Decentralized spatial computing: foundations of geosensor networks
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
Berlin [u.a.]
Springer
2013
|
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis Klappentext |
| Beschreibung: | XXI, 320 S. Ill., graph. Darst. |
| ISBN: | 9783642308529 |
Internformat
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Datensatz im Suchindex
| _version_ | 1804149389563789312 |
|---|---|
| adam_text | Contents
Foreword by Prof. Nicola Santoro
..................................
vii
List of Protocols
................................................... xiii
Acknowledgments
................................................. xv
Preface
........................................................... xvii
Artwork
.......................................................... xxi
Part I Foundations of Decentralized Spatial Computing
1
When Computing Happens Somewhere
........................ 3
1.1
Computing Somewhere
................................... 4
1.2
Geosensor Networks
...................................... 7
1.3
Decentralized Spatial Computing
.......................... 15
1.4
Ambient Spatial Intelligence
............................... 24
1.5
Chapter in a Nutshell
..................................... 31
2
Formal Foundations
........................................... 33
2.1
Introduction
............................................. 33
2.2
Neighborhood-Based Model
............................... 34
2.3
Extended Spatial Model
................................... 36
2.4
Spatiotemporal
Model
.................................... 41
2.5
Partial Knowledge
........................................ 44
2.6
Neighborhood Structure
.................................. 46
2.7
Chapter in a Nutshell
..................................... 54
3
Algorithmic Foundations
...................................... 57
3.1
Algorithm Specification
................................... 58
3.2
Algorithm Analysis
....................................... 66
3.3
Design
Iteration.......................................... 77
3.4
Chapter in a Nutshell
..................................... 80
Part II Algorithms for Decentralized Spatial Computing
4
Neighborhood-Based Algorithms
.............................. 85
4.1
Flooding
................................................. 86
4.2
Gossiping and Rumor Routing
............................. 92
4.3
Tree Structures
........................................... 99
4.4
Leader Election
........................................... 107
4.5
Boundaries and Region Structures
......................... 112
4.6
Protocol of the Chapter: Topological Region Relations
....... 119
4.7
Chapter in a Nutshell
..................................... 126
5
Location-Based Algorithms
.................................... 129
5.1
Planar Overlay Network Structures
........................ 130
5.2
Georouting
.............................................. 137
5.3
Region Boundaries
....................................... 146
5.4
Protocol of the Chapter: Topology of Complex
Areal
Objects
. 158
5.5
Chapter in a Nutshell
..................................... 164
6
Monitoring Spatial Change over Time
.......................... 169
6.1
Change over Time
........................................ 170
6.2
Histories of Dynamic Environments
........................ 175
6.3
Histories of Mobile Objects
................................ 178
6.4
Chronicles of Mobile Nodes
............................... 186
6.5
Chronicles of Dynamic Environments
...................... 190
6.6
Protocol of the Chapter: Topological Changes to Regions
..... 195
6.7
Chapter in a Nutshell
..................................... 204
Part III Simulating Decentralized Spatial Algorithms
7
Simulating Scalable Decentralized Spatial Algorithms
........... 209
7.1
Simulation with NetLogo
.................................. 210
7.2
Experimental Data from Simulations
....................... 218
7.3
Experimental Investigation of Scalability
................... 224
7.4
Chapter in a Nutshell
..................................... 243
8
Simulating Robust Decentralized Spatial Algorithms
............ 245
8.1
Balancing Efficiency and Robustness
....................... 246
8.2
Uncertainty
.............................................. 256
8.3
Fault Tolerance
........................................... 269
8.4
Chapter in a Nutshell
..................................... 273
9
Further Topics and Technologies
............................... 275
9.1
Modularity
............................................... 275
9.2
Synchronous Networks
................................... 278
9.3
Biologically Inspired Computing
........................... 282
9.4
Users
.................................................... 286
9.5
Coda
.................................................... 294
References
........................................................297
Appendix A: Discrete Mathematics Primer
.......................... 305
Appendix B: Relational Database and SQL Primer
...................311
Index
.............................................................317
Computing
increasingly happens somewhere, with that geographic location important
to the computational process itself. Many new and evolving spatial technologies, such as
geosensor networks and smartphones, embody this trend. Conventional approaches to
spatial computing are centralized, and
cio
not account ior the inherently decentralized
nature of computing somewhere : the limited, local knowledge of individual system
components, and the interaction between those components at different locations. On
the other hand, despite being an established topic in distributed systems, decentralized
computing is not concerned with geographical constraints to the generation and move¬
ment
ofinformation.
