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《结构与土木工程前沿(英文)》 2024年 第18卷 第4期 页码 642-662 doi: 10.1007/s11709-024-1058-2
关键词: tunnel boring machine disc cutter wear prediction remaining useful life field data hybrid model
An adaptive data-driven method for accurate prediction of remaining useful life of rolling bearings
Yanfeng PENG, Junsheng CHENG, Yanfei LIU, Xuejun LI, Zhihua PENG
《机械工程前沿(英文)》 2018年 第13卷 第2期 页码 301-310 doi: 10.1007/s11465-017-0449-7
A novel data-driven method based on Gaussian mixture model (GMM) and distance evaluation technique (DET) is proposed to predict the remaining useful life (RUL) of rolling bearings. The data sets are clustered by GMM to divide all data sets into several health states adaptively and reasonably. The number of clusters is determined by the minimum description length principle. Thus, either the health state of the data sets or the number of the states is obtained automatically. Meanwhile, the abnormal data sets can be recognized during the clustering process and removed from the training data sets. After obtaining the health states, appropriate features are selected by DET for increasing the classification and prediction accuracy. In the prediction process, each vibration signal is decomposed into several components by empirical mode decomposition. Some common statistical parameters of the components are calculated first and then the features are clustered using GMM to divide the data sets into several health states and remove the abnormal data sets. Thereafter, appropriate statistical parameters of the generated components are selected using DET. Finally, least squares support vector machine is utilized to predict the RUL of rolling bearings. Experimental results indicate that the proposed method reliably predicts the RUL of rolling bearings.
关键词: Gaussian mixture model distance evaluation technique health state remaining useful life rolling bearing
《能源前沿(英文)》 2024年 第18卷 第4期 页码 447-462 doi: 10.1007/s11708-023-0906-4
关键词: lithium-ion batteries RUL prediction double exponential model neural network Gaussian process regression (GPR)
戴树和
《中国工程科学》 1999年 第1卷 第3期 页码 63-68
文章综述了笔者及所在科研组近年来在化工静设备,如热交换器、塔器、反应器、工业炉、储槽、储罐(球罐)、压力容器和管道等的材料损伤和寿命预测技术领域的研究进展。由于各种设备结构不同,工况条件各异,导致材料损伤的机理也不相同。文章从它们的共性问题和方法论高度进行了研究。内容包括:①按照方法论要求,提出了处理工程参数不确定性问题的途径;②用定量金相分析方法揭示金属材料服役后微观组织变化、确定其损伤程度并预测寿命。理论成果的应用取得了工程实际的成效,并获重要社会效益和经济效益。
Soil health—useful terminology for communication or meaningless concept? Or both?
David S. POWLSON
《农业科学与工程前沿(英文)》 2020年 第7卷 第3期 页码 246-250 doi: 10.15302/J-FASE-2020326
《能源前沿(英文)》 2024年 第18卷 第2期 页码 187-205 doi: 10.1007/s11708-024-0939-3
关键词: metal-oxide semiconductors nanohybrid photocatalysts photo-electrochemical CO2 conversion tailoring morphology fuels challenges and future prospects
Design of composite flywheel rotor
BAI Yue, GAO Qingjia, LI Haiwen, WU Yihui, XUAN Ming
《机械工程前沿(英文)》 2008年 第3卷 第3期 页码 288-292 doi: 10.1007/s11465-008-0045-y
Whole-life Thinking and Engineering the Future
Roger Flanagan
《工程管理前沿(英文)》 2014年 第1卷 第3期 页码 290-296 doi: 10.15302/J-FEM-2014040
关键词: whole-life thinking systems thinking complexity chaos risk management through life
何宇廷
《中国工程科学》 2006年 第8卷 第6期 页码 23-27
在分析基准使用条件下飞机结构寿命包线的基础上,给出飞机结构在非基准使用条件下的寿命包线的绘制方法,阐明了在非基准使用条件下对飞机结构进行单机寿命监控的原理与方法。最后以飞机首翻后进行第二次大修的大修间隔期监控为例进行了分析说明。
Synthesis of Intermittent-Motion Linkages with Slight Difference in Length Between Links
CHEN Xin-bo, YU Zhen
《机械工程前沿(英文)》 2006年 第1卷 第1期 页码 76-79 doi: 10.1007/s11465-005-0007-6
The design of intermittent-motion linkages using traditional methods is usually complicated. In this paper, (1) a new method for realizing intermittent motion, using linkages with a slight difference in length between links, is studied; (2) some new types of intermittent-motion linkages and their software for visual analysis and design are developed; and (3) influences of some design parameters on intermittent-motion characteristics are clarified. Results confirmed that the theory and the software are useful, making the synthesis of intermittent-motion linkages clear and easy.
