Industrial Applications of Soft Computing
|
|
- Vincent Malone
- 5 years ago
- Views:
Transcription
1 Industrial Applications of Soft Computing
2 Studies in Fuzziness and Soft Computing Editor-in-chier Prof. Janusz Kacprzyk Systems Research Institute Polish Academy of Sciences ul. Newelska Warsaw, Poland kacprzyk@ibspan.waw.pl = 2941 Further volumes of this series can be found at our homepage. Vol. 49. L.I. Kuncheva F/l'l.ZY Classifier Design, 2000 ISBN Vol. 50. F. Crestani and G. Pasi (Eds.) Soft Computing in Information Retrieval ISBN Vol. 51. J. Fodor, B. De Baets and P. Pemy (Eds.) Preferences and Decisions under Incomplete Knowledge ISBN Vol. 52. E.E. Kerre and M. Nachtegael (Eds.) Fuzzy Techniques in Image Processing ISBN Vol. 53. G. Bordogna and G. Pasi (Eds.) Recent Issues on F/l'l.ZY Databases ISBN Vol. 54. P. Sincak and 1. Vascak (Eds.) Quo Vadis Computational Intelligence? 2000 ISBN Vol. 55. J.N. Mordeson. D.S. Malik and S.-C. Cheng F/l'l.ZY Mathematics in Medicine ISBN Vol. 56. L. Polkowski, S. Tsumoto and T. Y. Lin (Eds.) Rough Set Methods and Applications ISBN Vol. 57. V. Novak and I. Pertilieva (Eds.) Discovering the World with Fuzzy Logic. 200} ISBN Vol. 58. D.S. Malik and J.N. Mordeson Fuzzy Discrete Structures ISBN Vol. 59. T. Furuhashi, S. Tano and H.-A. Jacobsen (Eds.) Deep Fusion of Computational and Symbolic Processing. 200} ISBN Vol. 60. K.J. Cios (Ed.) Medical Data Mining and Knowledge Discovery. 200} ISBN Vol. 61. D. Driankov and A. Saffiotti (Eds.) Fuzzy Logic Techniques for Autonomous Vehicle Navigation. 200} ISBN Vol. 62. N. Baba. L.c. Jain (Eds.) Computational Intelligence in Games. 200} ISBN Vol. 63. O. Castillo. P. Melin Soft Computing for Control of Non-Linear Dynamical Systems ISBN Vol. 64. I. Nishizaki. M. Sakawa F/l'l.ZY and Multiobjective Games for Conflict Resolution. 200} ISBN Vol. 65. E. OrIowska, A. Szalas (Eds.) Relational Methods for Computer Science Applications. 200} ISBN Vol. 66. R.J. Howlett, L.C. Jain (Eds.) Radial Basis Function Networks ] ISBN Vol. 67. R.I. Howlett and L.C. Jain (Eds.) Radial Basis Function Networks } ISBN Vol. 68. A. Kandel. M. Last and H. Bunke (Eds.) Data Minining and Computational Intelligence. 200] ISBN Vol. 69. A. Piegat Fuzzy Modeling and Control. 200] ISBN Vol. 70. W. Pedrycz (Ed.) Granular Computing. 200] ISBN
3 Kauko Leiviska Editor Industrial Applications of Soft Computing Paper, Mineral and Metal Processing Industries With 118 Figures and 27 Tables Springer-Verlag Berlin Heidelberg GmbH
4 Prof. Kauko Leiviska Leiviskä University of Oulu Department of Process Engineering P.O. Box Oulun yliopisto Finland ISSN ISBN ISBN (ebook) DOI / Cataloging-in-Publication Data applied for Die Deutsche Bibliothek - CIP-Einheitsaufnahme Industrial applications of soft computing: paper, mineral and metal processing industries; with 27 tables I Kauko Lciviska Lciviskä Ed. - Heidelberg; Hcidelberg; New York: Physica-Verl., 2001 (Studies in fuzziness and soft computing; Vol. 71) This work is subject to copyright. All rights are reserved, whether the whole or part of the material is concerned, concemed, specifically the rights of translation, reprinting, reuse of illustrations, recitation, broadcasting. reproduction on microfilm or in any other way, and storage in data banks. Duplication of this publication or parts thereof is penniued tied only under the provisions of the thc German Copyright Law of 01' September 9, 1965, in its current version, Violations are liable for prosecution under the German Copyright Law. Springer-Verlag Berlin Heidelberg 2001 Originally published by Physica-Verlag Heidelberg New York in 2001 I Softcover Softeover reprint ofthe hardcover 1st lst edition 2001 Tbe The use of general descriptive names, registered registcred names, trademarks, etc. in this publication docs not imply. even in the absence of a specific statement, that such names arc are exempt excmpt from the relevant protective laws and regulations and therefore free for general use. Hardcover Design: Erich Kirchner, Heidelberg
5 Preface My first contact with Soft Computing dates back to the end of 1970's. I got a letter from a foreign colleague who asked, if I were interested to study a new control methodology, fuzzy logic control. I had just finished with my Licentiate of Technology thesis that had led to the first commercial control system for the lime kiln. I had also started my Doctor of Technology studies and selected production scheduling algorithms for the pulp mill as my topic. So, I had to turn his proposal down. Next contact was about seven years later, I was working with the lime kiln again. This time, one my students was testing the expert system technology for the consulting application on the lime kiln. The program system we were using had a fuzzy system option, and we made a