Statistical Process Monitoring Using Advanced Data Driven and Deep Learning Approaches

Written By Fouzi Harrou
Statistical Process Monitoring Using Advanced Data Driven and Deep Learning Approaches
  • Publsiher : Elsevier
  • Release : 03 July 2020
  • ISBN : 0128193662
  • Pages : 328 pages
  • Rating : /5 from reviews
GET THIS BOOKStatistical Process Monitoring Using Advanced Data Driven and Deep Learning Approaches


Download or read book entitled Statistical Process Monitoring Using Advanced Data Driven and Deep Learning Approaches by author: Fouzi Harrou which was release on 03 July 2020 and published by Elsevier with total page 328 pages . This book available in PDF, EPUB and Kindle Format. Statistical Process Monitoring Using Advanced Data-Driven and Deep Learning Approaches tackles multivariate challenges in process monitoring by merging the advantages of univariate and traditional multivariate techniques to enhance their performance and widen their practical applicability. The book proceeds with merging the desirable properties of shallow learning approaches – such as a one-class support vector machine and k-nearest neighbours and unsupervised deep learning approaches – to develop more sophisticated and efficient monitoring techniques. Finally, the developed approaches are applied to monitor many processes, such as waste-water treatment plants, detection of obstacles in driving environments for autonomous robots and vehicles, robot swarm, chemical processes (continuous stirred tank reactor, plug flow rector, and distillation columns), ozone pollution, road traffic congestion, and solar photovoltaic systems. Uses a data-driven based approach to fault detection and attribution Provides an in-depth understanding of fault detection and attribution in complex and multivariate systems Familiarises you with the most suitable data-driven based techniques including multivariate statistical techniques and deep learning-based methods Includes case studies and comparison of different methods

Statistical Process Monitoring Using Advanced Data Driven and Deep Learning Approaches

Statistical Process Monitoring Using Advanced Data Driven and Deep Learning Approaches
  • Author : Fouzi Harrou,Ying Sun,Amanda S. Hering,Muddu Madakyaru,abdelkader Dairi
  • Publisher : Elsevier
  • Release Date : 2020-07-03
  • Total pages : 328
  • ISBN : 0128193662
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Summary : Statistical Process Monitoring Using Advanced Data-Driven and Deep Learning Approaches tackles multivariate challenges in process monitoring by merging the advantages of univariate and traditional multivariate techniques to enhance their performance and widen their practical applicability. The book proceeds with merging the desirable properties of shallow learning approaches – such as a ...

Statistical Process Monitoring Using Advanced Data Driven and Deep Learning Approaches

Statistical Process Monitoring Using Advanced Data Driven and Deep Learning Approaches
  • Author : Fouzi Harrou,Ying Sun,Amanda S. Hering,Muddu Madakyaru,abdelkader Dairi
  • Publisher : Elsevier
  • Release Date : 2020-07-29
  • Total pages : 328
  • ISBN : 0128193662
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Summary : Statistical Process Monitoring Using Advanced Data-Driven and Deep Learning Approaches tackles multivariate challenges in process monitoring by merging the advantages of univariate and traditional multivariate techniques to enhance their performance and widen their practical applicability. The book proceeds with merging the desirable properties of shallow learning approaches - such as ...

Unsupervised Process Monitoring and Fault Diagnosis with Machine Learning Methods

Unsupervised Process Monitoring and Fault Diagnosis with Machine Learning Methods
  • Author : Chris Aldrich,Lidia Auret
  • Publisher : Springer Science & Business Media
  • Release Date : 2013-06-15
  • Total pages : 374
  • ISBN : 0128193662
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Summary : This unique text/reference describes in detail the latest advances in unsupervised process monitoring and fault diagnosis with machine learning methods. Abundant case studies throughout the text demonstrate the efficacy of each method in real-world settings. The broad coverage examines such cutting-edge topics as the use of information theory to ...

The International Journal Advanced Manufacturing Technology

The International Journal  Advanced Manufacturing Technology
  • Author : Anonim
  • Publisher : Unknown
  • Release Date : 1987
  • Total pages : 212
  • ISBN : 0128193662
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Summary : Read online The International Journal Advanced Manufacturing Technology written by , published by which was released on 1987. Download full The International Journal Advanced Manufacturing Technology Books now! Available in PDF, ePub and Kindle....

Data Driven Decision Making Under Uncertainty for Intelligent Life cycle Control of the Built Environment

Data Driven Decision Making Under Uncertainty for Intelligent Life cycle Control of the Built Environment
  • Author : Charalampos Andriotis
  • Publisher : Unknown
  • Release Date : 2019
  • Total pages : 212
  • ISBN : 0128193662
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Summary : This dissertation provides novel frameworks for data-driven probabilistic performance-based assessments and optimal or near-optimal stochastic control strategies for structural, infrastructural and other engineering systems. The goal of this research is to enable efficient and robust structural performance predictions and optimized decisions over the entire operating life of systems, by developing ...

