The Resource Dynamic Modeling, Predictive Control and Performance Monitoring : A Data-driven Subspace Approach, by Biao Huang, Ramesh Kadali, (electronic resource)

Dynamic Modeling, Predictive Control and Performance Monitoring : A Data-driven Subspace Approach, by Biao Huang, Ramesh Kadali, (electronic resource)

Label
Dynamic Modeling, Predictive Control and Performance Monitoring : A Data-driven Subspace Approach
Title
Dynamic Modeling, Predictive Control and Performance Monitoring
Title remainder
A Data-driven Subspace Approach
Statement of responsibility
by Biao Huang, Ramesh Kadali
Creator
Contributor
Author
Author
Subject
Language
  • eng
  • eng
Summary
A typical design procedure for model predictive control or control performance monitoring consists of: 1. identification of a parametric or nonparametric model; 2. derivation of the output predictor from the model; 3. design of the control law or calculation of performance indices according to the predictor. Both design problems need an explicit model form and both require this three-step design procedure. Can this design procedure be simplified? Can an explicit model be avoided? With these questions in mind, the authors eliminate the first and second step of the above design procedure, a “data-driven” approach in the sense that no traditional parametric models are used; hence, the intermediate subspace matrices, which are obtained from the process data and otherwise identified as a first step in the subspace identification methods, are used directly for the designs. Without using an explicit model, the design procedure is simplified and the modelling error caused by parameterization is eliminated
Member of
Is Subseries of
http://library.link/vocab/creatorName
Huang, Biao
Dewey number
629.8
http://bibfra.me/vocab/relation/httpidlocgovvocabularyrelatorsaut
  • YOFxv9FFaW4
  • TZ81dSoTD98
Image bit depth
0
Language note
English
LC call number
TJ212-225
Literary form
non fiction
Nature of contents
dictionaries
http://library.link/vocab/relatedWorkOrContributorName
Kadali, Ramesh.
Series statement
Lecture Notes in Control and Information Sciences,
http://library.link/vocab/subjectName
  • System theory
  • Chemical engineering
  • Vibration
  • Engineering
  • Control and Systems Theory
  • Systems Theory, Control
  • Industrial Chemistry/Chemical Engineering
  • Vibration, Dynamical Systems, Control
  • Control, Robotics, Mechatronics
  • Complexity
Label
Dynamic Modeling, Predictive Control and Performance Monitoring : A Data-driven Subspace Approach, by Biao Huang, Ramesh Kadali, (electronic resource)
Instantiates
Publication
Note
Bibliographic Level Mode of Issuance: Monograph
Antecedent source
mixed
Bibliography note
Includes bibliographical references and index
Carrier category
online resource
Carrier category code
cr
Color
not applicable
Content category
text
Content type code
txt
Contents
I Dynamic Modeling through Subspace Identification -- System Identification: Conventional Approach -- Open-loop Subspace Identification -- Closed-loop Subspace Identification -- Identification of Dynamic Matrix and Noise Model Using Closed-loop Data -- II Predictive Control -- Model Predictive Control: Conventional Approach -- Data-driven Subspace Approach to Predictive Control -- III Control Performance Monitoring -- Control Loop Performance Assessment: Conventional Approach -- State-of-the-art MPC Performance Monitoring -- Subspace Approach to MIMO Feedback Control Performance Assessment -- Prediction Error Approach to Feedback Control Performance Assessment -- Performance Assessment with LQG-benchmark from Closed-loop Data
Dimensions
unknown
Edition
1st ed. 2008.
Extent
1 online resource (XXIV, 242 p. 63 illus.)
File format
multiple file formats
Form of item
online
Isbn
9781848002333
Level of compression
uncompressed
Media category
computer
Media type code
c
Other control number
10.1007/978-1-84800-233-3
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
System control number
  • (CKB)1000000000491674
  • (SSID)ssj0000317302
  • (PQKBManifestationID)11231546
  • (PQKBTitleCode)TC0000317302
  • (PQKBWorkID)10293641
  • (PQKB)10849129
  • (DE-He213)978-1-84800-233-3
  • (MiAaPQ)EBC3062829
  • (EXLCZ)991000000000491674
Label
Dynamic Modeling, Predictive Control and Performance Monitoring : A Data-driven Subspace Approach, by Biao Huang, Ramesh Kadali, (electronic resource)
Publication
Note
Bibliographic Level Mode of Issuance: Monograph
Antecedent source
mixed
Bibliography note
Includes bibliographical references and index
Carrier category
online resource
Carrier category code
cr
Color
not applicable
Content category
text
Content type code
txt
Contents
I Dynamic Modeling through Subspace Identification -- System Identification: Conventional Approach -- Open-loop Subspace Identification -- Closed-loop Subspace Identification -- Identification of Dynamic Matrix and Noise Model Using Closed-loop Data -- II Predictive Control -- Model Predictive Control: Conventional Approach -- Data-driven Subspace Approach to Predictive Control -- III Control Performance Monitoring -- Control Loop Performance Assessment: Conventional Approach -- State-of-the-art MPC Performance Monitoring -- Subspace Approach to MIMO Feedback Control Performance Assessment -- Prediction Error Approach to Feedback Control Performance Assessment -- Performance Assessment with LQG-benchmark from Closed-loop Data
Dimensions
unknown
Edition
1st ed. 2008.
Extent
1 online resource (XXIV, 242 p. 63 illus.)
File format
multiple file formats
Form of item
online
Isbn
9781848002333
Level of compression
uncompressed
Media category
computer
Media type code
c
Other control number
10.1007/978-1-84800-233-3
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
System control number
  • (CKB)1000000000491674
  • (SSID)ssj0000317302
  • (PQKBManifestationID)11231546
  • (PQKBTitleCode)TC0000317302
  • (PQKBWorkID)10293641
  • (PQKB)10849129
  • (DE-He213)978-1-84800-233-3
  • (MiAaPQ)EBC3062829
  • (EXLCZ)991000000000491674