In this context, of (centralized) spatial computing and decentral¬
ized (non-spatial) computing, the key question becomes: What makes decentralized
In Part I of the book the author covers the foundational concepts, structures, and design
techniques for decentralized computing with spatial and
spatiotemporal
information. In
Part II he applies those concepts and techniques to the development of algorithms for
decentralized spatial computing, stepping through a suite of increasingly sophisticated
algorithms: from algorithms with minimal spatial information about their neighbor¬
hoods; to algorithms with access to more detailed spatial information, such as direc¬
tion, distance, or coordinate location; to truly
spatiotemporal
algorithms that monitor
environments that are dynamic, even using networks thai are mobile or volatile. Finally,
in Part 111 the author shows how decentralized spatial and
spatiotemporal
algorithms
designed using the techniques explored in Part II can be simulated and tested. In par¬
ticular, he investigates empirically the important properties of a decentralized spatial
algorithm: its computational efficiency and its robustness to unavoidable uncertainty.
Part III concludes with a survey of the opportunities for connecting decentralized
spatial computing to ongoing research and emerging hot topics in related fields, such
as biologically inspired computing, geovisualization, and stream computing.
The book is written for students and researchers of computer science and geographic
information science.
1
hroughout the book the author s style is characterized by a focus
on the broader message, explaining the process of decentralized spatial algorithm design
rather than the technical details. Each chapter ends with review questions designed to
test the reader s understanding of the material and to point to further work or research.
Ihe
book includes short appendices on discrete mathematics and SQL. Simulation
models written in Netl.ogo and associated source code for all the algorithms presented
in the book can be found on the author s accompanying website.
|
| any_adam_object | 1 |
| author | Duckham, Matt |
| author_facet | Duckham, Matt |
| author_role | aut |
| author_sort | Duckham, Matt |
| author_variant | m d md |
| building | Verbundindex |
| bvnumber | BV040352243 |
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| dewey-hundreds | 900 - History & geography |
| dewey-ones | 910 - Geography and travel |
| dewey-raw | 910.285 |
| dewey-search | 910.285 |
| dewey-sort | 3910.285 |
| dewey-tens | 910 - Geography and travel |
| discipline | Geographie |
| format | Book |
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| id | DE-604.BV040352243 |
| illustrated | Illustrated |
| indexdate | 2024-07-10T00:22:15Z |
| institution | BVB |
| isbn | 9783642308529 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-025206281 |
| oclc_num | 812212998 |
| open_access_boolean | |
| owner | DE-384 DE-83 DE-703 DE-20 |
| owner_facet | DE-384 DE-83 DE-703 DE-20 |
| physical | XXI, 320 S. Ill., graph. Darst. |
| publishDate | 2013 |
| publishDateSearch | 2013 |
| publishDateSort | 2013 |
| publisher | Springer |
| record_format | marc |
| spelling | Duckham, Matt Verfasser aut Decentralized spatial computing foundations of geosensor networks Matt Duckham Berlin [u.a.] Springer 2013 XXI, 320 S. Ill., graph. Darst. txt rdacontent n rdamedia nc rdacarrier CAD (DE-588)4069794-0 gnd rswk-swf Netzwerk (DE-588)4171529-9 gnd rswk-swf Drahtloses Sensorsystem (DE-588)4789222-5 gnd rswk-swf Geoinformatik (DE-588)7571300-7 gnd rswk-swf Datenaufzeichnung (DE-588)4130006-3 gnd rswk-swf Sensor (DE-588)4038824-4 gnd rswk-swf Geowissenschaften (DE-588)4020288-4 gnd rswk-swf Informationstheorie (DE-588)4026927-9 gnd rswk-swf Sensorsystem (DE-588)4307964-7 gnd rswk-swf Datenaufbereitung (DE-588)4148865-9 gnd rswk-swf Geografie (DE-588)4020216-1 gnd rswk-swf Künstliche Intelligenz (DE-588)4033447-8 gnd rswk-swf Dezentralisation (DE-588)4012005-3 gnd rswk-swf Geoinformatik (DE-588)7571300-7 s Drahtloses Sensorsystem (DE-588)4789222-5 s DE-604 Geowissenschaften (DE-588)4020288-4 s Sensor (DE-588)4038824-4 s Netzwerk (DE-588)4171529-9 s Datenaufzeichnung (DE-588)4130006-3 s Datenaufbereitung (DE-588)4148865-9 s 1\p DE-604 Geografie (DE-588)4020216-1 s Informationstheorie (DE-588)4026927-9 s Künstliche Intelligenz (DE-588)4033447-8 s CAD (DE-588)4069794-0 s 2\p DE-604 Sensorsystem (DE-588)4307964-7 s Dezentralisation (DE-588)4012005-3 s 3\p DE-604 Erscheint auch als Online-Ausgabe 978-3-642-30853-6 Digitalisierung UB Augsburg application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=025206281&sequence=000003&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis Digitalisierung UB Augsburg application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=025206281&sequence=000004&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA Klappentext 1\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk 2\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk 3\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk |
| spellingShingle | Duckham, Matt Decentralized spatial computing foundations of geosensor networks CAD (DE-588)4069794-0 gnd Netzwerk (DE-588)4171529-9 gnd Drahtloses Sensorsystem (DE-588)4789222-5 gnd Geoinformatik (DE-588)7571300-7 gnd Datenaufzeichnung (DE-588)4130006-3 gnd Sensor (DE-588)4038824-4 gnd Geowissenschaften (DE-588)4020288-4 gnd Informationstheorie (DE-588)4026927-9 gnd Sensorsystem (DE-588)4307964-7 gnd Datenaufbereitung (DE-588)4148865-9 gnd Geografie (DE-588)4020216-1 gnd Künstliche Intelligenz (DE-588)4033447-8 gnd Dezentralisation (DE-588)4012005-3 gnd |
| subject_GND | (DE-588)4069794-0 (DE-588)4171529-9 (DE-588)4789222-5 (DE-588)7571300-7 (DE-588)4130006-3 (DE-588)4038824-4 (DE-588)4020288-4 (DE-588)4026927-9 (DE-588)4307964-7 (DE-588)4148865-9 (DE-588)4020216-1 (DE-588)4033447-8 (DE-588)4012005-3 |
| title | Decentralized spatial computing foundations of geosensor networks |
| title_auth | Decentralized spatial computing foundations of geosensor networks |
| title_exact_search | Decentralized spatial computing foundations of geosensor networks |
| title_full | Decentralized spatial computing foundations of geosensor networks Matt Duckham |
| title_fullStr | Decentralized spatial computing foundations of geosensor networks Matt Duckham |
| title_full_unstemmed | Decentralized spatial computing foundations of geosensor networks Matt Duckham |
| title_short | Decentralized spatial computing |
| title_sort | decentralized spatial computing foundations of geosensor networks |
| title_sub | foundations of geosensor networks |
| topic | CAD (DE-588)4069794-0 gnd Netzwerk (DE-588)4171529-9 gnd Drahtloses Sensorsystem (DE-588)4789222-5 gnd Geoinformatik (DE-588)7571300-7 gnd Datenaufzeichnung (DE-588)4130006-3 gnd Sensor (DE-588)4038824-4 gnd Geowissenschaften (DE-588)4020288-4 gnd Informationstheorie (DE-588)4026927-9 gnd Sensorsystem (DE-588)4307964-7 gnd Datenaufbereitung (DE-588)4148865-9 gnd Geografie (DE-588)4020216-1 gnd Künstliche Intelligenz (DE-588)4033447-8 gnd Dezentralisation (DE-588)4012005-3 gnd |
| topic_facet | CAD Netzwerk Drahtloses Sensorsystem Geoinformatik Datenaufzeichnung Sensor Geowissenschaften Informationstheorie Sensorsystem Datenaufbereitung Geografie Künstliche Intelligenz Dezentralisation |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=025206281&sequence=000003&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=025206281&sequence=000004&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA |
| work_keys_str_mv | AT duckhammatt decentralizedspatialcomputingfoundationsofgeosensornetworks |