关键词: synthesis useful intermittent intermittent-motion traditional
Comparison on End-of-Life strategies of WEEE in China based on LCA
Bin Lu, Xiaolong Song, Jianxin Yang, Dong Yang
《环境科学与工程前沿(英文)》 2017年 第11卷 第5期 doi: 10.1007/s11783-017-0994-7
关键词: End-of-Life Waste electrical and electronic equipment Life cycle assessment Reuse
《环境科学与工程前沿(英文)》 2023年 第17卷 第12期 doi: 10.1007/s11783-023-1755-4
● Electrochemically exfoliated graphene (EEG) was prepared from pencil graphite rods.
关键词: Holey graphene Electrochemical exfoliation Life cycle assessment (LCA) Environmental impact KOH activation
A comparison of production system life cycle models
Rajesh ATTRI, Sandeep GROVER
《机械工程前沿(英文)》 2012年 第7卷 第3期 页码 305-311 doi: 10.1007/s11465-012-0332-5
Companies today need to keep up with the rapidly changing market conditions to stay competitive. The main issues in this paper are related to a company’s market and its competitors. The prediction of market behavior is helpful for a manufacturing enterprise to build efficient production systems. However, these predictions are usually not reliable. A production system is required to adapt to changing markets, but such requirement entails higher cost. Hence, analyzing different life cycle models of the production system is necessary. In this paper, different life cycle models of the production system are compared to evaluate the distinctive features and the limitations of each model. Furthermore, the difference between product life cycle and production life cycle is summarized, and the effect of product life cycle on production life cycle is explained. Finally, a production system life cycle model, along with key activities to be performed in each stage, is proposed specifically for the manufacturing sector.
Bayes estimation of residual life by fusing multisource information
Qian ZHAO, Xiang JIA, Zhi-jun CHENG, Bo GUO
《工程管理前沿(英文)》 2018年 第5卷 第4期 页码 524-532 doi: 10.15302/J-FEM-2018034
Residual life estimation is essential for reliability engineering. Traditional methods may experience difficulties in estimating the residual life of products with high reliability, long life, and small sample. The Bayes model provides a feasible solution and can be a useful tool for fusing multisource information. In this study, a Bayes model is proposed to estimate the residual life of products by fusing expert knowledge, degradation data, and lifetime data. The linear Wiener process is used to model degradation data, whereas lifetime data are described via the inverse Gaussian distribution. Therefore, the joint maximum likelihood (ML) function can be obtained by combining lifetime and degradation data. Expert knowledge is used according to the maximum entropy method to determine the prior distributions of parameters, thereby making this work different from existing studies that use non-informative prior. The discussion and analysis of different types of expert knowledge also distinguish our research from others. Expert knowledge can be classified into three categories according to practical engineering. Methods for determining prior distribution by using the aforementioned three types of data are presented. The Markov chain Monte Carlo is applied to obtain samples of the parameters and to estimate the residual life of products due to the complexity of the joint ML function and the posterior distribution of parameters. Finally, a numerical example is presented. The effectiveness and practicability of the proposed method are validated by comparing it with residual life estimation that uses non-informative prior. Then, its accuracy and correctness are proven via simulation experiments.
关键词: residual life estimation Bayes model linear Wiener process
General framework for bridge life cycle design
Junhai MA, Airong CHEN, Jun HE
《结构与土木工程前沿(英文)》 2009年 第3卷 第1期 页码 50-56 doi: 10.1007/s11709-009-0004-7
关键词: bridge whole life design design phase design process general framework
标题 作者 时间 类型 操作
Enhanced wear prediction of tunnel boring machine disc cutters for accurate remaining useful life estimation
期刊论文
An adaptive data-driven method for accurate prediction of remaining useful life of rolling bearings
Yanfeng PENG, Junsheng CHENG, Yanfei LIU, Xuejun LI, Zhihua PENG
期刊论文
Two-phase early prediction method for remaining useful life of lithium-ion batteries based on a neural
期刊论文
Soil health—useful terminology for communication or meaningless concept? Or both?
David S. POWLSON
期刊论文
semiconductor photocatalysts in photo-electrochemical conversion of carbon dioxide into fuels and other useful
期刊论文
Synthesis of Intermittent-Motion Linkages with Slight Difference in Length Between Links
CHEN Xin-bo, YU Zhen
期刊论文
Comparison on End-of-Life strategies of WEEE in China based on LCA
Bin Lu, Xiaolong Song, Jianxin Yang, Dong Yang
期刊论文
Synthesis, characterization and life cycle assessment of electrochemically exfoliated KOH-activated holey
期刊论文
Bayes estimation of residual life by fusing multisource information
Qian ZHAO, Xiang JIA, Zhi-jun CHENG, Bo GUO
期刊论文