Query optimization in distributed heterogeneous data stream systems: = Anfrageoptimierung in verteilten heterogenen Datenstromsystemen
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Abschlussarbeit Buch |
| Sprache: | English |
| Veröffentlicht: |
Erlangen
FAU University Press
2021
|
| Schriftenreihe: | FAU Studien aus der Informatik
Band 15 |
| Schlagworte: | |
| Online-Zugang: | Volltext Volltext Volltext Volltext Inhaltsverzeichnis |
| Beschreibung: | xiv, 255 Seiten Illustrationen, Diagramme 21 cm x 14.8 cm, 504 g |
| ISBN: | 9783961474516 3961474516 9783961474523 |
| DOI: | 10.25593/978-3-96147-452-3 |
Internformat
MARC
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| 100 | 1 | |a Pollner, Niko |0 (DE-588)1242920579 |4 aut | |
| 245 | 1 | 0 | |a Query optimization in distributed heterogeneous data stream systems |b = Anfrageoptimierung in verteilten heterogenen Datenstromsystemen |c Niko Pollner |
| 246 | 1 | 1 | |a Anfrageoptimierung in verteilten heterogenen Datenstromsystemen |
| 264 | 1 | |a Erlangen |b FAU University Press |c 2021 | |
| 300 | |a xiv, 255 Seiten |b Illustrationen, Diagramme |c 21 cm x 14.8 cm, 504 g | ||
| 336 | |b txt |2 rdacontent | ||
| 337 | |b n |2 rdamedia | ||
| 338 | |b nc |2 rdacarrier | ||
| 490 | 1 | |a FAU Studien aus der Informatik |v Band 15 | |
| 502 | |b Dissertation |c Friedrich-Alexander-Universität Erlangen-Nürnberg |d 2021 | ||
| 650 | 0 | 7 | |a Datenstrommanagementsystem |0 (DE-588)1059844419 |2 gnd |9 rswk-swf |
| 650 | 0 | 7 | |a Verteiltes System |0 (DE-588)4238872-7 |2 gnd |9 rswk-swf |
| 650 | 0 | 7 | |a Abfrage |0 (DE-588)4198788-3 |2 gnd |9 rswk-swf |
| 653 | |a Drahtloses Sensorsystem | ||
| 653 | |a Organic Computing | ||
| 653 | |a Optimierung | ||
| 653 | |a Quadratische Optimierung | ||
| 653 | |a Abfrageverarbeitung | ||
| 653 | |a Verteiltes System | ||
| 653 | |a Datenstrommanagementsystem | ||
| 653 | |a Heuristik | ||
| 653 | |a Complex Event Processing | ||
| 653 | |a Data Management | ||
| 653 | |a Data Stream Systems | ||
| 653 | |a DSS | ||
| 653 | |a Distributed Systems | ||
| 653 | |a Heterogeneous Systems | ||
| 653 | |a Query Optimization | ||
| 653 | |a Wireless Sensor Networks | ||
| 653 | |a Quadratic Optimization | ||
| 655 | 7 | |0 (DE-588)4113937-9 |a Hochschulschrift |2 gnd-content | |
| 689 | 0 | 0 | |a Verteiltes System |0 (DE-588)4238872-7 |D s |
| 689 | 0 | 1 | |a Abfrage |0 (DE-588)4198788-3 |D s |
| 689 | 0 | 2 | |a Datenstrommanagementsystem |0 (DE-588)1059844419 |D s |
| 689 | 0 | |5 DE-604 | |
| 710 | 2 | |a FAU University Press ein Imprint der Universität Erlangen-Nürnberg |b Universitätsbibliothek |0 (DE-588)1068111240 |4 pbl | |
| 776 | 0 | 8 | |i Erscheint auch als |n Online-Ausgabe |t Query Optimization in Distributed Heterogeneous Data Stream Systems |d Erlangen : FAU University Press, 2021 |h Online-Ressource |
| 776 | 0 | 8 | |i Erscheint auch als |n Online-Ausgabe |o 10.25593/978-3-96147-452-3 |o urn:nbn:de:bvb:29-opus4-173368 |
| 830 | 0 | |a FAU Studien aus der Informatik |v Band 15 |w (DE-604)BV043902000 |9 15 | |
| 856 | 4 | 1 | |u https://open.fau.de/handle/openfau/17336 |x Verlag |z kostenfrei |3 Volltext |
| 856 | 4 | 1 | |u https://doi.org/10.25593/978-3-96147-452-3 |x Resolving-System |z kostenfrei |3 Volltext |
| 856 | 4 | 1 | |u https://nbn-resolving.org/urn:nbn:de:bvb:29-opus4-173368 |x Resolving-System |z kostenfrei |3 Volltext |
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Datensatz im Suchindex
| _version_ | 1804182838152527872 |
|---|---|
| adam_text | CONTENTS
ABSTRACT
III
KURZFASSUNG
V
ACKNOWLEDGEMENTS
VII
LIST
OF
ILLUSTRATIONS
................................................
