Probabilistic Tracking with Database Systems:
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Abschlussarbeit Buch |
| Sprache: | English |
| Veröffentlicht: |
Waabs
GCA-Verl.
2014
|
| Schriftenreihe: | Fraunhofer Series Advances in Sensor Data and Information Fusion
4 |
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | 225 S. 210 mm x 148 mm, 355 g |
| ISBN: | 9783898632584 |
Internformat
MARC
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|---|---|---|---|
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| 490 | 1 | |a Fraunhofer Series Advances in Sensor Data and Information Fusion |v 4 | |
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Datensatz im Suchindex
| _version_ | 1804152721994940416 |
|---|---|
| adam_text | CONTENTS
1 INTRODUCTION 1
1.1 RELATED WORK 10
1.2 OUTLINE OF THIS WORK 17
2 DESIGN OF A TRACKING INFORMATION SYSTEM 21
2.1 THE COALITION SHARED DATABASE - AN ANALYSIS 23
2.2 TRACKING INSIDE A DATABASE SYSTEM - A NEW
ARCHITECTURE 26
2.3 COMPONENTS OF A TRACKING INFORMATION SYSTEM ..... 30
3 PROBABILISTIC TRACKING 37
3:1 EXCURSUS: RADAR DATA AND UNCERTAINTY 39
3.2 MATHEMATICAL FOUNDATIONS 42
3.3 THE KALMAN FILTER 48
3.4 THE PMHT ALGORITHM 51
3.5 THE INTERACTING MULTIPLE MODEL FILTER 60
3.6 ANOMALY CRITERIA FOR ENHANCED SITUATION AWARENESS 66
4 DATABASE TECHNOLOGY 71
4.1 THE RELATIONAL DATA MODEL 72
4.2 THE QUERY LANGUAGE SQL 76
4.3 DEDUCTIVE DATABASES 85
4.4 PROBABILISTIC DATABASES 89
4.5 TEMPORAL DATABASES 91
4.6 MOVING OBJECT DATABASES 94
4.7 DATA STREAM MANAGEMENT 97
5 IMPLEMENTING TRACKING ALGORITHMS IN SQL 103
5.1 IMPLEMENTING THE KALMAN FILTER 109
5.2 PMHT IN A RELATIONAL DATABASE SYSTEM 112
5.3 MATRIX REPRESENTATION IN RELATIONAL DATABASES 117
5.4 FILTERING MULTIPLE MODELS 124
5.5 EXPRESSING ANOMALY CRITERIA IN SQL 128
HTTP://D-NB.INFO/1049848004
6 ACCELERATING TRACK PROCESSING 133
6.1 INCREMENTAL UPDATE PROPAGATION 134
6.2 INCREMENTAL CALCULATION OF PMHT 141
6.3 INCREMENTAL CALCULATION OF THE KALMAN FILTER 147
6.4 EVALUATION OF UPDATE PROPAGATION METHODS 150
6.5 INDEXING COVARIANCE MATRICES 154
6.6 EVALUATION OF THE BREGMAN BALL INDEX 160
7 PHASE MANAGEMENT FOR SITUATION ASSESSMENT AND
AWARENESS 163
7.1 EVENTS AND PHASES IN SQL 165
7.2 PHASES AS AN ADDITIONAL LAYER IN A TRACKING SCENARIO 166
7.3 A PROPOSAL FOR EXTENDING SQL WITH PHASES 171
7.4 PERFORMANCE ISSUES 176
8 CASE STUDY: AIMS*AN AIRSPACE MONITORING
SYSTEM 177
8.1 MOTIVATION 178
8.2 SYSTEM ARCHITECTURE 180
8.3 VIEW-BASED. FLIGHT
ANALYSIS 183
8.4 MAINTAINING FLIGHT PHASE TRANSITIONS 189
8.5 IN-MEMORY CACHING FOR FAST STREAM HISTORY ACCESS . 191
8.6 PERFORMANCE OF AIMS 198
9 CONCLUSION AND FUTURE WORK 203
REFERENCES 207
OWN PUBLICATIONS 217
INDEX 223
|
| any_adam_object | 1 |
| author | Schüller, Gereon 1982- |
| author_GND | (DE-588)1038410711 |
| author_facet | Schüller, Gereon 1982- |
| author_role | aut |
| author_sort | Schüller, Gereon 1982- |
| author_variant | g s gs |
| building | Verbundindex |
| bvnumber | BV042203582 |
| classification_rvk | ST 271 |
| ctrlnum | (OCoLC)897517753 (DE-599)DNB1049848004 |
| discipline | Informatik |
| format | Thesis Book |
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| genre_facet | Hochschulschrift |
| id | DE-604.BV042203582 |
| illustrated | Not Illustrated |
| indexdate | 2024-07-10T01:15:13Z |
| institution | BVB |
| isbn | 9783898632584 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-027642418 |
| oclc_num | 897517753 |
| open_access_boolean | |
| owner | DE-29T DE-473 DE-BY-UBG |
| owner_facet | DE-29T DE-473 DE-BY-UBG |
| physical | 225 S. 210 mm x 148 mm, 355 g |
| publishDate | 2014 |