consulting fuzzy expert system for the lime kiln operation. The system was never installed on the actual kiln. I got my own laboratory to manage in 1990 and we started working with the its strategy. My interest to knowledge-based system and to fuzzy logic and neural networks had grown during years. We had also discussions with companies and financing sources and, together with the interest, we chose Intelligent Methods, how we called them at this time, our strategic growth area. After couple of years, we were working with the lime kiln control again. This time we used fuzzy logic control and the studies led to our first successful industrial application on this new area. So, it is no wonder that also one of the chapters in this book deals with the use of Soft Computing methods in lime kiln. This book concentrates on the application of Soft Computing methods in Finland. Finland experienced a boom of neural network and fuzzy technologies during 1990's. There were several reasons for this. Finnish companies have been pioneering in many areas of industrial control applications for decades. Especially this agrees with mining and metals and paper industries. Companies have seen the benefits of better control and improved information, and also in this case it was easy to find industrial partners ready for testing the new technology. Also the research policy that the State of Finland was carrying out was positive for new technologies. As a concrete example, the National Technology Agency, Tekes, launched an extensive research and technology development project concerning intelligent and adaptive systems. Its effect for the growth of fuzzy logic and neural network applications in the Finnish industry was a tremendous one. While choosing papers for this book I was in front of multitude of possibilities. I have tried to balance the material at least in two ways. First, I tried to find new
6 VI interesting industrial applications that have not been too reported earlier in the literature. Secondly, I tried to give a chance to as many research groups as possible to tell about their research. After four short introductory chapters, applications in mineral and metal processing start. The first application tells about fuzzy logic control of the sintering plant. It is a good example, how a commercial software is used controlling a complicated process. The second example tells about an application Kohonen selforganising map to describe the behaviour of wall temperature profiles in the blast furnace. It shows the strength of SQM in visualising complicated process phenomena in giving improved information for operators. The third example tells about the smelt shop control. It is an example, how neural network models are integrated with existing models to a hybrid system with increased performance. It shows the ability of neural networks to cope with huge amounts of data. The fourth example of this topic takes us to mineral processing. It shows the results of a long research line concerning the modelling and control of a rotary dryer for minerals drying using conventional and advanced methods. The fifth, and the final example introduces even more difficult example from minerals processing. It deals with using image processing and an expert system in flotation plant control. Next we turn to the paper industry. These applications start from modelling. The first paper in this sequence deals with the comparison of different fuzzy modelling methods using continuous pulp cooking as an example. The second example concerns with a conventional fuzzy logic control. It concern with a fuzzy control system for TMP-pulping installed at the Swedish mill. The third example is the "obligatory" lime kiln example. The existing control system combines fuzzy logic control, neural networks and an expert system framework. This system is in operation and the results have been good. The forth example is once again dealing with TMP- pulping. It shows how fuzzy logic can be combined with Statistical Process Control to develop a flexible system to help operators in process monitoring. Finally comes an example from the paper machine control. It concentrates on paper grade changes that are usually too complicated for manual operation and the risks of production losses are also high in automatic changes. As the Editor of this book, I have many thanks to give. I thank the Series Editor for the possibility to write this book and good advises along the way. I thank my writer colleagues for good co-operation and patience, because the road was long. I thank my wife, Eija and my daughter, Minja, for just being there. This effort took a lot of our time together. Especially, I thank my son, Marko, for collecting the background material for the Chapter "Applications in Paper Industries". It was a good work. Qulu, November 20, 2000 Kauko Leiviska
