Intelligent control: a hybrid approach based on fuzzy logic, neural networks and genetic algorithms
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Elektronisch E-Book |
| Sprache: | English |
| Veröffentlicht: |
Cham
Springer International Publishing
[2014]
|
| Schriftenreihe: | Studies in computational intelligence
volume 517 |
| Schlagworte: | |
| Online-Zugang: | BTU01 FHA01 FHI01 FHN01 FHR01 FKE01 FRO01 FWS01 FWS02 UBY01 Volltext Inhaltsverzeichnis Abstract |
| Beschreibung: | 1 Online Ressource (XVII, 282 p. 158 illus., 55 illus. in color) |
| ISBN: | 9783319021355 |
| DOI: | 10.1007/978-3-319-02135-5 |
Internformat
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Datensatz im Suchindex
| DE-BY-FWS_katkey | 1015718 |
|---|---|
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| adam_text | INTELLIGENT CONTROL
/ SIDDIQUE, NAZMUL
: 2014
TABLE OF CONTENTS / INHALTSVERZEICHNIS
INTRODUCTION
DYNAMICAL SYSTEMS
CONTROL SYSTEMS
MATHEMATICS OF FUZZY CONTROL
FUZZY CONTROL
GA-FUZZY CONTROL
NEURO-FUZZY CONTROL
GA-NEURO-FUZZY CONTROL
STABILITY ANALYSIS
EPILOGUE AND FUTURE WORK
DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
INTELLIGENT CONTROL
/ SIDDIQUE, NAZMUL
: 2014
ABSTRACT / INHALTSTEXT
INTELLIGENT CONTROL CONSIDERS NON-TRADITIONAL MODELLING AND CONTROL
APPROACHES TO NONLINEAR SYSTEMS. FUZZY LOGIC, NEURAL NETWORKS AND
EVOLUTIONARY COMPUTING TECHNIQUES ARE THE MAIN TOOLS USED. THE BOOK
PRESENTS A MODULAR SWITCHING FUZZY LOGIC CONTROLLER WHERE A PD-TYPE
FUZZY CONTROLLER IS EXECUTED FIRST FOLLOWED BY A PI-TYPE FUZZY
CONTROLLER THUS IMPROVING THE PERFORMANCE OF THE CONTROLLER COMPARED
WITH A PID-TYPE FUZZY CONTROLLER. THE ADVANTAGE OF THE SWITCHING-TYPE
FUZZY CONTROLLER IS THAT IT USES ONE RULE-BASE THUS MINIMISES THE
RULE-BASE DURING EXECUTION. A SINGLE RULE-BASE IS DEVELOPED BY MERGING
THE MEMBERSHIP FUNCTIONS FOR CHANGE OF ERROR OF THE PD-TYPE CONTROLLER
AND SUM OF ERROR OF THE PI-TYPE CONTROLLER. MEMBERSHIP FUNCTIONS ARE
THEN OPTIMIZED USING EVOLUTIONARY ALGORITHMS. SINCE THE TWO FUZZY
CONTROLLERS WERE EXECUTED IN SERIES, NECESSARY FURTHER TUNING OF THE
DIFFERENTIAL AND INTEGRAL SCALING FACTORS OF THE CONTROLLER IS THEN
PERFORMED. NEURAL-NETWORK-BASED TUNING FOR THE SCALING PARAMETERS OF THE
FUZZY CONTROLLER IS THEN DESCRIBED AND FINALLY AN EVOLUTIONARY ALGORITHM
IS APPLIED TO THE NEURALLY-TUNED-FUZZY CONTROLLER IN WHICH THE SIGMOIDAL
FUNCTION SHAPE OF THE NEURAL NETWORK IS DETERMINED. THE IMPORTANT ISSUE
OF STABILITY IS ADDRESSED AND THE TEXT DEMONSTRATES EMPIRICALLY THAT THE
DEVELOPED CONTROLLER WAS STABLE WITHIN THE OPERATING RANGE. THE TEXT
CONCLUDES WITH IDEAS FOR FUTURE RESEARCH TO SHOW THE READER THE
POTENTIAL FOR FURTHER STUDY IN THIS AREA. INTELLIGENT CONTROL WILL BE OF
INTEREST TO RESEARCHERS FROM ENGINEERING AND COMPUTER SCIENCE
BACKGROUNDS WORKING IN THE INTELLIGENT AND ADAPTIVE CONTROL
DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
|
| any_adam_object | 1 |
| author | Siddique, Nazmul 1963- |
| author_GND | (DE-588)105972278X |
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| author_role | aut |
| author_sort | Siddique, Nazmul 1963- |
| author_variant | n s ns |
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| bvnumber | BV043209689 |
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| dewey-full | 629.8 |
