Solving computationally expensive engineering problems: methods and applications
Gespeichert in:
Format: | Elektronisch E-Book |
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Sprache: | English |
Veröffentlicht: |
Cham [u.a.]
Springer
2014
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Schriftenreihe: | Springer proceedings in mathematics & statistics
97 |
Schlagworte: | |
Online-Zugang: | BTU01 FRO01 TUM01 UBA01 UBM01 UBT01 UBW01 UPA01 Volltext Inhaltsverzeichnis Abstract |
Beschreibung: | 1 Online-Ressource |
ISBN: | 9783319089843 9783319089850 |
DOI: | 10.1007/978-3-319-08985-0 |
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Datensatz im Suchindex
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adam_text | SOLVING COMPUTATIONALLY EXPENSIVE ENGINEERING PROBLEMS
/
: 2014
TABLE OF CONTENTS / INHALTSVERZEICHNIS
SURROGATE-BASED AND ONE-SHOT OPTIMIZATION METHODS FOR PDE-CONSTRAINED
PROBLEMS WITH AN APPLICATION IN CLIMATE MODELS
SHAPE-PRESERVING RESPONSE PREDICTION FOR SURROGATE MODELING AND
ENGINEERING DESIGN OPTIMIZATION
NESTED SPACE MAPPING TECHNIQUE FOR DESIGN AND OPTIMIZATION OF COMPLEX
MICROWAVE STRUCTURES WITH ENHANCED FUNCTIONALITY
AUTOMATED LOW-FIDELITY MODEL SETUP FOR SURROGATE-BASED AERODYNAMIC
OPTIMIZATION
DESIGN SPACE REDUCTION FOR EXPEDITED MULTI-OBJECTIVE DESIGN OPTIMIZATION
OF ANTENNAS IN HIGHLY-DIMENSIONAL SPACES
NUMERICALLY EFFICIENT APPROACH TO SIMULATION DRIVEN DESIGN OF PLANAR
MICROSTRIP ANTENNA ARRAYS BY MEANS OF SURROGATE-BASED OPTIMIZATION
OPTIMAL DESIGN OF COMPUTATIONALLY EXPENSIVE EM-BASED SYSTEMS: A
SURROGATE-BASED APPROACH
ATOMISTIC SURROGATE-BASED OPTIMIZATION FOR SIMULATION-DRIVEN DESIGN OF
COMPUTATIONALLY EXPENSIVE MICROWAVE CIRCUITS WITH COMPACT FOOTPRINTS
KNOWLEDGE BASED 3-STEP MODELING STRATEGY EXPLOITING ARTIFICIAL NEURAL
NETWORK
LARGE-SCALE GLOBAL OPTIMIZATION VIA SWARM INTELLIGENCE
EVOLUTIONARY CLUSTERING FOR SYNTHETIC APERTURE RADAR IMAGES
AUTOMATED CLASSIFICATION OF AIRBORNE LASER SCANNING POINT CLOUDS
A NOVEL APPROACH TO THE COMMON DUE-DATE PROBLEM ON SINGLE AND PARALLEL
MACHINES
ON GAUSSIAN PROCESSES FOR NARX MODELLING AND THEIR ASSOCIATED
HIGHER-ORDER FREQUENCY RESPONSE FUNCTIONS
DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
SOLVING COMPUTATIONALLY EXPENSIVE ENGINEERING PROBLEMS
/
: 2014
ABSTRACT / INHALTSTEXT
COMPUTATIONAL COMPLEXITY IS A SERIOUS BOTTLENECK FOR THE DESIGN PROCESS
IN VIRTUALLY ANY ENGINEERING AREA. WHILE MIGRATION FROM PROTOTYPING AND
EXPERIMENTAL-BASED DESIGN VALIDATION TO VERIFICATION USING COMPUTER
SIMULATION MODELS IS INEVITABLE AND HAS A NUMBER OF ADVANTAGES, HIGH
COMPUTATIONAL COSTS OF ACCURATE, HIGH-FIDELITY SIMULATIONS CAN BE A
MAJOR ISSUE THAT SLOWS DOWN THE DEVELOPMENT OF COMPUTER-AIDED DESIGN
METHODOLOGIES, PARTICULARLY THOSE EXPLOITING AUTOMATED DESIGN
IMPROVEMENT PROCEDURES, E.G., NUMERICAL OPTIMIZATION. THE CONTINUOUS
INCREASE OF AVAILABLE COMPUTATIONAL RESOURCES DOES NOT ALWAYS TRANSLATE
INTO SHORTENING OF THE DESIGN CYCLE BECAUSE OF THE GROWING DEMAND FOR
HIGHER ACCURACY AND NECESSITY TO SIMULATE LARGER AND MORE COMPLEX
SYSTEMS. ACCURATE SIMULATION OF A SINGLE DESIGN OF A GIVEN SYSTEM MAY BE
AS LONG AS SEVERAL HOURS, DAYS OR EVEN WEEKS, WHICH OFTEN MAKES DESIGN
AUTOMATION USING CONVENTIONAL METHODS IMPRACTICAL OR EVEN
PROHIBITIVE.ADDITIONAL PROBLEMS INCLUDE NUMERICAL NOISE OFTEN PRESENT IN
THE SIMULATION DATA, POSSIBLE PRESENCE OF MULTIPLE LOCALLY OPTIMUM
DESIGNS, AS WELL AS MULTIPLE CONFLICTING OBJECTIVES. IN THIS EDITED
BOOK, VARIOUS TECHNIQUES THAT CAN ALLEVIATE SOLVING COMPUTATIONALLY
EXPENSIVE ENGINEERING DESIGN PROBLEMS ARE PRESENTED. ONE OF THE MOST
