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Applications of Machine Learning to Reciprocating Compressor Fault Diagnosis: a Review
processes Review Applications of Machine Learning to Reciprocating Compressor Fault Diagnosis: A Review Qian Lv 1, Xiaoling Yu 1,*, Haihui Ma 1, Junchao Ye 1, Weifeng Wu 1 and Xiaolin Wang 2 1 School of Energy and Power Engineering, Xi’an Jiaotong University, Xi’an 710049, China; [email protected] (Q.L.); [email protected] (H.M.); [email protected] (J.Y.); [email protected] (W.W.) 2 School of Engineering, University of Tasmania, Hobart, TAS 7001, Australia; [email protected] * Correspondence: [email protected] Abstract: Operating condition detection and fault diagnosis are very important for reliable operation of reciprocating compressors. Machine learning is one of the most powerful tools in this field. However, there are very few comprehensive reviews which summarize the current research of machine learning in monitoring reciprocating compressor operating condition and fault diagnosis. In this paper, the recent application of machine learning techniques in reciprocating compressor fault diagnosis is reviewed. The advantages and challenges in the detection process, based on three main monitoring parameters in practical applications, are discussed. Future research direction and development are proposed. Keywords: reciprocating compressor; condition monitoring; fault diagnosis; machine learning Citation: Lv, Q.; Yu, X.; Ma, H.; Ye, J.; 1. Introduction Wu, W.; Wang, X. Applications of The reciprocating compressor (RC) is a key piece of equipment in petroleum and Machine Learning to Reciprocating chemical industries. If the RC does not operate in the rated efficiency, it will lead to great Compressor Fault Diagnosis: A economic loss to the company. -
Agricultural & Earthmoving Machinery | Deinze, Melreux & Waregem
VENTE EN LIGNE Agricultural & earthmoving machinery (BE) Agricultural & earthmoving machinery | Deinze, Melreux & Waregem Vaart Rechteroever (Kruising met Vaartlaan) 41 - 9800 Deinze (Lots 300-1114) Date de clôture: jeudi 27 DÉCEMBRE à partir de 11:00 Enchères uniquement sur internet ! 20-12-18 16.10 www.TroostwijkAuctions.com jeudi 27 décembre 2018 Agricultural & earthmoving machinery Conditions particulières et conditions de vente online Date de clôture Jeudi 27 décembre 2018 à partir de 11:00 CET Visites samedi 22 décembre de 09:00 jusqu'à 16:00 CET Lots 300-1114 Vaart Rechteroever (Kruising met Vaartlaan) 41 9800 Deinze, Belgique samedi 22 décembre de 09:00 jusqu'à 16:00 CET Lots Melreux Rue de Ny 4 6990 Melreux, Belgique samedi 22 décembre de 09:00 jusqu'à 16:00 CET Lots 1500 - 1652 Nokerseweg 200 8790 Waregem, Belgique Sur rendez-vous Lot 16 Vlassenhout 10A 9200 Dendermonde, Belgique Cette Vente en ligne est organisée TROOSTWIJK BELGIE par Desguinlei 22 Bus 3 2018 ANTWERPEN, Belgique Téléphone: +32-(0)3-287.62.62 Télécopie: +32-(0)3-287.62.63 Courriel: [email protected] Frais acheteur Various percentages TVA 21,00% Enlèvements mardi 8 janvier de 09:00 jusqu'à 16:00 CET Lots 300-1114 Vaart Rechteroever (Kruising met Vaartlaan) 41 9800 Deinze, Belgique mercredi 9 janvier de 09:00 jusqu'à 16:00 CET Lots Deinze day 2 Vaart Rechteroever (Kruising met Vaartlaan) 41 9800 Deinze, Belgique mardi 8 janvier de 09:00 jusqu'à 16:00 CET mercredi 9 janvier de 09:00 jusqu'à 16:00 CET Lots Melreux Rue de Ny 4 6990 Melreux, Belgique mardi 8 janvier de 09:00 jusqu'à 16:00 CET mercredi 9 janvier de 09:00 jusqu'à 16:00 CET Lots 1500 - 1652 Nokerseweg 200 8790 Waregem, Belgique Sur rendez-vous Lot 16 Vlassenhout 10A 9200 Dendermonde, Belgique Visites Nous soulignons qu’il s’agit d’une vente en ligne avec possibilité d’une visite préalable. -