XIII
1
INTRODUCTION
I
1.1
MOTIVATION
2
1.2
RESEARCH
STATEMENT
4
1.3
METHODOLOGY
AND
OUTLINE
6
2
BACKGROUND
9
2.1
DATA STREAM
SYSTEMS
9
2.2
WIRELESS SENSOR
NETWORKS
13
2.3
QUERY
OPTIMIZATION
15
2.3.1
OPTIMIZATION
GOALS
17
2.3.2
RESOURCE
LIMITS
AND
OTHER
CONSTRAINTS
25
2.3.3
LOGICAL
QUERY
OPTIMIZATION
26
2.3.4
COST-BASED
QUERY
OPTIMIZATION
28
2.3.5
PHYSICAL
QUERY
OPTIMIZATION
35
2.4
APPROXIMATION
ALGORITHMS
AND
HEURISTICS
36
3
RELATED
WORK
39
3.1
OPTIMIZATION
IN
RELATIONAL
DATABASE
SYSTEMS
39
3.2
OPTIMIZATION
IN
DATA STREAM
SYSTEMS
39
3.2.1
DATA STREAM
SYSTEMS
40
3.2.2
LOGICAL
QUERY
OPTIMIZATION
51
3.2.3
PHYSICAL
QUERY
OPTIMIZATION
51
3.2.4
DATA
PARALLELISM
55
3.3
METAHEURISTICS
55
3.4
SUMMARY
56
4
OBJECTIVE
FUNCTIONS
57
4.1
OVERALL
QUERY
OPTIMIZATION
PROBLEM
57
4.2
BOTTLENECK
QUERY
OPTIMIZATION
PROBLEM
60
4.3
OTHER
OPTIMIZATION
GOALS
62
IX
4.4
CONSTRAINTS
...........................................................................
63
4.4.1
HOST
CAPACITIES
......................................................
63
4.4.2
COMMUNICATION
CAPACITIES
........................................
66
4.5
MULTI-HOP
COMMUNICATION
................................................
68
4.5.1
PATHS
WITH
LOWEST
COST
..............................................
69
4.5.2
ALL
PATHS
..................................................................
74
4.6
SUMMARY
..............................................................................
77
5
INTERDEPENDENCIES
IN
DISTRIBUTED
HETEROGENEOUS
DSSS
79
5.1
OBTAINING
COST FOR
HETEROGENEOUS
ENVIRONMENTS
............80
5.2
ALGORITHM
SELECTION
............................................................
80
5.3
DISTRIBUTED
IN-NETWORK
OPERATORS
....................................
81
5.4
RUNTIME
SYSTEM
..................................................................
83
6
PLACEMENT-AWARE
LOGICAL
QUERY
OPTIMIZATION
..................
85
6.1
NAIVE
APPROACH
..................................................................
86
6.2
CONDITIONS
FOR
SAFE
OPTIMIZATION
.......................................