PROMISING APPROACHES IS THE USE OF FAST REPLACEMENT MODELS, SO-CALLED
SURROGATES, THAT RELIABLY REPRESENT THE EXPENSIVE, SIMULATION-BASED
MODEL OF THE SYSTEM/DEVICE OF INTEREST BUT THEY ARE MUCH CHEAPER AND
ANALYTICALLY TRACTABLE. HERE, A GROUP OF INTERNATIONAL EXPERTS SUMMARIZE
RECENT DEVELOPMENTS IN THE AREA AND DEMONSTRATE APPLICATIONS IN VARIOUS
DISCIPLINES OF ENGINEERING AND SCIENCE. THE MAIN PURPOSE OF THE WORK IS
TO PROVIDE THE BASIC CONCEPTS AND FORMULATIONS OF THE SURROGATE-BASED
MODELING AND OPTIMIZATION PARADIGM, AS WELL AS DISCUSS RELEVANT MODELING
TECHNIQUES, OPTIMIZATION ALGORITHMS AND DESIGN PROCEDURES.THEREFORE,
THIS BOOK SHOULD BE USEFUL TO RESEARCHERS AND ENGINEERS FROM ANY
DISCIPLINE WHERE COMPUTATIONALLY HEAVY SIMULATIONS ARE USED ON DAILY
BASIS IN THE DESIGN PROCESS
DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
|
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spelling | Solving computationally expensive engineering problems methods and applications Slawomir Koziel ..., ed. Cham [u.a.] Springer 2014 1 Online-Ressource txt rdacontent c rdamedia cr rdacarrier Springer proceedings in mathematics & statistics 97 Optimierung (DE-588)4043664-0 gnd rswk-swf Berechnungskomplexität (DE-588)4134751-1 gnd rswk-swf Electronic book text Berechnungskomplexität (DE-588)4134751-1 s Optimierung (DE-588)4043664-0 s 1\p DE-604 Koziel, Slawomir Sonstige oth Springer proceedings in mathematics & statistics 97 (DE-604)BV041997384 97 https://doi.org/10.1007/978-3-319-08985-0 Verlag Volltext Springer Fremddatenuebernahme application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=027641981&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis Springer Fremddatenuebernahme application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=027641981&sequence=000003&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA Abstract 1\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk |
spellingShingle | Solving computationally expensive engineering problems methods and applications Springer proceedings in mathematics & statistics Optimierung (DE-588)4043664-0 gnd Berechnungskomplexität (DE-588)4134751-1 gnd |
subject_GND | (DE-588)4043664-0 (DE-588)4134751-1 |
title | Solving computationally expensive engineering problems methods and applications |
title_auth | Solving computationally expensive engineering problems methods and applications |
title_exact_search | Solving computationally expensive engineering problems methods and applications |
title_full | Solving computationally expensive engineering problems methods and applications Slawomir Koziel ..., ed. |
title_fullStr | Solving computationally expensive engineering problems methods and applications Slawomir Koziel ..., ed. |
title_full_unstemmed | Solving computationally expensive engineering problems methods and applications Slawomir Koziel ..., ed. |
title_short | Solving computationally expensive engineering problems |
title_sort | solving computationally expensive engineering problems methods and applications |
title_sub | methods and applications |
topic | Optimierung (DE-588)4043664-0 gnd Berechnungskomplexität (DE-588)4134751-1 gnd |
topic_facet | Optimierung Berechnungskomplexität |
url | https://doi.org/10.1007/978-3-319-08985-0 http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=027641981&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=027641981&sequence=000003&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA |
volume_link | (DE-604)BV041997384 |
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