随机非线性预测模型

Khaled El-Tawil, Abdo Abou Jaoude
{"title":"随机非线性预测模型","authors":"Khaled El-Tawil, Abdo Abou Jaoude","doi":"10.1080/21642583.2013.850754","DOIUrl":null,"url":null,"abstract":"The prevention of failure and the evaluation of products state are the most important aims for industrialists since nonpredicted failure is very expensive in most cases. These can be done mainly by the evaluation of the “Remaining Useful Lifetime” (RUL) using the prognostic approaches that compensate the inconveniences of classical maintenance strategies. A proposed analytic prognostic methodology based on nonlinear damage laws is developed here to determine the RUL of the system. It permits to ensure a high availability and productivity with less cost for industrial systems. To make this approach more reliable, it is essential to introduce the stochastic description. In the case of the fatigue effect where the damage state is growing from macro-cracks to total failure, D(N) expresses an increasing scalar damage function in terms of loading cycles N. The RUL is estimated from a predefined threshold of damage DC. Pipelines tubes, subject to fatigue effects due to pressure–depression alternation, belong to vital mechanical systems in petrochemical industries that serve to transport natural gases or liquids. The prognostic evaluation of their states increases the tubes performance and the availability while minimizing their mission cost.","PeriodicalId":22127,"journal":{"name":"Systems Science & Control Engineering: An Open Access Journal","volume":null,"pages":null},"PeriodicalIF":0.0000,"publicationDate":"2013-10-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"23","resultStr":"{\"title\":\"Stochastic and nonlinear-based prognostic model\",\"authors\":\"Khaled El-Tawil, Abdo Abou Jaoude\",\"doi\":\"10.1080/21642583.2013.850754\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"The prevention of failure and the evaluation of products state are the most important aims for industrialists since nonpredicted failure is very expensive in most cases. These can be done mainly by the evaluation of the “Remaining Useful Lifetime” (RUL) using the prognostic approaches that compensate the inconveniences of classical maintenance strategies. A proposed analytic prognostic methodology based on nonlinear damage laws is developed here to determine the RUL of the system. It permits to ensure a high availability and productivity with less cost for industrial systems. To make this approach more reliable, it is essential to introduce the stochastic description. In the case of the fatigue effect where the damage state is growing from macro-cracks to total failure, D(N) expresses an increasing scalar damage function in terms of loading cycles N. The RUL is estimated from a predefined threshold of damage DC. Pipelines tubes, subject to fatigue effects due to pressure–depression alternation, belong to vital mechanical systems in petrochemical industries that serve to transport natural gases or liquids. The prognostic evaluation of their states increases the tubes performance and the availability while minimizing their mission cost.\",\"PeriodicalId\":22127,\"journal\":{\"name\":\"Systems Science & Control Engineering: An Open Access Journal\",\"volume\":null,\"pages\":null},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2013-10-04\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"23\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Systems Science & Control Engineering: An Open Access Journal\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1080/21642583.2013.850754\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Systems Science & Control Engineering: An Open Access Journal","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1080/21642583.2013.850754","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 23

摘要

故障的预防和产品状态的评估是实业家最重要的目标,因为在大多数情况下,不可预测的故障是非常昂贵的。这些主要可以通过使用补偿传统维护策略的不便的预测方法来评估“剩余使用寿命”(RUL)来完成。本文提出了一种基于非线性损伤规律的分析预测方法来确定系统的RUL。它允许以更低的成本确保工业系统的高可用性和生产力。为了使这种方法更可靠,引入随机描述是必要的。在疲劳效应下,损伤状态从宏观裂纹发展到完全破坏,D(N)表示随加载循环次数N增加的标量损伤函数,RUL由预定义的损伤DC阈值估计。管道是石油化工行业中用于输送天然气或液体的重要机械系统,由于压降交替而容易产生疲劳效应。对其状态的预测评估提高了管的性能和可用性,同时最大限度地降低了它们的任务成本。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
Stochastic and nonlinear-based prognostic model
The prevention of failure and the evaluation of products state are the most important aims for industrialists since nonpredicted failure is very expensive in most cases. These can be done mainly by the evaluation of the “Remaining Useful Lifetime” (RUL) using the prognostic approaches that compensate the inconveniences of classical maintenance strategies. A proposed analytic prognostic methodology based on nonlinear damage laws is developed here to determine the RUL of the system. It permits to ensure a high availability and productivity with less cost for industrial systems. To make this approach more reliable, it is essential to introduce the stochastic description. In the case of the fatigue effect where the damage state is growing from macro-cracks to total failure, D(N) expresses an increasing scalar damage function in terms of loading cycles N. The RUL is estimated from a predefined threshold of damage DC. Pipelines tubes, subject to fatigue effects due to pressure–depression alternation, belong to vital mechanical systems in petrochemical industries that serve to transport natural gases or liquids. The prognostic evaluation of their states increases the tubes performance and the availability while minimizing their mission cost.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
Analytical solutions to LQG homing problems in one dimension Analysis and circuit design of a fractional-order Lorenz system with different fractional orders A nonlinear oscillator with strange attractors featured Sinai-Ruelle-Bowen measure Research on a chaotic circuit based on an active TiO 2 memristor Robust and resilient state-dependent control of continuous-time nonlinear systems with general performance criteria
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1