?

《农业科学与工程前沿(英文)》 2023年 第10卷 第1期   页码 109-123 doi: 10.15302/J-FASE-2023483

摘要:

● The analysis of financing for the transformation of food systems requires first a consideration of costs.

关键词: financial markets     food systems     development financing     consumer expenditures     public budgets     Sustainable Development Goals    

Transition towards carbon-neutral electrical systems for China: Challenges and perspectives

《工程管理前沿(英文)》 2022年 第9卷 第3期   页码 504-508 doi: 10.1007/s42524-022-0220-6

关键词: carbon neutrality     power systems     electrification     renewable energy    

Applying an Integrated Systems Perspective to the Management of Engineering Projects

Simon P. Philbin

《工程管理前沿(英文)》 2015年 第2卷 第1期   页码 19-30 doi: 10.15302/J-FEM-2015004

摘要: Engineering projects can be subject to significant complexity, which may result in a number of issues and challenges that need to be addressed throughout the project life-cycle. Traditionally projects have been viewed according to the so called “iron triangle,” i. e., achievement of project milestones according to schedule, cost and quality targets. While these targets are fundamentally important to the performance of engineering projects, it is possible to view projects on a systemic level in order to allow an adequate focus on all the underpinning factors that have the potential to influence the performance of projects. Consequently, a management framework has been developed that is based on an integrated systems perspective of engineering projects, where the performance of projects is a function of six contributing sub-systems that are: process, technology, resources, knowledge, culture and impact.

关键词: integrated systems perspective     engineering projects     management    

标题 作者 时间 类型 操作

Machine learning for fault diagnosis of high-speed train traction systems: A review

期刊论文

高速润滑脂的弹流拖动特性

杨伯原,郑培斌,苏冰,吴勇军,邓四二

期刊论文

论电力牵引轨道交通的技术发展

刘友梅

期刊论文

高速动车组列车牵引仿真计算技术研究

康熊

期刊论文

Optimum design and preliminary experiments of a novel parallel end traction apparatus for upper-limb

期刊论文

Solid-state transformer-based new traction drive system and control

Jianghua FENG, Jing SHANG, Zhixue ZHANG, Huadong LIU, Zihao HUANG

期刊论文

特大跨径悬索桥主缆PPWS施工牵引力近似计算方法

王峻,林帆

期刊论文

共创中国轨道电力牵引事业更加美好的明天

赵小刚

期刊论文

中国高速铁路牵引供电关键技术

钱清泉,高仕斌,何正友,陈奇志,吴积钦

期刊论文

Current status and prospects of reliability systems engineering in China

期刊论文

Floating production storage and offloading systems’ cost and motion performance: A systems thinking application

Rini NISHANTH, Andrew WHYTE, V. John KURIAN

期刊论文

TRANSFORMING CHINESE FOOD AND AGRICULTURE: A SYSTEMS PERSPECTIVE

期刊论文

TRANSFORMATION OF FOOD SYSTEMS: HOW CAN IT BE FINANCED?

期刊论文

Transition towards carbon-neutral electrical systems for China: Challenges and perspectives

期刊论文

Applying an Integrated Systems Perspective to the Management of Engineering Projects

Simon P. Philbin

期刊论文