7 Contents Preface v Part I: Introduction Basics of Soft Computing Methods 3 K. Leiviskii Soft Computing Applications in Mineral and Metal Industries 23 K. Leiviskii Soft Computing Applications in Pulp and Paper Industries 35 K. Leiviskii Enhancing Maintainability of Knowledge-Based Soft Computing Systems 47 T. Rauma Part II: Mineral and Metal Industries Fuzzy Logic Control of a Sintering Plant P. Myllymliki, 1. Poutiainen Pattern Recognition for Blast Furnace Temperature Classification H. Saxen, L. Lassus Temperature Control of a Smelting Plant T. Palovaara, M. Sipola Adaptive Fuzzy Control of a Rotary Dryer L. Yliniemi Soft Computing at a Flotation Plant H. Hyotyniemi, R. Ylinen, 1. Miettunen
8 VIII Part III: Paper Industries Intelligent Modelling of Continuous Pulp Cooking K. Leiviskii, E. Juuso, A.Isokangas Fuzzy Quality Control of a TMP Plant J. Myllyneva, L. Karlsson, l. Joensuu Intelligent Supervisory Control of an Industrial Rotary Kiln E. Juuso, M. Jiirvensivu, O. Ahava Fuzzy Logic and SPC K. Latva-Kiiyrii Estimation of Target Values for Grade Changes in Paper Machine P. Viljamaa, H. Peltonen, H. Koivo Index List of Contributors
Studies in Fuzziness and Soft Computing
Fuzzy Mathematics Studies in Fuzziness and Soft Computing Editor-in-chief Prof. Janusz Kacprzyk Systems Research Institute Polish Academy of Sciences ul. Newelska 6 01-447 Warsaw, Poland E-mail: kacprzyk@ibspan.waw.pl
More informationStandpipe Systems for Fire Protection
Standpipe Systems for Fire Protection Kenneth E. Isman Standpipe Systems for Fire Protection Kenneth E. Isman University of Maryland College Park, MD, USA ISBN 978-3-319-47749-7 DOI 10.1007/978-3-319-47750-3
More informationEco-Landscape Design
Eco-Landscape Design John A. Flannery Karen M. Smith Eco-Landscape Design John A. Flannery Boston Spa Media Boston Spa, Leeds United Kingdom www.bostonspamedia.com Karen M. Smith Boston Spa Media Boston
More informationAdvanced Series in Agricultural Sciences 24
Advanced Series in Agricultural Sciences 24 Co-ordinating Editor: B. Yaron Editors: B.L. McNeal, F. Tardieu H. Van Keulen, D. Van Vleck Advanced Series in Agricultural Sciences Volumes already published
More informationAdvanced Fixture Design for FMS
Advanced Fixture Design for FMS Advanced Manufacturing Series Series Editor:D.T. Ph am Other titles in the series: A Systems Approach to AMT Deployment Eds. D.R. Towill and J. Cherrington Human-Intelligence-Based
More informationH. Trevor Clifford Peter D. Bostock Etymological Dictionary of Grasses
H. Trevor Clifford Peter D. Bostock Etymological Dictionary of Grasses H. Trevor Clifford Peter D. Bostock Etymological Dictionary of Grasses Authors Prof. Dr. H. Trevor Clifford Queensland Herbarium Brisbane
More informationQualitative Studies in Quality of Life
Qualitative Studies in Quality of Life Social Indicators Research Series Volume 55 Series Editor: ALex C. MichaLos Faculty of Arts Office, Brandon University, Brandon, Manitoba, Canada Editors: ED DIENER
More informationTunnel Fire Dynamics
Tunnel Fire Dynamics Haukur Ingason Ying Zhen Li Anders Lönnermark Tunnel Fire Dynamics 1 3 Haukur Ingason Fire Research SP Technical Research Institute of Sweden Borås Sweden Anders Lönnermark Fire Research
More informationENVIRONMENTAL DESIGN EVALUATION
ENVIRONMENTAL DESIGN EVALUATION Arnold Friedmann University of Massachusetts, Amherst Craig Zimring Georgia Institute of Technology, Atlanta Ervin Zube University of Arizona, Tucson This concise, highly
More informationBuilding Sustainable Futures
Building Sustainable Futures Mohammad Dastbaz Ian Strange Stephen Selkowitz Editors Building Sustainable Futures Design and the Built Environment 1 3 Editors Mohammad Dastbaz Faculty of Arts, Enviro &
More informationThe Future of PMRs: Towards a European PMR Network
The Future of PMRs: Towards a European PMR Network 21 Costas KADIS 1, Costas A. THANOS 2 and Emilio LAGUNA 3 1 Frederick University, 7, Y. Frederickou str., Pallouriotissa, 1036 Nicosia, Cyprus 2 Department
More informationSpringerBriefs in Applied Sciences and Technology
SpringerBriefs in Applied Sciences and Technology PoliMI SpringerBriefs Editorial Board Barbara Pernici, Politecnico di Milano, Milano, Italy Stefano Della Torre, Politecnico di Milano, Milano, Italy Bianca
More informationBasics, Methods and Case Studies
Geobotany Studies Basics, Methods and Case Studies Editor Franco Pedrotti University of Camerino Camerino Italy Editorial Board S. Bartha, Vacratot, Hungary F. Bioret, University of Brest, France E.O.
More informationUrban Renewal Theory and Practice
Urban Renewal Theory and Practice Macmillan Building and Surveying Series Series Editor: lvor H. Seeley Emeritus Professor, Nottingham Polytechnic Advanced Building Measurement, second edition, lvor H.