| publishDateSearch | 2014 |
| publishDateSort | 2014 |
| publisher | GCA-Verl. |
| record_format | marc |
| series | Fraunhofer Series Advances in Sensor Data and Information Fusion |
| series2 | Fraunhofer Series Advances in Sensor Data and Information Fusion |
| spelling | Schüller, Gereon 1982- Verfasser (DE-588)1038410711 aut Probabilistic Tracking with Database Systems Gereon Schüller Waabs GCA-Verl. 2014 225 S. 210 mm x 148 mm, 355 g txt rdacontent n rdamedia nc rdacarrier Fraunhofer Series Advances in Sensor Data and Information Fusion 4 Zugl.: Bonn, Univ., Diss., 2014 Anomalieerkennung (DE-588)1042742219 gnd rswk-swf Probabilistisches Datenbanksystem (DE-588)104378568X gnd rswk-swf Multisensor (DE-588)4257775-5 gnd rswk-swf SQL (DE-588)4134010-3 gnd rswk-swf Datenstrom (DE-588)4410055-3 gnd rswk-swf Luftfahrt (DE-588)4036557-8 gnd rswk-swf Objektverfolgung (DE-588)4311226-2 gnd rswk-swf Relationales Datenbanksystem (DE-588)4130535-8 gnd rswk-swf Datenfusion (DE-588)4582612-2 gnd rswk-swf (DE-588)4113937-9 Hochschulschrift gnd-content Objektverfolgung (DE-588)4311226-2 s Relationales Datenbanksystem (DE-588)4130535-8 s SQL (DE-588)4134010-3 s Datenstrom (DE-588)4410055-3 s Multisensor (DE-588)4257775-5 s Datenfusion (DE-588)4582612-2 s Probabilistisches Datenbanksystem (DE-588)104378568X s Anomalieerkennung (DE-588)1042742219 s Luftfahrt (DE-588)4036557-8 s DE-604 Fraunhofer Series Advances in Sensor Data and Information Fusion 4 (DE-604)BV041397561 4 DNB Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=027642418&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Schüller, Gereon 1982- Probabilistic Tracking with Database Systems Fraunhofer Series Advances in Sensor Data and Information Fusion Anomalieerkennung (DE-588)1042742219 gnd Probabilistisches Datenbanksystem (DE-588)104378568X gnd Multisensor (DE-588)4257775-5 gnd SQL (DE-588)4134010-3 gnd Datenstrom (DE-588)4410055-3 gnd Luftfahrt (DE-588)4036557-8 gnd Objektverfolgung (DE-588)4311226-2 gnd Relationales Datenbanksystem (DE-588)4130535-8 gnd Datenfusion (DE-588)4582612-2 gnd |
| subject_GND | (DE-588)1042742219 (DE-588)104378568X (DE-588)4257775-5 (DE-588)4134010-3 (DE-588)4410055-3 (DE-588)4036557-8 (DE-588)4311226-2 (DE-588)4130535-8 (DE-588)4582612-2 (DE-588)4113937-9 |
| title | Probabilistic Tracking with Database Systems |
| title_auth | Probabilistic Tracking with Database Systems |
| title_exact_search | Probabilistic Tracking with Database Systems |
| title_full | Probabilistic Tracking with Database Systems Gereon Schüller |
| title_fullStr | Probabilistic Tracking with Database Systems Gereon Schüller |
| title_full_unstemmed | Probabilistic Tracking with Database Systems Gereon Schüller |
| title_short | Probabilistic Tracking with Database Systems |
| title_sort | probabilistic tracking with database systems |
| topic | Anomalieerkennung (DE-588)1042742219 gnd Probabilistisches Datenbanksystem (DE-588)104378568X gnd Multisensor (DE-588)4257775-5 gnd SQL (DE-588)4134010-3 gnd Datenstrom (DE-588)4410055-3 gnd Luftfahrt (DE-588)4036557-8 gnd Objektverfolgung (DE-588)4311226-2 gnd Relationales Datenbanksystem (DE-588)4130535-8 gnd Datenfusion (DE-588)4582612-2 gnd |
| topic_facet | Anomalieerkennung Probabilistisches Datenbanksystem Multisensor SQL Datenstrom Luftfahrt Objektverfolgung Relationales Datenbanksystem Datenfusion Hochschulschrift |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=027642418&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| volume_link | (DE-604)BV041397561 |
| work_keys_str_mv | AT schullergereon probabilistictrackingwithdatabasesystems |