Improved PID controller based on piecewise affine function in data driven control framework / (Record no. 97949)

MARC details
000 -LEADER
fixed length control field 04548ntm a2200361 i 4500
003 - CONTROL NUMBER IDENTIFIER
control field MY-KuUP
005 - DATE AND TIME OF LATEST TRANSACTION
control field 20251125110132.0
006 - FIXED-LENGTH DATA ELEMENTS--ADDITIONAL MATERIAL CHARACTERISTICS
fixed length control field t||||fr|||| 00| 0
007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION
fixed length control field ta
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 221027s2022 my a|||frm||| 00| 0 eng d
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number THE0009383(Local)
Qualifying information hardback
040 ## - CATALOGING SOURCE
Original cataloging agency UMP
Language of cataloging eng
Transcribing agency UMP
Description conventions rda
090 ## - LOCALLY ASSIGNED LC-TYPE CALL NUMBER (OCLC); LOCAL CALL NUMBER (RLIN)
Classification number (OCLC) (R) ; Classification number, CALL (RLIN) (NR) FTKEE .I34 2022 r Thesis
100 0# - MAIN ENTRY--PERSONAL NAME
Personal name Mohd Ikhmil Fadzrizan Mohd Hanif,
Relator term author.
245 10 - TITLE STATEMENT
Title Improved PID controller based on piecewise affine function in data driven control framework /
Statement of responsibility, etc. Mohd Ikhmil Fadzrizan Mohd Hanif
264 #1 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE
Place of production, publication, distribution, manufacture Kuantan, Pahang :
Name of producer, publisher, distributor, manufacturer UMP,
Date of production, publication, distribution, manufacture, or copyright notice 2022
264 #4 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE
Date of production, publication, distribution, manufacture, or copyright notice Β© 2022
300 ## - PHYSICAL DESCRIPTION
Extent xv, 83 pages :
Other physical details xiv, 88 pages :
Dimensions 30 cm. +
Accompanying material 1 CD ROM
336 ## - CONTENT TYPE
Content type term text
Source rdacontent
337 ## - MEDIA TYPE
Media type term unmediated
Source rdamedia
337 ## - MEDIA TYPE
Media type term computer
Source rdamedia
338 ## - CARRIER TYPE
Carrier type term volume
Source rdacarrier
338 ## - CARRIER TYPE
Carrier type term computer disc
Source rdacarrier
347 ## - DIGITAL FILE CHARACTERISTICS
File type text file
Encoding format PDF
Source rda
500 ## - GENERAL NOTE
General note Faculty of Electrical & Electronics Engineering Technology
502 ## - DISSERTATION NOTE
Dissertation note Thesis (Master of Science) -- Universiti Malaysia Pahang – 2022
504 ## - BIBLIOGRAPHY, ETC. NOTE
Bibliography, etc. note Includes bibliographical references
520 3# - SUMMARY, ETC.
Summary, etc. In recent years, with the rapid developments of science and technology, practical applications in various fields such as chemical, machinery, electronics and electricity industries have caused the process to become more complex. This subsequently causes the modelling of the plant using first principles or system identification to become more difficult. In general, the PID controller has been successfully applied in various applications. However, the PID gains which are proportional (𝐾τ€―£ ), integral (𝐾τ€―œ ) and Derivative ( 𝐾τ€―— ) are normally fixed within the given time response. Therefore, it is difficult to control a complex system with highly nonlinear and time-varying parameters. As a result, the control performance accuracy will be degraded for such cases. Therefore, this study focuses on improved PID controller based on piecewise affine function in datadriven control framework which will be tuned by Safe Experimentation Dynamics (SED) Algorithm where combined sets of linear equation are verified on each PID parameter according to the change of error. In particular, the proposed control scheme has been applied for angular velocity tracking of a buck converter generated DC motor, cart position tracking, hook and load sway angle suppression of a double pendulum-type overhead crane (DPTOC) and automatic voltage regulator (AVR) to hold terminal voltage magnitude of a synchronous generator at a specified level. The SED algorithm is utilized as a data-driven optimization tool to find the optimal PA-PID controller parameter such that the control accuracy in terms of integral square error and integral square control input are reduced. The essential feature of the PA-PID controller is that the parameters of proportional, integral and derivative gains are adaptive to the error variations according to the Piecewise Affine (PA) function. Moreover, the proposed PAPID function is expected to produce better control accuracy compared to the optimized PID controller. The performance of the proposed controller was observed based on the integral square of error, integral square control input, time response and percentage of objective function improvement. Specifically, the performance of the proposed controller was evaluated by the response of the angular velocity and duty ratio input for buck converter generated DC motor, the response of the cart position, the hook and load sway angle of the control input for the nonlinear model of DPTOC controller and terminal voltage magnitude of the synchronous generator at a specified level for the automatic voltage regulator. The simulations results verified that the proposed Piecewise Affine Proportional-Integral-Derivative (PA-PID) controller yields higher accuracy than the optimized PID controller of buck converter generated DC motor by 99.8% of control objective function improvement, double pendulum-type overhead crane by 3.8% of control objective function improvement and 98.1% of control objective function improvement for the automatic voltage regulator. These findings justify the effectiveness of the data-driven PA-PID controller in providing better control performance than the optimized PID thus can be applied to a larger class of system.
610 20 - SUBJECT ADDED ENTRY--CORPORATE NAME
Corporate name or jurisdiction name as entry element Faculty of Electrical & Electronics Engineering Technology
General subdivision Dissertations
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element Universities and colleges
General subdivision Dissertations
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element Theses
942 ## - ADDED ENTRY ELEMENTS (KOHA)
Source of classification or shelving scheme Library of Congress Classification
Koha item type Thesis
Holdings
Withdrawn status Lost status Source of classification or shelving scheme Damaged status Not for loan Home library Current library Date acquired Total checkouts Full call number Barcode Date last seen Copy number Price effective from Koha item type
  Not lost Library of Congress Classification     UMPLIB PEKAN UMPLIB PEKAN 27/10/2022   FTKEE .I34 2022 r Thesis T000001991 27/10/2022 1 27/10/2022 Thesis
  Not lost Library of Congress Classification     UMPLIB PEKAN UMPLIB PEKAN 27/10/2022   CD13159 T000001992 27/10/2022 1 27/10/2022 Thesis

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