87
6.2.1
OPERATOR
REORDERING
.................................................
89
6.2.2
REDUNDANCY
ELIMINATION
...........................................
110
6.2.3
OPERATOR
SEPARATION
....................................................
121
6.2.4
OPERATOR
FUSION
.........................................................
122
6.2.5
OPERATOR
FISSION
.........................................................
126
6.3
NORMALIZATION
OF
PREDICATES
...................................................
128
6.4
SUMMARY
.................................................................................
129
6.4.1
OPERATOR
REORDERING
................................................
129
6.4.2
REDUNDANCY
ELIMINATION
.......................................
131
6.4.3
OPERATOR
SEPARATION
...................................................
132
6.4.4
OPERATOR
FUSION
..........................................................
133
6.4.5
OPERATOR
FISSION
.........................................................
134
7
ALGORITHMS
FOR
OPERATOR
PLACEMENT
.......................................
137
7.1
FIXING
OPERATORS
.....................................................................
138
7.2
COST
AND
CONSTRAINTS
...............................................................
139
7.3
EXACT
OPERATOR
PLACEMENT
OPTIMIZATION
...........................
140
7.3.1
BRUTE
FORCE
..................................................................
140
7.3.2
BACKTRACK
......................................................................
141
7
33
A*
..................................................................................
142
7.4
GREEDY
ALGORITHMS
..................................................................
143
7.5
ORGANIC
COMPUTING
ALGORITHMS
..........................................
145
7.5.1
ANT
COLONY
OPTIMIZATION
...........................................
146
X
7.5.2
PARTICLE
SWARM
OPTIMIZATION
....................................
162
7.5.3
GENETIC
ALGORITHMS
....................................................
174
7.6
COMPARISON
...........................................................................
178
7.6.1
SCENARIOS
.....................................................................
178
7.6.2
RESULTS
........................................................................
180
8
LOAD
BALANCING
BY
OPERATOR
FISSION
.......................................
187
8.1
LOAD-BALANCING
ALGORITHM
...................................................
187
8.1.1
RETRIEVAL
OF
ALTERNATIVE
ROUTES
..................................
191
8.1.2
DETECTION
OF
PARALLELIZABLE
REGIONS
........................
192
8.1.3
GENERATION
OF
THE
TRANSFORMATION
CATALOG
....
192
8.1.4
SELECTION
OF
TRANSFORMATIONS
....................................
193
8.2
EVALUATION
..............................................................................
195
8.2.1
SETUP
...........................................................................
195
8.2.2
RESULTS
........................................................................
196
8.2.3
INVALID
INITIAL
PLACEMENTS
..........................................
199
9
EVALUATION
AND
DISCUSSION
.........................................................
201
10
CONCLUSIONS
...................................................................................
207
10.1
SUMMARY
................................................................................
207
10.2
FURTHER
WORK
..........................................................................209
APPENDIX
.............................................................................................
215
SYMBOLS
................................................................................................
219
GLOSSARY
AND
ACRONYMS
.....................................................................
223
BIBLIOGRAPHY
......................................................................................
229
INDEX
......................................................................................................
253
|
| adam_txt |
CONTENTS
ABSTRACT
III
KURZFASSUNG
V
ACKNOWLEDGEMENTS
VII
LIST
OF
ILLUSTRATIONS
.
