Evolution of neural paradigms to approximate time series for nonlinear system modeling on a Connection Machine, with special emphasis on a simulated ternary distillation process:
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| Main Author: | |
|---|---|
| Format: | Book |
| Language: | German |
| Published: |
1995
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| Subjects: | |
| Online Access: | Inhaltsverzeichnis |
| Item Description: | Wuppertal, Univ., Diss., 1995 |
| Physical Description: | IX, 110 S. Ill., graph. Darst. |
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MARC
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| 100 | 1 | |a Gariglio, Daniel |e Verfasser |4 aut | |
| 245 | 1 | 0 | |a Evolution of neural paradigms to approximate time series for nonlinear system modeling on a Connection Machine, with special emphasis on a simulated ternary distillation process |c von Daniel Gariglio |
| 264 | 1 | |c 1995 | |
| 300 | |a IX, 110 S. |b Ill., graph. Darst. | ||
| 336 | |b txt |2 rdacontent | ||
| 337 | |b n |2 rdamedia | ||
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| 500 | |a Wuppertal, Univ., Diss., 1995 | ||
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Record in the Search Index
| _version_ | 1807320663235493888 |
|---|---|
| adam_text |
CONTENTS
SYMBOLOGY
EMPLOYED
III
LIST
OF
FIGURES
VII
LIST
OF
TABLES
IX
1
INTRODUCTION
1
1.1
MOTIVATION
.
2
1.2
NEURAL
AND
EVOLUTIONARY
METHODS
FOR
SYSTEM
IDENTIFICATION
.
3
1.2.1
SINGLE-AND
MULTIPLE-LAYER
NEURAL
ARCHITECTURES
.
6
1.2.2
RECURRENT
TOPOLOGIES
.
14
1.3
THE
APPLICATION
OF
EVOLUTIONARY
PARADIGMS
FOR
NEURAL
NETWORKS
.
16
2
THE
SIMULATED
TERNARY
DISTILLATION
PLANT
23
2.1
THE
COMPUTER
SIMULATION
.
27
2.2
MODELING
OF
OUTPUT
CONCENTRATIONS
.
33
3
NEURAL
NETWORKS
AS
"
BLACK-BOX
"
INPUT-OUTPUT
MODELS
FOR
CONCEN
TRATION
MODELING
OF
THE
DISTILLATION
PLANT
39
3.1
MULTILAYER
PERCEPTRONS
AND
DIAGONAL
RECURRENT
NETWORKS
TO
MODEL
THE
PLANT
'
S
ETHANOL
CONCENTRATION
.
39
3.2
IDENTIFICATION
OF
THE
PLANT
'
S
ETHANOL
CONCENTRATION
WITH
RADIAL
BASIS
FUNCTION
NETWORKS
.
43
3.3
A
COMPETING
CONCURRENT
SCHEME
FOR
NEURAL
OPTIMIZATION
WITH
GRA
DIENT-BASED
METHODS
.
51
3.4
A
CM5-SI+MIMD
VERSION
OF
THE
SIMULATED
ANNEALING
PARADIGM
FOR
GLOBAL
OPTIMIZATION
OF
NEURAL
NETWORKS
.
60
3.5
A
NEW
COMBINED
NEURAL
AND
PI
CONTROLLER
TO
IMPROVE
THE
ETHANOL
AND
METHANOL
CONCENTRATIONS
OF
THE
DISTILLATION
PLANT
.
63
4
APPLICATION
OF
EVOLUTIONARY
TECHNIQUES
TO
NEURAL
NETWORKS
ON
VON
NEUMANN
MACHINES
AND
ON
THE
CM5
67
4.1
A
SI+MIMD
PARALLEL
IMPLEMENTATION
ON
THE
CM5
OF
THE
EXTENDED
"
EVOLUTIONSSTRATEGIE
"
.
70
4.1.1
PARALLELISM
OF
POPULATIONS
.
71
4.1.2
PARALLELISM
OF
INDIVIDUALS
.
72
4.1.3
PARALLELISM
IN
THE
EVALUATION
OF FITNESS
.
73
4.2
OPTIMIZATION
OF LAYERED
NEURAL
TOPOLOGIES
WITH
GENETIC
ALGORITHMS
.
.
74
4.3
DATA
REDUCTION
PERFORMED
ON
THE
TRAINING
SET
WITH
GAS
.
77
4.4
THE
EVOLUTION
OF
NEURAL
RECURRENT
STRUCTURES
WITH
GP
.
79
5
SUMMARY
AND
CONCLUSIONS
81
A
THE
DISTILLATION
PROCESS
83
A.L
DISTILLATION
FUNDAMENTALS
.
83
A.2
SIMULATION
OF
THE
DISTILLATION
PROCESS
.
