Process identification and control using neural networks and fuzzy logic:
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
2003
|
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | Cottbus, Techn. Univ., Diss., 2003 |
| Beschreibung: | XII, 149 S. Ill., graph. Darst. |
Internformat
MARC
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| 245 | 1 | 0 | |a Process identification and control using neural networks and fuzzy logic |c vorgelegt von Amer Abdelfattah Ali Noureldin |
| 264 | 1 | |c 2003 | |
| 300 | |a XII, 149 S. |b Ill., graph. Darst. | ||
| 336 | |b txt |2 rdacontent | ||
| 337 | |b n |2 rdamedia | ||
| 338 | |b nc |2 rdacarrier | ||
| 500 | |a Cottbus, Techn. Univ., Diss., 2003 | ||
| 650 | 0 | 7 | |a Nichtlineares dynamisches System |0 (DE-588)4126142-2 |2 gnd |9 rswk-swf |
| 650 | 0 | 7 | |a Neuronales Netz |0 (DE-588)4226127-2 |2 gnd |9 rswk-swf |
| 650 | 0 | 7 | |a Radiale Basisfunktion |0 (DE-588)4380647-8 |2 gnd |9 rswk-swf |
| 650 | 0 | 7 | |a Fuzzy-Regelung |0 (DE-588)4395755-9 |2 gnd |9 rswk-swf |
| 650 | 0 | 7 | |a Experimentelle Prozessanalyse |0 (DE-588)4219265-1 |2 gnd |9 rswk-swf |
| 650 | 0 | 7 | |a Prozessregelung |0 (DE-588)4222919-4 |2 gnd |9 rswk-swf |
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| 689 | 0 | 2 | |a Experimentelle Prozessanalyse |0 (DE-588)4219265-1 |D s |
| 689 | 0 | 3 | |a Neuronales Netz |0 (DE-588)4226127-2 |D s |
| 689 | 0 | 4 | |a Radiale Basisfunktion |0 (DE-588)4380647-8 |D s |
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| 943 | 1 | |a oai:aleph.bib-bvb.de:BVB01-010278918 | |
Datensatz im Suchindex
| _version_ | 1807864757051457536 |
|---|---|
| adam_text |
ILL
TABLE
OF
CONTENTS
1
INTRODUCTION
.
1
1.1
PREFACE
.
1
1.2
ARTIFICIAL
NEURONS
.
10
1.3
MULTI-LAYER
PERCEPTRON
(MLP)
.
11
1.4
RADIAL
BASIS
FUNCTION
NETWORKS
(RBF)
.
13
1.5
RECURRENT
NEURAL
NETWORKS
.
16
1.6
FUZZY LOGIC
CONTROLLER
STRUCTURE
.
18
1.7
MOTIVATIONS
AND
THE
OUTLINE
OF
THE
THESIS
.
22
2
IDENTIFICATION
AND
CONTROL
USING
NEURAL
NETWORKS
.
27
2.1
INTRODUCTION
.
27
2.2
SYSTEM
IDENTIFICATION
.
27
2.3
NONLINEAR
MODEL
STRUCTURES
BASED
ON
NEURAL
NETWORKS
.
35
2.4
TRANSITION FROM
LINEAR
TO
NONLINEAR
SYSTEM
IDENTIFICATION
.
36
2.5
EXTERNAL
DYNAMICS
.
37
2.6
SERIES-PARALLEL
AND
PARALLEL
MODELS
.
38
2.7
NONLINEAR
DYNAMIC INPUT/OUTPUT
MODEL
CLASSES
.
40
2.8
MODELS
WITH
OUTPUT
FEEDBACK
.
41
2.9
MODELS
WITHOUT
OUTPUT
FEEDBACK
.
42
2.10
INTERNAL
DYNAMICS
.
42
2.11
PARAMETER
SCHEDULING
APPROACH
.
43
2.12
MULTIVARIABLE
SYSTEMS
.
44
2.13
CONTROL
WITH
NEURAL
NETWORKS
.
45
2.13.1
SUPERVISED
CONTROL
.
47
2.13.2
DIRECT
INVERSE
CONTROL
.
47
2.13.3
DIRECT
AND
INDIRECT
ADAPTIVE
CONTROL
.
48
IV
3
PROCESS
CONTROL
USING
ON-LINE
CONTROLLER
ADAPTATION
.
50
3.1
INTRODUCTION
.
50
3.2
ADAPTIVE
FUZZY
CONTROL
.
52
3.3
A
REVIEW
ON
DESIGN
PROCEDURES
FOR
AN
ADAPTIVE
FLC
.
54
3.4
A
PL-TYPE
FUZZY
CONTROLLER
WITH
SELF-TUNING
.
59
3.5
A
PID
TYPE
FUZZY
CONTROLLER
WITH
SELF-TUNING
SCALING
FACTORS
.
62
3.5.1
INTRODUCTION
.
62
3.5.2
ADJUSTING
THE
TUNING
SCALING
FACTORS
.
66
3.6
FUZZY
SELF-TUNING
OF
PI
CONTROLLERS
.
67
3.6.1
INTRODUCTION
.
67
3.6.2
PI
CONTROLLER
ADAPTATION
MECHANISMS
.
71
3.7
ADVANCED
CONTROL
IN
FREELANCE
2000
WITH
ONLINE
INTERFACE
TO
MATLAB/SIMULINK
.
73
3.7.1
INTRODUCTION
.
73
3.7.2
TRADITIONAL
APPROACH
AND
ADVANCED
CONTROL
.
75
3.7.3
THE
BEHAVIOR
OF
PROGRAMMABLE
LOGIC
CONTROLLERS
.
76
3.7.4
FREELANCE
2000
.
76
3.7.5
REAL-TIME
CONTROL
IMPLEMENTATION
WITH
MATLAB
.