XIII
1
INTRODUCTION
I
1.1
MOTIVATION
2
1.2
RESEARCH
STATEMENT
4
1.3
METHODOLOGY
AND
OUTLINE
6
2
BACKGROUND
9
2.1
DATA STREAM
SYSTEMS
9
2.2
WIRELESS SENSOR
NETWORKS
13
2.3
QUERY
OPTIMIZATION
15
2.3.1
OPTIMIZATION
GOALS
17
2.3.2
RESOURCE
LIMITS
AND
OTHER
CONSTRAINTS
25
2.3.3
LOGICAL
QUERY
OPTIMIZATION
26
2.3.4
COST-BASED
QUERY
OPTIMIZATION
28
2.3.5
PHYSICAL
QUERY
OPTIMIZATION
35
2.4
APPROXIMATION
ALGORITHMS
AND
HEURISTICS
36
3
RELATED
WORK
39
3.1
OPTIMIZATION
IN
RELATIONAL
DATABASE
SYSTEMS
39
3.2
OPTIMIZATION
IN
DATA STREAM
SYSTEMS
39
3.2.1
DATA STREAM
SYSTEMS
40
3.2.2
LOGICAL
QUERY
OPTIMIZATION
51
3.2.3
PHYSICAL
QUERY
OPTIMIZATION
51
3.2.4
DATA
PARALLELISM
55
3.3
METAHEURISTICS
55
3.4
SUMMARY
56
4
OBJECTIVE
FUNCTIONS
57
4.1
OVERALL
QUERY
OPTIMIZATION
PROBLEM
57
4.2
BOTTLENECK
QUERY
OPTIMIZATION
PROBLEM
60
4.3
OTHER
OPTIMIZATION
GOALS
62
IX
4.4
CONSTRAINTS
.
63
4.4.1
HOST
CAPACITIES
.
63
4.4.2
COMMUNICATION
CAPACITIES
.
66
4.5
MULTI-HOP
COMMUNICATION
.
68
4.5.1
PATHS
WITH
LOWEST
COST
.
69
4.5.2
ALL
PATHS
.
74
4.6
SUMMARY
.
77
5
INTERDEPENDENCIES
IN
DISTRIBUTED
HETEROGENEOUS
DSSS
79
5.1
OBTAINING
COST FOR
HETEROGENEOUS
ENVIRONMENTS
.80
5.2
ALGORITHM
SELECTION
.
80
5.3
DISTRIBUTED
IN-NETWORK
OPERATORS
.
81
5.4
RUNTIME
SYSTEM
.
83
6
PLACEMENT-AWARE
LOGICAL
QUERY
OPTIMIZATION
.
85
6.1
NAIVE
APPROACH
.
86
6.2
CONDITIONS
FOR
SAFE
OPTIMIZATION
.
87
6.2.1
OPERATOR
REORDERING
.
89
6.2.2
REDUNDANCY
ELIMINATION
.
110
6.2.3
OPERATOR
SEPARATION
.
121
6.2.4
OPERATOR
FUSION
.
122
6.2.5
OPERATOR
FISSION
.
126
6.3
NORMALIZATION
OF
PREDICATES
.
128
6.4
SUMMARY
.
129
6.4.1
OPERATOR
REORDERING
.
129
6.4.2
REDUNDANCY
ELIMINATION
.
131
6.4.3
OPERATOR
SEPARATION
.
132
6.4.4
OPERATOR
FUSION
.
133
6.4.5
OPERATOR
FISSION
.
134
7
ALGORITHMS
FOR
OPERATOR
PLACEMENT
.
137
7.1
FIXING
OPERATORS
.
138
7.2
COST
AND
CONSTRAINTS
.
139
7.3
EXACT
OPERATOR
PLACEMENT
OPTIMIZATION
.
140
7.3.1
BRUTE
FORCE
.
140
7.3.2
BACKTRACK
.
141
7
33
A*
.
142
7.4
GREEDY
ALGORITHMS
.
143
7.5
ORGANIC
COMPUTING
ALGORITHMS
.
145
7.5.1
ANT
COLONY
OPTIMIZATION
.
146
X
7.5.2
PARTICLE
SWARM
OPTIMIZATION
.
162
7.5.3
GENETIC
ALGORITHMS
.
174
7.6
COMPARISON
.
178
7.6.1
SCENARIOS
.
178
7.6.2
RESULTS
.
180
8
LOAD
BALANCING
BY
OPERATOR
FISSION
.
187
8.1
LOAD-BALANCING
ALGORITHM
.