94
B
THE
CONNECTION-MACHINE-5
99 |
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| discipline | Mess-/Steuerungs-/Regelungs-/Automatisierungstechnik |
| format | Book |
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| genre | (DE-588)4113937-9 Hochschulschrift gnd-content |
| genre_facet | Hochschulschrift |
| id | DE-604.BV010830137 |
| illustrated | Illustrated |
| indexdate | 2024-08-14T00:28:17Z |
| institution | BVB |
| language | German |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-007238131 |
| oclc_num | 258542937 |
| open_access_boolean | |
| owner | DE-91 DE-BY-TUM DE-29T DE-355 DE-BY-UBR DE-83 DE-11 |
| owner_facet | DE-91 DE-BY-TUM DE-29T DE-355 DE-BY-UBR DE-83 DE-11 |
| physical | IX, 110 S. Ill., graph. Darst. |
| publishDate | 1995 |
| publishDateSearch | 1995 |
| publishDateSort | 1995 |
| record_format | marc |
| spelling | Gariglio, Daniel Verfasser aut Evolution of neural paradigms to approximate time series for nonlinear system modeling on a Connection Machine, with special emphasis on a simulated ternary distillation process von Daniel Gariglio 1995 IX, 110 S. Ill., graph. Darst. txt rdacontent n rdamedia nc rdacarrier Wuppertal, Univ., Diss., 1995 Nichtlineares System - Zeitvariantes System - Neuronales Netz - Evolutionärer Algorithmus - Destillation - Computersimulation Nichtlineares System (DE-588)4042110-7 gnd rswk-swf Destillation (DE-588)4011543-4 gnd rswk-swf Computersimulation (DE-588)4148259-1 gnd rswk-swf Neuronales Netz (DE-588)4226127-2 gnd rswk-swf Zeitvariantes System (DE-588)4190654-8 gnd rswk-swf Evolutionärer Algorithmus (DE-588)4366912-8 gnd rswk-swf (DE-588)4113937-9 Hochschulschrift gnd-content Nichtlineares System (DE-588)4042110-7 s Zeitvariantes System (DE-588)4190654-8 s Neuronales Netz (DE-588)4226127-2 s Evolutionärer Algorithmus (DE-588)4366912-8 s Destillation (DE-588)4011543-4 s Computersimulation (DE-588)4148259-1 s DE-604 DNB Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=007238131&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Gariglio, Daniel Evolution of neural paradigms to approximate time series for nonlinear system modeling on a Connection Machine, with special emphasis on a simulated ternary distillation process Nichtlineares System - Zeitvariantes System - Neuronales Netz - Evolutionärer Algorithmus - Destillation - Computersimulation Nichtlineares System (DE-588)4042110-7 gnd Destillation (DE-588)4011543-4 gnd Computersimulation (DE-588)4148259-1 gnd Neuronales Netz (DE-588)4226127-2 gnd Zeitvariantes System (DE-588)4190654-8 gnd Evolutionärer Algorithmus (DE-588)4366912-8 gnd |
| subject_GND | (DE-588)4042110-7 (DE-588)4011543-4 (DE-588)4148259-1 (DE-588)4226127-2 (DE-588)4190654-8 (DE-588)4366912-8 (DE-588)4113937-9 |
| title | Evolution of neural paradigms to approximate time series for nonlinear system modeling on a Connection Machine, with special emphasis on a simulated ternary distillation process |
| title_auth | Evolution of neural paradigms to approximate time series for nonlinear system modeling on a Connection Machine, with special emphasis on a simulated ternary distillation process |
| title_exact_search | Evolution of neural paradigms to approximate time series for nonlinear system modeling on a Connection Machine, with special emphasis on a simulated ternary distillation process |
| title_full | Evolution of neural paradigms to approximate time series for nonlinear system modeling on a Connection Machine, with special emphasis on a simulated ternary distillation process von Daniel Gariglio |
| title_fullStr | Evolution of neural paradigms to approximate time series for nonlinear system modeling on a Connection Machine, with special emphasis on a simulated ternary distillation process von Daniel Gariglio |
| title_full_unstemmed | Evolution of neural paradigms to approximate time series for nonlinear system modeling on a Connection Machine, with special emphasis on a simulated ternary distillation process von Daniel Gariglio |
| title_short | Evolution of neural paradigms to approximate time series for nonlinear system modeling on a Connection Machine, with special emphasis on a simulated ternary distillation process |
| title_sort | evolution of neural paradigms to approximate time series for nonlinear system modeling on a connection machine with special emphasis on a simulated ternary distillation process |
| topic | Nichtlineares System - Zeitvariantes System - Neuronales Netz - Evolutionärer Algorithmus - Destillation - Computersimulation Nichtlineares System (DE-588)4042110-7 gnd Destillation (DE-588)4011543-4 gnd Computersimulation (DE-588)4148259-1 gnd Neuronales Netz (DE-588)4226127-2 gnd Zeitvariantes System (DE-588)4190654-8 gnd Evolutionärer Algorithmus (DE-588)4366912-8 gnd |
| topic_facet | Nichtlineares System - Zeitvariantes System - Neuronales Netz - Evolutionärer Algorithmus - Destillation - Computersimulation Nichtlineares System Destillation Computersimulation Neuronales Netz Zeitvariantes System Evolutionärer Algorithmus Hochschulschrift |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=007238131&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| work_keys_str_mv | AT garigliodaniel evolutionofneuralparadigmstoapproximatetimeseriesfornonlinearsystemmodelingonaconnectionmachinewithspecialemphasisonasimulatedternarydistillationprocess |