Roots of Motive Power
Roots of Motive Power Complete List of Titles Subjects Author Title <aA Feasibility Study :Redwood Logging M <Modern Sawmill Techniques, Vol. 5 Barber, H. H. <Our First Five Decades - The Story of the Park, Kenneth F. <Principles of Modern Excavation and Equi Morrison Knudsen Company 177 Days - Northwestern Pacific Railroad Anonymous 1937 Logging Ramsey, Dan 1948 Diamond T Truck - Owned By Seabisc 21st. Oregon Logging Conference and Logg A Feasibility Study: Redwood Logging Muse Cook, Margarite A Glance Back Anonymous A Pioneer Lumberman's Story Anonymous A Review of Harvesting Redwoods Chappell, Gordon A Short History of Steam Trains Over Cumb A.W. Davis Supply Company Anonymous Adams Motor Grader Maintenance Manual Anonymous Adlake Trimmings Beebe, Lucius Age of Steam, The J. I. Case Threshing Machine Co. Agitator is Thresher King Davidson, J. Brownlee Agricultural Engineering Davidson, J. Brownlee Agricultural Machinery Hawkins, N. Aids to Engineers' Examinations Anonymous Ain't No More Jones, Fred L. Air Brake Manual Kirkman, Marshall M. Air Brake: Construction and Working Williams, A. N. Air Brakes and Railway Signals Anonymous Air Compressors, 3-CD, 3-CDB & 3-CDC Cummins Engine Co. Air For Your Engine Anonymous Alaska Highway 1942 - 1992 Clymer, Floyd Album Of Historical Steam Traction Engines Anonymous Alco Domestic Parts Price Book Anonymous Alco Locomotive Renewal Parts Anonymous Alco Parts List Anonymous Alco Renewal-Parts Catalog Anonymous Alco Renewal-Parts Catalog, DRP-306 Anonymous Alco Staybolts Anonymous Alco Staybolts Bulletin No. 2011 Anonymous Alco Tool Catalog for Road & Switching Loc Yenne, Bill All Aboard! White, Ron All Kinds of Trains Allis - Chalmers Allis Chalmers Manufacturing Co. -
An Introduction to Mechanical Engineering: Study on the Competitiveness of the EU Mechanical Engineering Industry
An introduction to Mechanical Engineering: Study on the Competitiveness of the EU Mechanical Engineering Industry Within the Framework Contract of Sectoral Competitiveness Studies – ENTR/06/054 Final Report Client: Directorate-General Enterprise & Industry Dr. Hans-Günther Vieweg Munich, 01 February 2012 Project leader: Hans-Günther Vieweg, Ifo Institute Team: Ifo Institute: Jörg Claussen Christian Essling Michael Reinhard Cambridge Econometrics: Eva Alexandri Graham Hay Ian Robins Danish Technological Institute: Tine Andersen Karsten Frøhlich Hougaard Table of contents 1 An introduction to Mechanical Engineering 1 1.1 Structure of the report and the team 1 1.2 Understanding the project and its objectives 2 1.3 Specifics of Mechanical Engineering 4 2 EU Mechanical Engineering 19 2.1 Profile of the EU Mechanical Engineering 19 2.1.1 Description of the sector 19 2.1.2 Mechanical Engineering compared to total manufacturing 27 2.2 Mechanical engineering in selected Member States 31 2.2.1 France 31 2.2.2 Germany 35 2.2.3 Italy 38 2.2.4 Spain 41 2.2.5 United Kingdom 45 2.2.6 Poland 47 2.2.7 Czech Republic 50 2.2.8 Slovakia 53 2.3 Subsectors of Mechanical Engineering 55 2.3.1 Engines and turbines 55 2.3.2 Pumps and compressors 60 2.3.3 Taps and valves 65 2.3.4 Bearings, gears and drives 68 2.3.5 Lifting, handling and storage equipment 74 2.3.6 Non-domestic cooling and ventilation equipment 83 2.3.7 Agricultural and forestry machinery 87 2.3.8 Machinery for mining, quarrying and construction 93 2.3.9 Machine Tools for metal working 98 2.3.10 Machinery -