More informationIntrusion Detection System: Facts, Challenges and Futures. By Gina Tjhai 13 th March 2007 Network Research Group
Intrusion Detection System: Facts, Challenges and Futures By Gina Tjhai 13 th March 2007 Network Research Group 1 Overview Introduction Challenges of current IDS Potential solutions Alarm Correlation Existing
More informationThe New Economics of Sustainable Consumption
The New Economics of Sustainable Consumption Energy, Climate and the Environment Series Series Editor: David Elliott, Professor of Technology, Open University, UK Titles include: David Elliott (editor)
More informationEE04 804(B) Soft Computing Ver. 1.2 Class 1. Introduction February 21st,2012. Sasidharan Sreedharan
EE04 804(B) Soft Computing Ver. 1.2 Class 1. Introduction February 21st,2012 Sasidharan Sreedharan www.sasidharan.webs.com 1 Syllabus Artificial Intelligence Systems- Neural Networks, fuzzy logic, genetic
More informationFuzzy Logic For Business Finance And Management Advances In Fuzzy Systems U Applications And Theory Advances In Fuzzy Systems Applications And Theory
Fuzzy Logic For Business Finance And Management Advances In Fuzzy Systems U Applications And Theory We have made it easy for you to find a PDF Ebooks without any digging. And by having access to our ebooks
More informationMiniaturized Radars for Countless Applications
Miniaturized Radars for Countless Applications Hosted by Silicon Radar GmbH Im Technologiepark 1 15236 Frankfurt (Oder) Germany 1 Problem Current Technologies Fail to Meet Requirements 12.10.2016 Silicon
More informationChapter 1 Introduction
Chapter 1 Introduction This chapter presents an introductory background to the research work undertaken, the problem statement, research issues involved and objectives of the research work. The contribution
More informationOracle Retail Management System Release Notes Release November 2007
Oracle Retail Management System Release Notes Release 11.0.13 November 2007 Oracle Retail Management System Release Notes, Release 11.0.13 Copyright 2007, Oracle. All rights reserved. Primary Author: Rich
More informationNeuro Fuzzy Soft Computing Solution Manual
Neuro Fuzzy Soft Computing Solution Manual If you are searched for the ebook Neuro fuzzy soft computing solution manual in pdf form, in that case you come on to correct site. We presented utter version
More informationHistorical Urban Landscape
Historical Urban Landscape Gábor Sonkoly Historical Urban Landscape Gábor Sonkoly Eötvös Loránd University of Budapest Budapest, Hungary ISBN 978-3-319-49165-3 ISBN 978-3-319-49166-0 (ebook) DOI 10.1007/978-3-319-49166-0
More informationENVIRONMENTAL POLICY AND SOCIETAL AIMS
ENVIRONMENTAL POLICY AND SOCIETAL AIMS STUDIES IN ECOLOGICAL ECONOMICS VOLUME 2 Environmental Policy and Societal Aims edited by DENIS REQUIER-DESJARDINS Centre d'economie et d'ethique pour V Environnement
More informationFalse Alarm Study: False Alarm Data Collection and Analysis from Fire Detection and Fire Alarm Systems in Selected European Countries
False Alarm Study: False Alarm Data Collection and Analysis from Fire Detection and Fire Alarm Systems in Selected European Countries Edited by EURALARM, Task Group False Fire Alarms Dr Sebastian Festag
More informationCHINA IN WORLD HISTORY
CHINA IN WORLD HISTORY By the same author CENTRAL ASIA IN WORLD HISTORY PROVINCE AND POLITICS IN late IMPERIAL CHINA SALT AND CMLIZATION THE MODERNIZATION OF THE CHINESE SALT ADMINISTRATION China in World
More informationAn Environmental History of Twentieth-Century Britain
An Environmental History of Twentieth-Century Britain An Environmental History of Twentieth-Century Britain John Sheail John Sheail 2002 All rights reserved. No reproduction, copy or transmission of this
More informationFire Detection Using Image Processing
Fire Detection Using Image Processing Ku. R.A.Agrawal ME Student Department of CSE Babasaheb Naik college of Engineering Pusad, India rachanaagrawal90@gmail.com Prof. S.T.Khandare Associate professor Department
More informationAdvanced Autodesk Authorized Training Courseware (AATC) AutoCAD. Architecture 2009
Advanced Autodesk Authorized Training Courseware (AATC) AutoCAD Architecture 2009 185A1-050000-CM15A August 2008 Copyright ASCENT Center for Technical Knowledge, 2008 Printed in the United States of America,
More informationProfessional Practice For Interior Designers PDF
Professional Practice For Interior Designers PDF The text of choice for professional interior design practice -- now with companion CD-ROM! Since publication of the first edition in 1990, Professional
More information15 th International Conference on Automatic Fire Detection PROCEEDINGS. October 14-16, 2014 Universität Duisburg-Essen Duisburg, Germany
15 th International Conference on Automatic Fire Detection PROCEEDINGS October 14-16, 2014 Universität Duisburg-Essen Duisburg, Germany ii Proceedings Vol. 1 and Vol. 2 of the 15 th International Conference
More informationRECOMMENDED COURSE SEQUENCE
RECOMMENDED COURSE SEQUENCE 3-Year Program First Professional Degree First Year LA 501 Studio I 3 LA 504 Studio III 3 LA 503 Studio II 3 LA 506 Studio IV 3 LA 592A & 696L Plants in the Landscape & Lab
More informationISO/TS TECHNICAL SPECIFICATION