Library Locations

  • Albert D. Cohen Management LibraryBorrow it
    181 Freedman Crescent, Winnipeg, MB, R3T 5V4, CA
    49.807878 -97.129961
  • Architecture/Fine Arts LibraryBorrow it
    84 Curry Place, Winnipeg, MB, CA
    49.807716 -97.136226
  • Archives and Special CollectionsBorrow it
    25 Chancellors Circle (Elizabeth Dafoe Library), Room 330, Winnipeg, MB, R3T 2N2, CA
    49.809961 -97.131878
  • Bibliothèque Alfred-Monnin (Université de Saint-Boniface)Borrow it
    200, avenue de la Cathédrale, Local 2110, Winnipeg, MB, R2H 0H7, CA
    49.888861 -97.119735
  • Bill Larson Library (Grace Hospital)Borrow it
    300 Booth Drive, G-227, Winnipeg, MB, R3J 3M7, CA
    49.882400 -97.276436
  • Carolyn Sifton - Helene Fuld Library (St. Boniface General Hospital)Borrow it
    409 Tache Avenue, Winnipeg, MB, R2H 2A6, CA
    49.883388 -97.126050
  • Concordia Hospital LibraryBorrow it
    1095 Concordia Avenue, Winnipeg, MB, R2K 3S8, CA
    49.913252 -97.064683
  • Donald W. Craik Engineering LibraryBorrow it
    75B Chancellors Circle (Engineering Building E3), Room 361, Winnipeg, MB, R3T 2N2, CA
    49.809053 -97.133292
  • E.K. Williams Law LibraryBorrow it
    224 Dysart Road, Winnipeg, MB, R3T 5V4, CA
    49.811829 -97.131017
  • Eckhardt-Gramatté Music LibraryBorrow it
    136 Dafoe Road (Taché Arts Complex), Room 257, Winnipeg, MB, R3T 2N2, CA
    49.807964 -97.132222
  • Elizabeth Dafoe LibraryBorrow it
    25 Chancellors Circle, Winnipeg, MB, R3T 2N2, CA
    49.809961 -97.131878
  • Fr. H. Drake Library (St. Paul's College)Borrow it
    70 Dysart Road, Winnipeg, MB, R3T 2M6, CA
    49.810605 -97.138184
  • J.W. Crane Memorial Library (Deer Lodge Centre)Borrow it
    2109 Portage Avenue, Winnipeg, MB, R3J 0L3, CA
    49.878000 -97.235520
  • Libraries Annex (not open to the public; please see web page for details)Borrow it
    25 Chancellors Circle (in the Elizabeth Dafoe Library), Winnipeg, MB, R3T 2N2, CA
    49.809961 -97.131878
  • Neil John Maclean Health Sciences LibraryBorrow it
    727 McDermot Avenue (Brodie Centre), 200 Level, Winnipeg, MB, R3E 3P5, CA
    49.903563 -97.160554
  • Sciences and Technology LibraryBorrow it
    186 Dysart Road, Winnipeg, MB, R3T 2M8, CA
    49.811526 -97.133257
  • Seven Oaks General Hospital LibraryBorrow it
    2300 McPhillips Street, Winnipeg, MB, R2V 3M3, CA
    49.955177 -97.148865
  • Sister St. Odilon Library (Misericordia Health Centre)Borrow it
    99 Cornish Avenue, Winnipeg, MB, R3C 1A2, CA
    49.879592 -97.160425
  • St. John's College LibraryBorrow it
    92 Dysart Road, Winnipeg, MB, R3T 2M5, CA
    49.811242 -97.137156
  • Victoria General Hospital LibraryBorrow it
    2340 Pembina Highway, Winnipeg, MB, R3T 2E8, CA
    49.806755 -97.152739
  • William R Newman Library (Agriculture)Borrow it
    66 Dafoe Road, Winnipeg, MB, R3T 2R3, CA
    49.806936 -97.135525
Processing Feedback ...