2005 Field Sampling Procedures Manual: Chapter 6 Last
Field Sampling Procedures Manual Chapter 6 Chapter 6 Sample Collection Table of Contents 6.1 General Information Applicable To All Sampling Events 6.1.1 Preparation 6.1.2 Type of Samples 6.1.2.1 Environmental and Waste Samples 6.1.2.2 Grab vs. Composite 6.1.3 Laboratory Procurement 6.1.4 Quality Assurance Samples 6.1.5 Quality Assurance Project Plans 6.1.6 Assuring Health and Safety 6.1.7 Post Sampling Activities 6.2 Soil Sampling 6.2.1 Selection of Sampling Equipment 6.2.2 Equipment Preparation 6.2.3 Soil Logs 6.2.3.1 Wentworth Scale Table 6.1 Wentworth Scale as Modified from Driscoll, 1986, and Folk, 1975. 6.2.3.2 Unified Soil Classification System (USCS) Table 6.2 Unified Soil Classification System; from American Society for Testing and Materials, 1985 Table 6.3. Unified Soil Classification System (USCS) 6.2.3.3 Burmister System Table 6.4 Burmister Soil Classification Naming System (source: Dunn Geoscience Corporation) Table 6.5 Burmister Soil Classification System Coarse-Grained Soils, Gradation of Components Table 6.6 Burmister Soil Classification System Fine-Grained Soils, Plasticity of Compo- nents Table 6.7 Burmister Soil Classification System, Components and Fractions, Modified from Burmister, 1950 6.2.3.4 U.S. Comprehensive Soil Classification System Table 6.8 Textural Descriptions for USDA System 6.2.3.5 Comparison of the Soil Classification Systems 6.2.4 Field Log Books Table 6.9 Comparison of the Soil Classification Systems compiled from various sources Boring Log 6.2.5 Determination of Soil Sample Location 6.2.5.1 Surface -
The Calumet Region Historical Guide
I TEDS! DETROIT H ^- ^Z^fir~ 5-,^. f I S R A I! HICAGO ' 1 < .' CALUMET DISTRICT .... The Red Man came and saw and pitched his tent amid Nature's dunelands. Ah! who shall write the epic story of the heretofore unwritten drama that was there unfolded . the fierce hatreds, and strug- gles fraught with tragedy; the sublime pas- sions of love, the long periods of peace, where in his native poetic eloquence, he conversed with earth and sky, dreaming great dreams, looking up at the brilliant stars, his classic bronze features fanned by the soft-scented breath of the Indian summer? . The buzz of machines, the whirl of wheels, and the rush . of steam everywhere fill the air The Red Man of the Calumet has vanished engulfed and forgotten in the march of civilization. Father John Baptiste deVille THE CALUMET REGION HISTORICAL GUIDE Containing the early history of the region as well as the contemporary scene within the cities of Gary, Hammond, East Chicago Indiana and (including Harbor) , Whiting Compiled by the WORKERS OF THE WRITERS' PROGRAM OF THE WORK PROJECTS ADMINISTRATION in the State of Indiana Sponsored by THE BOARD OF EDUCATION OF GARY and THE GARY COMMERCIAL CLUB and CHAMBER OF COMMERCE CARMAN PRINTING CO. 1939 Copyright, 1939 By the Board of Education of Gary, Indiana FEDERAL WORKS AGENCY JOHN M. CARMODY, ADMINISTRATOR WORK PROJECTS ADMINISTRATION F. C. HARRINGTON, COMMISSIONER FLORENCE KERR, ASSISTANT COMMISSIONER JOHN K. JENNINGS, ADMINISTRATOR FOR INDIANA GORDON F. BRIGGS, SUPERVISOR OF INDIANA WRITERS' PROJECT Printed in the United States of America To the governor of Indiana, M.