| dewey-hundreds | 600 - Technology (Applied sciences) |
| dewey-ones | 629 - Other branches of engineering |
| dewey-raw | 629.8 |
| dewey-search | 629.8 |
| dewey-sort | 3629.8 |
| dewey-tens | 620 - Engineering and allied operations |
| discipline | Informatik Mess-/Steuerungs-/Regelungs-/Automatisierungstechnik / Mechatronik |
| doi_str_mv | 10.1007/978-3-319-02135-5 |
| format | Electronic eBook |
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| id | DE-604.BV043209689 |
| illustrated | Not Illustrated |
| indexdate | 2025-02-20T06:39:01Z |
| institution | BVB |
| isbn | 9783319021355 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-028632849 |
| oclc_num | 864744593 |
| open_access_boolean | |
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| owner_facet | DE-Aug4 DE-898 DE-BY-UBR DE-861 DE-573 DE-859 DE-634 DE-92 DE-706 DE-863 DE-BY-FWS DE-862 DE-BY-FWS |
| physical | 1 Online Ressource (XVII, 282 p. 158 illus., 55 illus. in color) |
| psigel | ZDB-2-ENG ZDB-2-ENG_2014 |
| publishDate | 2014 |
| publishDateSearch | 2014 |
| publishDateSort | 2014 |
| publisher | Springer International Publishing |
| record_format | marc |
| series | Studies in computational intelligence |
| series2 | Studies in computational intelligence |
| spellingShingle | Siddique, Nazmul 1963- Intelligent control a hybrid approach based on fuzzy logic, neural networks and genetic algorithms Studies in computational intelligence Engineering Computer simulation System theory Control engineering Control Systems Theory, Control Simulation and Modeling Ingenieurwissenschaften |
| title | Intelligent control a hybrid approach based on fuzzy logic, neural networks and genetic algorithms |
| title_auth | Intelligent control a hybrid approach based on fuzzy logic, neural networks and genetic algorithms |
| title_exact_search | Intelligent control a hybrid approach based on fuzzy logic, neural networks and genetic algorithms |
| title_full | Intelligent control a hybrid approach based on fuzzy logic, neural networks and genetic algorithms Nazmul Siddique |
| title_fullStr | Intelligent control a hybrid approach based on fuzzy logic, neural networks and genetic algorithms Nazmul Siddique |
| title_full_unstemmed | Intelligent control a hybrid approach based on fuzzy logic, neural networks and genetic algorithms Nazmul Siddique |
| title_short | Intelligent control |
| title_sort | intelligent control a hybrid approach based on fuzzy logic neural networks and genetic algorithms |
| title_sub | a hybrid approach based on fuzzy logic, neural networks and genetic algorithms |
| topic | Engineering Computer simulation System theory Control engineering Control Systems Theory, Control Simulation and Modeling Ingenieurwissenschaften |
| topic_facet | Engineering Computer simulation System theory Control engineering Control Systems Theory, Control Simulation and Modeling Ingenieurwissenschaften |
| url | https://doi.org/10.1007/978-3-319-02135-5 http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028632849&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028632849&sequence=000003&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA |
| volume_link | (DE-604)BV020822171 |
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