TECHNICAL SPECIFICATION ISO/TS 10811-1 First edition 2000-06-01 Mechanical vibration and shock Vibration and shock in buildings with sensitive equipment Part 1: Measurement and evaluation Vibrations et
More informationVIDEO SURVEILLANCE MARKET
VIDEO SURVEILLANCE MARKET GLOBAL FORECAST TO 2022 BY SYSTEM (ANALOG & IP), COMPONENT (CAMERA, MONITOR, STORAGE DEVICE, SOFTWARE), SERVICE (VSAAS, MAINTENANCE), APPLICATION (INFRASTRUCTURE, COMMERCIAL,
More informationTABLE OF CONTENTS. iii iv vi. vii. xii xiii xvii xix
TABLE OF CONTENTS ORIGINAL LITERACY WORK DECLARATION ABSTRACT ABSTRAK (MALAY TRANSLATION) ACKNOWLEDGEMENT TABLE OF CONTENTS LIST OF FIGURES LIST OF TABLES LIST OF SYMBOLS AND ABBREVIATIONS LIST OF APPENDICES
More informationOracle Retail Management System Release Notes Release Spanish. January 2008
Oracle Retail Management System Release Notes Release 10.1.20 Spanish January 2008 Oracle Retail Management System Release Notes, Release 10.1.20 Spanish Copyright 2008, Oracle. All rights reserved. Primary
More informationOracle Retail Furniture Retail System (FRS) Pricewriter to Xmargin Guide Release October 2015
Oracle Retail Furniture Retail System (FRS) Pricewriter to Xmargin Guide Release 1101 October 2015 Oracle Retail Furniture Retail System (FRS) Pricewriter to Xmargin Guide, Release 1101 Copyright 2015,
More informationVisualizing Landscape Architecture
Visualizing Landscape Architecture ELKE MERTENS Visualizing Landscape Architecture FUNCTIONS I CONCEPTS I STRATEGIES BASEL BOSTON BERLIN BIRKHAUSER 7 Preface 9 INTRODUCTION 31 PARTl FUNCTIONS 10 Conveying
More informationThe Globalization of Asian Cuisines
The Globalization of Asian Cuisines The Globalization of Asian Cuisines Transnational Networks and Culinary Contact Zones Edited by James Farrer THE GLOBALIZATION OF ASIAN CUISINES Copyright James Farrer,
More informationOcean Engineering & Oceanography
Ocean Engineering & Oceanography Volume 3 Series editors Manhar R. Dhanak, Florida Atlantic University, Boca Raton, USA Nikolas I. Xiros, New Orleans, USA More information about this series at http://www.springer.com/series/10524
More informationI am Rick Jeffress and I handle sales for Fike Video Image Detection. We thank the AFAA for coordinating the venue for this presentation, and we
I am Rick Jeffress and I handle sales for Fike Video Image Detection. We thank the AFAA for coordinating the venue for this presentation, and we appreciate your taking the time to learn more about this
More informationDistribution System Requirements for Fire Protection
Distribution System Requirements for Fire Protection AWWA MANUAL M31 Fourth Edition MANUAL OF WATER SUPPLY PRACTICES M31, Fourth Edition Distribution System Requirements for Fire Protection Copyright 1989,
More informationEN ISO 9001 ÖNORM. Quality management systems Requirements. Edition: EN ISO 9001: Cor.1: (consolidated version)
ÖNORM EN ISO 9001 Edition: 2009-08-15 Quality management systems Requirements (ISO 9001:2008 + Cor.1:2009) (consolidated version) Qualitätsmanagementsysteme Anforderungen (ISO 9001:2008 + Cor.1:2009) (konsolidierte
More informationSITE PLANNING, THIRD EDITION BY KEVIN LYNCH, GARY HACK
SITE PLANNING, THIRD EDITION BY KEVIN LYNCH, GARY HACK DOWNLOAD EBOOK : SITE PLANNING, THIRD EDITION BY KEVIN LYNCH, GARY Click link bellow and free register to download ebook: SITE PLANNING, THIRD EDITION
More informationPolicy frameworks and initiatives for sustainability. A perspective by the German Council for Sustainable Development Prof. Dr.
Policy frameworks and initiatives for sustainability. A perspective by the German Council for Sustainable Development Prof. Dr. Wolfgang Schuster 1 June, 11, 2018 Heidelberg The concept of sustainability
More informationRotary Screw Compressors. ASK Series With the world-renowned SIGMA PROFILE Flow rate 0.79 to 4.65 m³/min, Pressure 5.5 to 15 bar.
Rotary Screw Compressors ASK Series With the world-renowned SIGMA PROFILE Flow rate 0.79 to 4.65 m³/min, Pressure 5.5 to 15 bar www.kaeser.com ASK series ASK Maximum performance Discerning users expect
More information15 Faculties Students
DEBRECEN University of Debrecen University of Debrecen is the 2 nd largest university in Hungary www.unideb.hu www.debrecen.hu 15 Faculties 30 000 Students University of Debrecen 15 Faculties ~ 30.000
More informationFire & Security Products. Siemens Flame Detector a highlight in detection. technology.
Fire & Security Products Siemens Flame Detector a highlight in detection technology. Keeping a very close eye on nature. Flames are a fascinating - but at the same time threatening - natural phenomenon.
More informationGRAPHICAL SYMBOLS FOR FIRE PROTECTION DRAWINGS
SAA HB20 1996 Australian Standard GRAPHICAL SYMBOLS FOR FIRE PROTECTION DRAWINGS SAA HB20 1996 Australian Standard GRAPHICAL SYMBOLS FOR FIRE PROTECTION DRAWINGS PUBLISHED BY STANDARDS AUSTRALIA (STANDARDS
More informationE-BOOK E BOOK FOR MOLD DESIGN PRODUCT CATALOG
20 October, 2017 E-BOOK E BOOK FOR MOLD DESIGN PRODUCT CATALOG Document Filetype: PDF 442.79 KB 0 E-BOOK E BOOK FOR MOLD DESIGN PRODUCT CATALOG Our hardworking molds set the standard in the industry by
More informationAS Australian Standard. Domestic solid fuel burning appliances Installation. This is a free 6 page sample. Access the full version online.
