Trend-Based Repair Quality Assessment for Industrial Rotating Equipment

Maxwell Toothman; Birgit Braun; Scott J. Bury; Michael Dessauer; Kaytlin Henderson; Ray Wright; Dawn M. Tilbury; James Moyne; Kira Barton

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Trend-Based Repair Quality Assessment for Industrial Rotating Equipment

机译：基于趋势的工业旋转设备修复质量评估

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Rotating equipment is widespread in the process industry, where pumps, compressors, and turbines are used to drive continuous manufacturing lines. This class of machinery is meant to run without interruption, but invariably experiences degradation that can lead to equipment failure. Any break in a continuous manufacturing line can halt production, so there is a pressing need to diagnose rotating equipment health before failure occurs. Existing health modeling and diagnosis strategies require supplemental tests to collect model training data, and ignore time-series behavior in machine signals that can be useful for diagnosing equipment health. This letter presents a general modeling structure to give context to historical data, which can act as a substitute for supplemental test data, and describes a methodology for assessing repair quality based on trends in signal features. A case study that uses the proposed methodology to assess the quality of repair procedures is provided.

机译：旋转设备在工艺业中广泛普及，其中泵，压缩机和涡轮机用于驱动连续的生产线。这类机器旨在没有中断运行，但总是经历可能导致设备故障的劣化。在连续生产线中的任何休息都可以停止生产，因此在发生故障之前需要诊断旋转设备的健康。现有的健康建模和诊断策略需要补充测试来收集模型训练数据，并忽略机器信号中的时间序列行为，这对于诊断设备健康。这封信呈现了一般的建模结构，以使上下文成为历史数据，可以作为补充测试数据的替代品，并描述了一种基于信号特征趋势评估修复质量的方法。提供了使用所提出的方法评估修理程序质量的案例研究。

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来源
《IEEE Control Systems Letters》 |2021年第5期|1675-1680|共6页
作者
Maxwell Toothman; Birgit Braun; Scott J. Bury; Michael Dessauer; Kaytlin Henderson; Ray Wright; Dawn M. Tilbury; James Moyne; Kira Barton;
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作者单位

University of Michigan at Ann Arbor Ann Arbor MI USA;

Dow Chemical Company Freeport TX USA;

Dow Chemical Company Midland MI USA;

Digital Operations Center Dow Chemical Company Deer Park TX USA;

Digital Operations Center Dow Chemical Company Deer Park TX USA;

Dow Chemical Company Midland MI USA;

University of Michigan at Ann Arbor Ann Arbor MI USA;

University of Michigan at Ann Arbor Ann Arbor MI USA;

University of Michigan at Ann Arbor Ann Arbor MI USA;

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原文格式 PDF
正文语种 eng
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关键词
Maintenance engineering; Degradation; Indexes; Data models; Hidden Markov models; Manufacturing; Buildings;

机译：维护工程;劣化;索引;数据模型;隐藏的马尔可夫模型;制造;建筑物;

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1. Wood Group Gas Turbine Services - operations, maintenance, repair and overhaul services for industrial Gas Turbines and other high-speed rotating equipment [J] . Leonard Sanford Modern Power Systems: Communicating Power Technology Worldwide . 2005,第5Suppla期

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2. Expert and quality rotating equipment repair [J] . Energy Source & Distribution . 2010,第MaraaApra期

机译：专家和优质的旋转设备维修
3. Assessment of bone quality within the tuberosities of the osteoporotic humeral head: relevance for anchor positioning in rotator cuff repair. [J] . Kirchhoff C, Braunstein V, Milz American Journal of Sports Medicine . 2010,第3期

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4. Trend-based repair quality assessment for industrial rotating equipment [C] . Maxwell Toothman, Birgit Braun, Scott J. Bury, Annual American Control Conference . 2021

机译：基于趋势的工业旋转设备维修质量评估
5. Aerospace equipment suppliers in WNY: Local business environment assessment and industrial linkages. [D] . Ben Jaballah, Haithem. 2011

机译：WNY的航空航天设备供应商：本地商业环境评估和产业联系。
6. Does Rotator Cuff Repair Improve Psychologic Status and Quality of Life in Patients With Rotator Cuff Tear? [O] . Chul-Hyun Cho, Kwang-Soon Song, Ilseon Hwang, 2015

机译：肩袖修补术是否可以改善肩袖撕裂患者的心理状况和生活质量？
7. Report of the Committee on Economic and Monetary Affairs and Industrial Policy on the Commission proposal for a Council directive amending Directives 87/404/EEC (simple pressure vessels), 88/378/EEC (safety of toys), 89/106/EEC (construction products), 89/336/EEC (electromagnetic compatibility), 89/392/EEC (machinery), 89/686/EEC (personal protective equipment), 90/384/EEC (non-automatic weighing instruments), 90/385/EEC (active implantable medical devices), 90/396/EEC (appliances burning gaseous fuels), 91/263/EEC (telecommunications terminal equipment), 92/42/EEC (new hot-water boilers fired with liquid or gaseous fuels), and 73/23/EEC (electrical equipment designed for use within certain voltage limits) on the Commission proposal for a Council decision amending the Council Decision of 13 December 1990 concerning the modules for the various phases of the conformity assessment procedures (90/683/EEC), supplementing it with provisions relating to the arrangements for affixing and using the ECconformity marking (COM(92) 0499 fin. - C3-0038/93, C3-0039/93 - SYN 336 A+B). Session Documents 1993, Document A3-0084/93, 8 March 1993 [O] . Caudron Gerard 1993

机译：经济和货币事务及产业政策委员会关于委员会关于修订指令87/404 / EEC（简单压力容器），88/378 / EEC（玩具安全），89/106 / EEC（建筑产品），89/336 / EEC（电磁兼容性），89/392 / EEC（机械），89/686 / EEC（个人防护装备），90/384 / EEC（非自动称重仪器），90/380 / EEC（有源植入式医疗设备），90/396 / EEC（燃烧气体燃料的设备），91/263 / EEC（电信终端设备），92/42 / EEC（用液体或气体燃料燃烧的新型热水锅炉）委员会关于修改理事会1990年12月13日关于合格评定程序各阶段模块的决定的委员会决定提案，以及73/23 / EEC（设计用于某些电压限制内的电气设备）（90/683） / EEC），补充有关粘贴和使用安排的规定EC符合性标记（COm（92）0499 fin。 - C3-0038 / 93，C3-0039 / 93-sYN 336 a + B）。会议文件1993年，文件a3-0084 / 93，1993年3月8日
8. Survey of Industrial Coal Conversion Equipment Capabilities: Rotating Components [R] . Williams, W. R., Horton, J. R., Boudreau, W. F., 1978

机译：工业煤转化设备能力调查：旋转部件

Trend-Based Repair Quality Assessment for Industrial Rotating Equipment

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