78
3.7.6
APPLICATION
EXAMPLES
.
84
3.7.7
FLOW
RATE
CONTROL
PLANT
(PROCESS
1)
.
85
3.7.8
THE
HEAT-EXCHANGER
PILOT
PLANT
(PROCESS
2)
.
86
3.8
A
SELF-TUNING
FUZZY
LOGIC
CONTROL
SYSTEM
FOR
TEMPERATURE
CONTROL
.
87
3.9
REAL-TIME
FLOW
RATE
CONTROL
USING
NEURAL
NETWORKS
AND
SELF
TUNING
FUZZY LOGIC
CONTROLLERS
.
93
4
RADIAL
BASIS
FUNCTION
NETWORKS
FOR
ATMOSPHERIC
CYCLOID
COMBUSTION
PROCESS
MODELING
.
105
4.1
INTRODUCTION
.
105
4.2
ATMOSPHERIC
CYCLOID
COMBUSTION
SYSTEM
.
106
V
4.3
THE
RADIAL
BASIS
FUNCTION
NETWORK
(RBFN)
ARCHITECTURE
AND
ALGORITHM
.107
4.4
IDENTIFICATION
OF
THE
FORWARD
MODEL
.
111
5
CONCLUSIONS
AND
RECOMMENDATIONS
.
118
5.1
CONCLUSIONS
.
118
5.2
RECOMMENDATIONS
.120
6
REFERENCES
.
121
APPENDIX
A
.
136
APPENDIX
B
.
142
APPENDIX
C
.
147 |
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| author | Noureldin, Amer Abdelfattah Ali 1962- |
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| author_sort | Noureldin, Amer Abdelfattah Ali 1962- |
| author_variant | a a a n aaa aaan |
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| bvnumber | BV017030850 |
| ctrlnum | (OCoLC)249161613 (DE-599)BVBBV017030850 |
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| genre_facet | Hochschulschrift |
| id | DE-604.BV017030850 |
| illustrated | Illustrated |
| indexdate | 2024-08-20T00:36:24Z |
| institution | BVB |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-010278918 |
| oclc_num | 249161613 |
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| physical | XII, 149 S. Ill., graph. Darst. |
| publishDate | 2003 |
| publishDateSearch | 2003 |
| publishDateSort | 2003 |
| record_format | marc |
| spelling | Noureldin, Amer Abdelfattah Ali 1962- Verfasser (DE-588)124616569 aut Process identification and control using neural networks and fuzzy logic vorgelegt von Amer Abdelfattah Ali Noureldin 2003 XII, 149 S. Ill., graph. Darst. txt rdacontent n rdamedia nc rdacarrier Cottbus, Techn. Univ., Diss., 2003 Nichtlineares dynamisches System (DE-588)4126142-2 gnd rswk-swf Neuronales Netz (DE-588)4226127-2 gnd rswk-swf Radiale Basisfunktion (DE-588)4380647-8 gnd rswk-swf Fuzzy-Regelung (DE-588)4395755-9 gnd rswk-swf Experimentelle Prozessanalyse (DE-588)4219265-1 gnd rswk-swf Prozessregelung (DE-588)4222919-4 gnd rswk-swf (DE-588)4113937-9 Hochschulschrift gnd-content Nichtlineares dynamisches System (DE-588)4126142-2 s Prozessregelung (DE-588)4222919-4 s Experimentelle Prozessanalyse (DE-588)4219265-1 s Neuronales Netz (DE-588)4226127-2 s Radiale Basisfunktion (DE-588)4380647-8 s Fuzzy-Regelung (DE-588)4395755-9 s DE-604 DNB Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=010278918&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Noureldin, Amer Abdelfattah Ali 1962- Process identification and control using neural networks and fuzzy logic Nichtlineares dynamisches System (DE-588)4126142-2 gnd Neuronales Netz (DE-588)4226127-2 gnd Radiale Basisfunktion (DE-588)4380647-8 gnd Fuzzy-Regelung (DE-588)4395755-9 gnd Experimentelle Prozessanalyse (DE-588)4219265-1 gnd Prozessregelung (DE-588)4222919-4 gnd |
| subject_GND | (DE-588)4126142-2 (DE-588)4226127-2 (DE-588)4380647-8 (DE-588)4395755-9 (DE-588)4219265-1 (DE-588)4222919-4 (DE-588)4113937-9 |
| title | Process identification and control using neural networks and fuzzy logic |
| title_auth | Process identification and control using neural networks and fuzzy logic |
| title_exact_search | Process identification and control using neural networks and fuzzy logic |
| title_full | Process identification and control using neural networks and fuzzy logic vorgelegt von Amer Abdelfattah Ali Noureldin |
| title_fullStr | Process identification and control using neural networks and fuzzy logic vorgelegt von Amer Abdelfattah Ali Noureldin |
| title_full_unstemmed | Process identification and control using neural networks and fuzzy logic vorgelegt von Amer Abdelfattah Ali Noureldin |
| title_short | Process identification and control using neural networks and fuzzy logic |
| title_sort | process identification and control using neural networks and fuzzy logic |
| topic | Nichtlineares dynamisches System (DE-588)4126142-2 gnd Neuronales Netz (DE-588)4226127-2 gnd Radiale Basisfunktion (DE-588)4380647-8 gnd Fuzzy-Regelung (DE-588)4395755-9 gnd Experimentelle Prozessanalyse (DE-588)4219265-1 gnd Prozessregelung (DE-588)4222919-4 gnd |
| topic_facet | Nichtlineares dynamisches System Neuronales Netz Radiale Basisfunktion Fuzzy-Regelung Experimentelle Prozessanalyse Prozessregelung Hochschulschrift |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=010278918&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
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