AS 2918 1990 Australian Standard Domestic solid fuel burning appliances Installation This Australian Standard was prepared by Committee CS/62, Solid Fuel Burning Appliances. It was approved on behalf of
More informationIPC CODE AND COMMENTARY
2012 IPC CODE AND COMMENTARY 2012 International Plumbing Code Commentary First Printing: March 2012 ISBN: 978-1-60983-070-0 (soft-cover) COPYRIGHT 2012 by INTERNATIONAL CODE COUNCIL, INC. ALL RIGHTS RESERVED.
More informationCE marking of fire-resistant doors the right way!
Page 1 of 5 ift Rosenheim CE marking of fire-resistant doors the right way! Surveillance and certification of fire safety products 1 Introduction The product standard for doors, gates and windows with
More informationISO INTERNATIONAL STANDARD
INTERNATIONAL STANDARD ISO 5658-2 Second edition 2006-09-15 Reaction to fire tests Spread of flame Part 2: Lateral spread on building and transport products in vertical configuration Essais de réaction
More informationJames T. Anderson Craig A. Davis. Editors. Wetland Techniques. Volume 1: Foundations
Wetland Techniques James T. Anderson Craig A. Davis Editors Wetland Techniques Volume 1: Foundations Editors James T. Anderson Forestry and Natural Resources and Environmental Research Center West Virginia
More informationE_01_a_dreiseitl_ _ :50 Uhr Seite 1. New Waterscapes
E_01_a_dreiseitl_001-041_16 19.09.2005 10:50 Uhr Seite 1 New Waterscapes E_01_a_dreiseitl_001-041_16 19.09.2005 10:50 Uhr Seite 2 E_01_a_dreiseitl_001-041_16 19.09.2005 10:50 Uhr Seite 3 Edited by Herbert
More informationLiquid Ring Vacuum Pumps, Compressors and Systems
Helmut Bannwarth Liquid Ring Vacuum Pumps, Compressors and Systems Conventional and Hermetic Design Translated by Christine Ahner WILEY- VCH WILEY-VCH Verlag GmbH & Co. KGaA XIII Foreword VII Preface IX
More informationAlgorithmic Generation of Chinese Lattice Designs
Algorithmic Generation of Chinese Lattice Designs S. Y. Lee and K. M. Tiong Abstract Chinese lattice designs commonly appear on traditional Chinese windows, doors and decorative ornaments.the underlying
More informationFoundations of Fire Safety in Civil Engineering
Foundations of Fire Safety in Civil Engineering Dan Diaconu-Şotropa Universitatea Tehnică Gh. Asachi din Iaşi Editura POLITEHNIUM Universitatea Tehnică Gh. Asachi din Iaşi 2014 i DE INTRODUS CIP ii FOREWORD
More informationTransportation Research, Economics and Policy
Transportation Research, Economics and Policy Series Editors David Gillen Werner Rothengatter For further volumes: http://www.springer.com/series/6647 David M. Levinson Henry X. Liu Michael Bell Editors
More informationINTERNATIONAL STANDARD
INTERNATIONAL STANDARD IEC 60410 First edition 1973 Sampling plans and procedures for inspection by attributes This English-language version is derived from the original bilingual publication by leaving
More informationENVIRONMENTAL POLITICS IN SOUTHERN EUROPE Actors, Institutions and Discourses in a Europeanizing Society
ENVIRONMENTAL POLITICS IN SOUTHERN EUROPE Actors, Institutions and Discourses in a Europeanizing Society ENVIRONMENT & POLICY VOLUME 29 Environmental Politics in Southern Europe Actors, Institutions and
More informationSolar Water Heating Systems
Solar Water Heating Systems SolarWater Heating Systems Proceedings of the Workshop on Solar Water Heating Systems New Delhi, India 6-10 May, 1985 edited by H.P. Garg Professor of Solar Energy, Centre of
More informationAlarm Analysis with Fuzzy Logic and Multilevel Flow Models
Alarm Analysis with Fuzzy Logic and Multilevel Flow Models Fredrik Dahlstrand Department of Information Technology Lund Institute of Technology Box 118, SE-221 00 Lund, Sweden Phone: +46 46 222 95 10 Fax
More informationProcess Control Systems Engineering
Process Control Systems Engineering Supply Infrastructure from A to Z von Leon Urbas 1. Auflage Process Control Systems Engineering Urbas schnell und portofrei erhältlich bei beck-shop.de DIE FACHBUCHHANDLUNG
More informationOracle Retail Distribution Management Release Notes Release October 2007
Oracle Retail Distribution Management Release Notes Release 10.3.14 October 2007 Oracle Distribution Management Release Notes, Release 10.3.14 Copyright 2007, Oracle. All rights reserved. Primary Author:
More informationThe Sustainable City Vi Urban Regeneration And Sustainability Wit Transactions On Ecology And The Environment
The Sustainable City Vi Urban Regeneration And Sustainability Wit Transactions On Ecology And The We have made it easy for you to find a PDF Ebooks without any digging. And by having access to our ebooks
More informationFunctional Safety Manual June pointek CLS500/LC500