187
8.1.1
RETRIEVAL
OF
ALTERNATIVE
ROUTES
.
191
8.1.2
DETECTION
OF
PARALLELIZABLE
REGIONS
.
192
8.1.3
GENERATION
OF
THE
TRANSFORMATION
CATALOG
.
192
8.1.4
SELECTION
OF
TRANSFORMATIONS
.
193
8.2
EVALUATION
.
195
8.2.1
SETUP
.
195
8.2.2
RESULTS
.
196
8.2.3
INVALID
INITIAL
PLACEMENTS
.
199
9
EVALUATION
AND
DISCUSSION
.
201
10
CONCLUSIONS
.
207
10.1
SUMMARY
.
207
10.2
FURTHER
WORK
.209
APPENDIX
.
215
SYMBOLS
.
219
GLOSSARY
AND
ACRONYMS
.
223
BIBLIOGRAPHY
.
229
INDEX
.
253 |
| any_adam_object | 1 |
| any_adam_object_boolean | 1 |
| author | Pollner, Niko |
| author_GND | (DE-588)1242920579 |
| author_facet | Pollner, Niko |
| author_role | aut |
| author_sort | Pollner, Niko |
| author_variant | n p np |
| building | Verbundindex |
| bvnumber | BV047504012 |
| classification_rvk | ST 200 ST 230 |
| collection | ebook |
| ctrlnum | (OCoLC)1275379597 (DE-599)DNB1242565604 |
| discipline | Informatik |
| discipline_str_mv | Informatik |
| doi_str_mv | 10.25593/978-3-96147-452-3 |
| format | Thesis Book |
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| genre | (DE-588)4113937-9 Hochschulschrift gnd-content |
| genre_facet | Hochschulschrift |
| id | DE-604.BV047504012 |
| illustrated | Illustrated |
| index_date | 2024-07-03T18:19:44Z |
| indexdate | 2024-07-10T09:13:54Z |
| institution | BVB |
| institution_GND | (DE-588)1068111240 |
| isbn | 9783961474516 3961474516 9783961474523 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-032904996 |
| oclc_num | 1275379597 |
| open_access_boolean | 1 |
| owner | DE-29 DE-29T DE-12 DE-91 DE-BY-TUM DE-1046 |
| owner_facet | DE-29 DE-29T DE-12 DE-91 DE-BY-TUM DE-1046 |
| physical | xiv, 255 Seiten Illustrationen, Diagramme 21 cm x 14.8 cm, 504 g |
| psigel | ebook |
| publishDate | 2021 |
| publishDateSearch | 2021 |
| publishDateSort | 2021 |
| publisher | FAU University Press |
| record_format | marc |
| series | FAU Studien aus der Informatik |
| series2 | FAU Studien aus der Informatik |
| spelling | Pollner, Niko (DE-588)1242920579 aut Query optimization in distributed heterogeneous data stream systems = Anfrageoptimierung in verteilten heterogenen Datenstromsystemen Niko Pollner Anfrageoptimierung in verteilten heterogenen Datenstromsystemen Erlangen FAU University Press 2021 xiv, 255 Seiten Illustrationen, Diagramme 21 cm x 14.8 cm, 504 g txt rdacontent n rdamedia nc rdacarrier FAU Studien aus der Informatik Band 15 Dissertation Friedrich-Alexander-Universität Erlangen-Nürnberg 2021 Datenstrommanagementsystem (DE-588)1059844419 gnd rswk-swf Verteiltes System (DE-588)4238872-7 gnd rswk-swf Abfrage (DE-588)4198788-3 gnd rswk-swf Drahtloses Sensorsystem Organic Computing Optimierung Quadratische Optimierung Abfrageverarbeitung Verteiltes System Datenstrommanagementsystem Heuristik Complex Event Processing Data Management Data Stream Systems DSS Distributed Systems Heterogeneous Systems Query Optimization Wireless Sensor Networks Quadratic Optimization (DE-588)4113937-9 Hochschulschrift gnd-content Verteiltes System (DE-588)4238872-7 s Abfrage (DE-588)4198788-3 s Datenstrommanagementsystem (DE-588)1059844419 s DE-604 FAU University Press ein Imprint der Universität Erlangen-Nürnberg Universitätsbibliothek (DE-588)1068111240 pbl Erscheint auch als Online-Ausgabe Query Optimization in Distributed