Financial Signal Processing and Machine Learning

Financial Signal Processing and Machine Learning
  • Author : Ali N. Akansu,Sanjeev R. Kulkarni,Dmitry M. Malioutov
  • Publisher : John Wiley & Sons
  • Release Date : 2016-05-31
  • Total pages : 320
  • ISBN : 0128193662
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Summary : The modern financial industry has been required to deal with large and diverse portfolios in a variety of asset classes often with limited market data available. Financial Signal Processing and Machine Learning unifies a number of recent advances made in signal processing and machine learning for the design and management ...

Chemical Abstracts

Chemical Abstracts
  • Author : Anonim
  • Publisher : Unknown
  • Release Date : 2002
  • Total pages : 212
  • ISBN : 0128193662
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Summary : Read online Chemical Abstracts written by , published by which was released on 2002. Download full Chemical Abstracts Books now! Available in PDF, ePub and Kindle....

Mastering Scala Machine Learning

Mastering Scala Machine Learning
  • Author : Alexander Kozlov
  • Publisher : Packt Publishing
  • Release Date : 2016-06-29
  • Total pages : 310
  • ISBN : 0128193662
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Summary : Advance your skills in efficient data analysis and data processing using the powerful tools of Scala, Spark, and HadoopAbout This Book*This is a primer on functional-programming-style techniques to help you efficiently process and analyze all of your data*Get acquainted with the best and newest tools available such as ...

Electrical Electronics Abstracts

Electrical   Electronics Abstracts
  • Author : Anonim
  • Publisher : Unknown
  • Release Date : 1997
  • Total pages : 212
  • ISBN : 0128193662
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Summary : Read online Electrical Electronics Abstracts written by , published by which was released on 1997. Download full Electrical Electronics Abstracts Books now! Available in PDF, ePub and Kindle....

Data Analytics Applied to the Mining Industry

Data Analytics Applied to the Mining Industry
  • Author : Ali Soofastaei
  • Publisher : CRC Press
  • Release Date : 2020-11-13
  • Total pages : 254
  • ISBN : 0128193662
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Summary : Data Analytics Applied to the Mining Industry describes the key challenges facing the mining sector as it transforms into a digital industry able to fully exploit process automation, remote operation centers, autonomous equipment and the opportunities offered by the industrial internet of things. It provides guidelines on how data needs ...

General Catalog University of California Santa Cruz

General Catalog    University of California  Santa Cruz
  • Author : University of California, Santa Cruz
  • Publisher : Unknown
  • Release Date : 2006
  • Total pages : 212
  • ISBN : 0128193662
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Summary : Read online General Catalog University of California Santa Cruz written by University of California, Santa Cruz, published by which was released on 2006. Download full General Catalog University of California Santa Cruz Books now! Available in PDF, ePub and Kindle....

International Aerospace Abstracts

International Aerospace Abstracts
  • Author : Anonim
  • Publisher : Unknown
  • Release Date : 1998
  • Total pages : 212
  • ISBN : 0128193662
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Summary : Read online International Aerospace Abstracts written by , published by which was released on 1998. Download full International Aerospace Abstracts Books now! Available in PDF, ePub and Kindle....

American Doctoral Dissertations

American Doctoral Dissertations
  • Author : Anonim
  • Publisher : Unknown
  • Release Date : 2000
  • Total pages : 212
  • ISBN : 0128193662
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Summary : Read online American Doctoral Dissertations written by , published by which was released on 2000. Download full American Doctoral Dissertations Books now! Available in PDF, ePub and Kindle....

Index to Theses with Abstracts Accepted for Higher Degrees by the Universities of Great Britain and Ireland and the Council for National Academic Awards

Index to Theses with Abstracts Accepted for Higher Degrees by the Universities of Great Britain and Ireland and the Council for National Academic Awards
  • Author : Anonim
  • Publisher : Unknown
  • Release Date : 2007
  • Total pages : 212
  • ISBN : 0128193662
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Summary : Read online Index to Theses with Abstracts Accepted for Higher Degrees by the Universities of Great Britain and Ireland and the Council for National Academic Awards written by , published by which was released on 2007. Download full Index to Theses with Abstracts Accepted for Higher Degrees by the Universities of Great ...

Fault Detection Supervision and Safety for Technical Processes SAFEPROCESS 91

Fault Detection  Supervision  and Safety for Technical Processes  SAFEPROCESS  91
  • Author : International Federation of Automatic Control
  • Publisher : Pergamon
  • Release Date : 1992
  • Total pages : 628
  • ISBN : 0128193662
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Summary : Hardbound. These Proceedings provide a general overview as well as detailed information on the developing field of reliability and safety of technical processes in automatically controlled processes. The plenary papers present the state-of-the-art and an overview in the areas of aircraft and nuclear power stations, because these safety-critical system domains ...