Functional Safety Manual June 2009 pointek CLS500/LC500 Introduction 1 Level Switch Pointek CLS500 SITRANS LC500 SIL Safety Manual Supplement to device manual General safety instructions 2 Device-specific
More informationLandscaping Securities August 28, 2014
Landscaping Securities August 28, 2014 The Office of the City Auditor conducted this project in accordance with the International Standards for the Professional Practice of Internal Auditing Office of
More informationTime and Place Monday/Wednesday/Friday 10:10-11:00 Spaulding 230 Lab: Mondays 1:10-4:00 James Hall G45
Course Syllabus NR 603: Landscape Ecology Fall 2014 Instructor Dr. Rebecca J. Rowe Assistant Professor, NREN Ph: 862-2810; email: rebecca.rowe@unh.edu Office: James Hall 136 Office hours: W: 11-1, or by
More informationOptimal Control of Induction Heating Processes
Optimal Control of Induction Heating Processes Edgar Rapoport Vulia Pleshiutseua (löfh Taylor & Francis ^^ J Taylor & Francis Group Boca Raton London New York CRC is an imprint of the Taylor & Francis
More informationOracle Retail Merchandising System Release Notes Release 12.0 May 2006
Oracle Retail Merchandising System Release Notes Release 12.0 May 2006 Copyright 2006, Oracle. All rights reserved. The Programs (which include both the software and documentation) contain proprietary
More informationKeysight 85025/85026 Detector Exchange Program - All Serial Numbers
Keysight 85025/85026 Detector Exchange Program - All Serial Numbers Service Note Notices Keysight Technologies 1986 2015 No part of this manual may be reproduced in any form or by any means (including
More informationAustralian Standard. Fire protection for mobile and transportable equipment AS AS
AS 5062 2006 AS 5062 2006 Australian Standard Fire protection for mobile and transportable equipment This Australian Standard was prepared by Committee FP-022, Fire Protection of Mobile Transportable Equipment.
More informationSystem Requirements and Supported Platforms for Oracle Real-Time Decisions Applications. Version May 2008
System Requirements and Supported Platforms for Oracle Real-Time Decisions Applications Version 2.2.1 May 2008 Copyright 2008, Oracle. All rights reserved. Part Number: E12184-01 The Programs (which include
More informationMR688 Project Sample Test Report
MR688 Project Sample Test Report File Status Project Name MR688 Date created 2011-12-21 [ ]Draft Document Name MR688 Project Sample Test Report [ ]Release Version 1.1.3 Privilege Level Normal [ ]Revision
More informationImplementation of Auto Car Washing System Using Two Robotic Arms
Implementation of Auto Car Washing System Using Two Robotic Arms Pranoti Utekar 1, Sayali Naik 2, Monika Wadekar 3, S.G. Watve 4 U.G. Students, Department of Electronics and Telecommunication Engineering,
More informationStandard Specification for Hardened Steel Washers [Metric] 1
Designation: F 436M 93 (Reapproved 2000) METRIC Standard Specification for Hardened Steel Washers [Metric] 1 This standard is issued under the fixed designation F 436M; the number immediately following
More informationAutonomous Environment Control System using Fuzzy Logic
International Journal of Scientific & Engineering Research Volume 2, Issue 6, June-2011 1 Autonomous Environment Control System using Fuzzy Logic Abdul Salam Mubashar, M. Saleem Khan, Khalil Ahmad, Yousaf
More informationCopyright is owned by the Author of the thesis. Permission is given for a copy to be downloaded by an individual for the purpose of research and
Copyright is owned by the Author of the thesis Permission is given for a copy to be downloaded by an individual for the purpose of research and private study only The thesis may not be reproduced elsewhere
More informationSC-IDT: SOFT COMPUTING BASED INTRUSION DETECTION TECHNOLOGY IN SMART HOME SECURITY SYSTEM
SC-IDT: SOFT COMPUTING BASED INTRUSION DETECTION TECHNOLOGY IN SMART HOME SECURITY SYSTEM Ravi Sharma 1, Dr. Balkishan 2 1 M.Tech Student, D.C.S.A., Maharshi Dayanand University, Rohtak, Haryana, India
More informationThe Baltic InteGrid. Baltic InteGrid among 35 selected out of 300 concept notes Project running until 2019 EUSBSR Flagship Project
The Baltic InteGrid Baltic InteGrid among 35 selected out of 300 concept notes Project running until 2019 EUSBSR Flagship Project The Baltic InteGrid Baltic InteGrid among 35 selected out of 300 concept
More informationPeople, Places and Landscapes
People, Places and Landscapes Landscape Series Volume 14 Series Editors: Henri Décamps Centre National de la Recherche Scientifique Toulouse, France Bärbel Tress TRESS & TRESS GbR Munich, Germany Gunther
More informationStandard Specification for Hardened Steel Washers [Metric] 1
Designation: F 436M 03 METRIC Standard Specification for Hardened Steel Washers [Metric] 1 This standard is issued under the fixed designation F 436M; the number immediately following the designation indicates