Heterogeneous Data Stream Systems Erlangen : FAU University Press, 2021 Online-Ressource Erscheint auch als Online-Ausgabe 10.25593/978-3-96147-452-3 urn:nbn:de:bvb:29-opus4-173368 FAU Studien aus der Informatik Band 15 (DE-604)BV043902000 15 https://open.fau.de/handle/openfau/17336 Verlag kostenfrei Volltext https://doi.org/10.25593/978-3-96147-452-3 Resolving-System kostenfrei Volltext https://nbn-resolving.org/urn:nbn:de:bvb:29-opus4-173368 Resolving-System kostenfrei Volltext http://d-nb.info/1242728724/34 Langzeitarchivierung Nationalbibliothek kostenfrei Volltext DNB Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=032904996&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis 1\p vlb 20211006 DE-101 https://d-nb.info/provenance/plan#vlb |
| spellingShingle | Pollner, Niko Query optimization in distributed heterogeneous data stream systems = Anfrageoptimierung in verteilten heterogenen Datenstromsystemen FAU Studien aus der Informatik Datenstrommanagementsystem (DE-588)1059844419 gnd Verteiltes System (DE-588)4238872-7 gnd Abfrage (DE-588)4198788-3 gnd |
| subject_GND | (DE-588)1059844419 (DE-588)4238872-7 (DE-588)4198788-3 (DE-588)4113937-9 |
| title | Query optimization in distributed heterogeneous data stream systems = Anfrageoptimierung in verteilten heterogenen Datenstromsystemen |
| title_alt | Anfrageoptimierung in verteilten heterogenen Datenstromsystemen |
| title_auth | Query optimization in distributed heterogeneous data stream systems = Anfrageoptimierung in verteilten heterogenen Datenstromsystemen |
| title_exact_search | Query optimization in distributed heterogeneous data stream systems = Anfrageoptimierung in verteilten heterogenen Datenstromsystemen |
| title_exact_search_txtP | Query optimization in distributed heterogeneous data stream systems = Anfrageoptimierung in verteilten heterogenen Datenstromsystemen |
| title_full | Query optimization in distributed heterogeneous data stream systems = Anfrageoptimierung in verteilten heterogenen Datenstromsystemen Niko Pollner |
| title_fullStr | Query optimization in distributed heterogeneous data stream systems = Anfrageoptimierung in verteilten heterogenen Datenstromsystemen Niko Pollner |
| title_full_unstemmed | Query optimization in distributed heterogeneous data stream systems = Anfrageoptimierung in verteilten heterogenen Datenstromsystemen Niko Pollner |
| title_short | Query optimization in distributed heterogeneous data stream systems |
| title_sort | query optimization in distributed heterogeneous data stream systems anfrageoptimierung in verteilten heterogenen datenstromsystemen |
| title_sub | = Anfrageoptimierung in verteilten heterogenen Datenstromsystemen |
| topic | Datenstrommanagementsystem (DE-588)1059844419 gnd Verteiltes System (DE-588)4238872-7 gnd Abfrage (DE-588)4198788-3 gnd |
| topic_facet | Datenstrommanagementsystem Verteiltes System Abfrage Hochschulschrift |
| url | https://open.fau.de/handle/openfau/17336 https://doi.org/10.25593/978-3-96147-452-3 https://nbn-resolving.org/urn:nbn:de:bvb:29-opus4-173368 http://d-nb.info/1242728724/34 http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=032904996&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| volume_link | (DE-604)BV043902000 |
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