More informationHome Energy Audit. Overview. Objectives. Time Requirements. Materials. Procedure CON EDISON WEB-BASED MIDDLE SCHOOL ACTIVITY
CON EDISON WEB-BASED MIDDLE SCHOOL ACTIVITY Home Energy Audit Overview In this activity, students will complete a worksheet leading them to a better understanding of their (and their household s) electricity
More informationNew Requirements for Placing of Medical Devices on the Market: Conformity Assessment to the Technical Regulations
New Requirements for Placing of Medical Devices on the Market: Conformity Assessment to the Technical Regulations September 2015 This summer the medical device circulation reform became one of the most
More informationRotary Screw Compressors. ASK Series With the world-renowned SIGMA PROFILE Flow rate 0.79 to 4.65 m³/min, Pressure 5.5 to 15 bar COMPRESSORS
COMPRESSORS Rotary Screw Compressors ASK Series With the world-renowned SIGMA PROFILE Flow rate 0.79 to 4.65 m³/min, Pressure 5.5 to 15 bar www.kaeser.com ASK series ASK Maximum performance Powerful and
More informationSARVEPALLI RADHAKRISHANAN UNIVERSITY, BHOPAL TIME TABLE EXAMINATION JUNE-2018
B.E. II SEMESTER (ALL BRANCH) ( Regular & Ex) Time: - 11:00 AM to 02:00 PM 19/06/2018 20/06/2018 21/06/2018 22/06/2018 23/06/2018 Saturday MA111 Mathematics-II CY110 Chemistry EE110 Basic Electrical &
More informationDULUX VIRTUAL REALITY DECORATING TOOL {beta} TUTORIAL November 1, 2013
DULUX VIRTUAL REALITY DECORATING TOOL {beta} TUTORIAL November 1, 2013 2 WITH DULUX VIRTUAL REALITY DECORATING TOOL INTERIOR DESIGN IS AT YOUR FINGERTIPS AND IT S EASY AS 1-2-3 The contestants on The Apartment
More informationFacilities and Workplace Design
Facilities and Workplace Design An lllustrated Guide by Quarterman Lee with Arild Eng Amundsen William Nelson Herbert Tuttle ENcrxeenrNc & MatacereNr Pness Institute of Industrial Engineers Norcross, Georgia,
More informationPerformance Neuro-Fuzzy for Power System Fault Location
International Journal of Engineering and Technology Volume 3 No. 4, April, 2013 Performance Neuro-Fuzzy for Power System Fault Location 1,2 Azriyenni, 1 M.W. Mustafa 1 Electrical Engineering, Fakulti Kejuruteraan
More informationSustainable Communities: A Framework for Planning
Sustainable Communities: A Framework for Planning Raymond Charles Rauscher Salim Momtaz Sustainable Communities: A Framework for Planning Case Study of an Australian Outer Sydney Growth Area Raymond Charles
More informationTheoretical Background
Theoretical Background National Annexes to EN 1999 All information in this document is subject to modification without prior notice. No part or this manual may be reproduced, stored in a database or retrieval
More informationThe Sustainable City Vi Urban Regeneration And Sustainability Wit Transactions On Ecology And The Environment
The Sustainable City Vi Urban Regeneration And Sustainability Wit Transactions On Ecology And The We have made it easy for you to find a PDF Ebooks without any digging. And by having access to our ebooks
More informationARCH Digital Ornament. Pohung Chiu. What is ornament?
Pohung Chiu ARCH 7036 Digital Ornament What is ornament? In architecture and decorative art, ornament is a decoration used to embellish parts of a building or object. (Wikipedia) Ornament has been a main
More informationCompression of Fins pipe and simple Heat pipe Using CFD
Compression of Fins pipe and simple Heat pipe Using CFD 1. Prof.Bhoodev Mudgal 2. Prof. Gaurav Bhadoriya (e-mail-devmudgal.mudgal@gmail.com) ABSTRACT The aim of this paper is to identify the advantages
More informationWafer Signature Detection Automatic Defect Recognition and Classification
Automatic Defect Recognition and Classification André Schaaf (SYSTEMA), Dr. Susan Duerigen (HSEB) Slide SYSTEMA 1 Expert Semicon Day 2016 Europe 2015 SYSTEMA is a global specialist in business process
More informationReal time Video Fire Detection using Spatio-Temporal Consistency Energy
2013 10th IEEE International Conference on Advanced Video and Signal Based Surveillance Real time Video Fire Detection using Spatio-Temporal Consistency Energy Panagiotis Barmpoutis Information Technologies
More informationProf. Alex Torpiano University of Malta
Prof. Alex Torpiano University of Malta 6 th May 2011 Year 1 Semester 1 & 2 Current B.E.&A. Part 1 everything is mandatory Code Subject ECTS Hrs. BEN 1001 Design Workshop 1* 12 150 Year 1 Semester 1 Code
More informationLandscaping and Turf Management Instructional Framework
Landscaping and Turf Management Instructional Framework An instructional framework provides educators with a list of benchmark statements aligned to and national content are standards for a given course
More information