Semantic Modeling and Enrichment of Mobile and WiFi Network Data (eBook)
XXVIII, 211 Seiten
Springer International Publishing (Verlag)
978-3-319-90769-7 (ISBN)
This book discusses the fusion of mobile and WiFi network data with semantic technologies and diverse context sources for offering semantically enriched context-aware services in the telecommunications domain.
It presents the OpenMobileNetwork as a platform for providing estimated and semantically enriched mobile and WiFi network topology data using the principles of Linked Data. This platform is based on the OpenMobileNetwork Ontology consisting of a set of network context ontology facets that describe mobile network cells as well as WiFi access points from a topological perspective and geographically relate their coverage areas to other context sources.
The book also introduces Linked Crowdsourced Data and its corresponding Context Data Cloud Ontology, which is a crowdsourced dataset combining static location data with dynamic context information. Linked Crowdsourced Data supports the OpenMobileNetwork by providing the necessary context data richness for more sophisticated semantically enriched context-aware services.
Various application scenarios and proof of concept services as well as two separate evaluations are part of the book. As the usability of the provided services closely depends on the quality of the approximated network topologies, it compares the estimated positions for mobile network cells within the OpenMobileNetwork to a small set of real-world cell positions. The results prove that context-aware services based on the OpenMobileNetwork rely on a solid and accurate network topology dataset. The book also evaluates the performance of the exemplary Semantic Tracking as well as Semantic Geocoding services, verifying the applicability and added value of semantically enriched mobile and WiFi network data.
Acknowledgements 6
Publications 7
Book Chapters 7
Journals 7
Conference Proceedings 7
Contents 10
Acronyms 14
List of Figures 17
List of Tables 20
Zusammenfassung 21
Abstract 23
Part I Basics 25
1 Introduction 26
1.1 Problem Statement and Research Questions 28
1.2 Contribution 30
1.3 Methodology 32
1.4 Thesis Outline and Structure 33
2 Basics and Related Work 34
2.1 Mobile Networks 34
2.1.1 Global System for Mobile Communications (GSM) 36
2.1.2 Universal Mobile Telecommunications System (UMTS) 38
2.1.3 Long Term Evolution (LTE) 38
2.2 Context-awareness 39
2.2.1 Definition of Context 39
2.2.2 Context Management 41
2.3 Semantic Web Technologies 46
2.3.1 Resource Description Framework 47
2.3.2 RDF Schema 51
2.3.3 Web Ontology Language 52
2.3.4 SPARQL 53
2.3.5 Linked Data 55
2.4 Related Platforms and Datasets 60
2.5 Related Context Ontologies 62
2.5.1 Generic Context Ontologies 63
2.5.2 Geo Ontologies 64
2.5.3 Mobile Ontologies 65
2.5.4 User Profiles and Preferences 66
Part II Contribution 68
3 Requirements 69
3.1 Application Areas 69
3.2 Context Data Requirements 70
3.2.1 Analysis of Available Context Data in the LOD Cloud 72
3.3 Functional Requirements 77
3.3.1 Network Context Data Platform 77
3.3.2 Network Context Data Processing 78
3.3.3 Third-Party Context Dataset 79
3.3.4 Third-Party Context Data Processing 79
3.4 Non-functional Requirements 80
4 Semantic Enrichment of Mobile and WiFi Network Data 81
4.1 Network Data Sources 82
4.1.1 Mobile Network Data 82
4.1.2 Cell and WiFi AP Databases 84
4.2 Architecture 87
4.2.1 Architectural Alternatives 87
4.2.2 Functional Architecture 91
4.3 Network Context Data Collection 93
4.3.1 Systematic Warwalking and Wardriving 95
4.3.2 Crowdsourcing via Gamification 95
4.3.3 Crowdsourcing as a Background Service in another App 100
4.4 Network Topology Estimation 101
4.4.1 Centroid-based Approach 101
4.4.2 Weighted Centroid-based Approach 102
4.4.3 Grid-based Approach 102
4.4.4 Minimum Enclosing Circle 103
4.4.5 Signal Maps based on Crowdsourcing 104
4.4.6 Applied Topology Estimation within the OpenMobileNetwork 105
4.5 Semantification of Network Context Data 107
4.5.1 OpenMobileNetwork Ontology 107
4.5.2 Instance Data Triplification 117
4.5.3 OpenMobileNetwork VoID Description 117
5 Interlinking Diverse Context Sources with Network Topology Data 119
5.1 Interlinking with Available Context Data 119
5.1.1 LinkedGeoData 120
5.1.2 DBpedia 123
5.2 Linked Crowdsourced Data 124
5.2.1 Crowdsourced Context Data Collection 125
5.2.2 Crowdsourced Context Data Processing 127
5.2.3 Context Data Cloud Ontology Design 129
5.3 OpenMobileNetwork Geocoding Dataset 135
5.3.1 OMN Geocoding Ontology 136
5.3.2 Address Data Extraction and Semantification 137
6 OpenMobileNetwork – A Platform for Providing Semantically Enriched Network Data 139
6.1 System Architecture 139
6.2 Smartphone Clients for Network Context Data Collection 141
6.2.1 OpenMobileNetwork for Android (OMNApp) 141
6.2.2 Jewel Chaser 143
6.2.3 Context Data Cloud for Android (CDCApp) 144
6.3 Backend Server 146
6.3.1 Measurement Data Manager 147
6.3.2 Semantification Manager 151
6.3.3 OpenMobileNetwork Website 152
7 Context-aware Services based on Semantically Enriched Mobile and WiFi Network Data 156
7.1 In-house Service: Power Management in Mobile Networks 156
7.1.1 Network Optimization Use Cases 157
7.2 B2C Service: Semantic Positioning Solutions 160
7.2.1 Semantic Tracking 162
7.2.2 Semantic Geocoding 164
7.3 B2B Service: Semantically Enriched Location Analytics 165
8 Service Demonstrators 167
8.1 OpenMobileNetwork for ComGreen 167
8.1.1 Use Case 1: Identification of Candidate Cells 168
8.1.2 Use Case 2: Service Usage Statistics 169
8.1.3 Use Case 3: Traffic and User Calculation 170
8.2 Semantic Tracking Services of the CDCApp 171
8.2.1 Friend Tracker 172
8.2.2 Popular Places Finder 174
8.3 OpenMobileNetwork Geocoder 175
8.4 Location Analytics Map 177
Part III Evaluation 180
9 Crowdsourced Network Data Estimation Quality 181
9.1 Crowdsourcing Statistics 181
9.2 Accuracy of the Position Estimation 183
9.2.1 Distance Comparison for 64 Random Mobile Network Cells 183
9.2.2 Distance Comparison for Mobile Network Cells in Berlin 186
10 Applicability of Services 188
10.1 Semantic Tracking: Distance Calculation 188
10.2 Semantic Geocoding: Comparison 195
Part IV Conclusion 201
11 Conclusion 202
11.1 Summary of the Contribution 203
11.2 Discussion of the Research Results 205
12 Future Outlook 207
12.1 Adding More Semantic Information to the OpenMobileNetwork 207
12.2 Location Analytics Framework based on the OpenMobileNetwork 208
12.3 Context Data Discovery in the LOD Cloud 209
12.3.1 Context Meta Ontology 210
12.3.2 Context Meta Ontology Directory 212
12.3.3 Querying the Context Meta Ontology Directory 213
References 217
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| Erscheint lt. Verlag | 20.7.2018 |
|---|---|
| Reihe/Serie | T-Labs Series in Telecommunication Services | T-Labs Series in Telecommunication Services |
| Zusatzinfo | XXVIII, 211 p. 70 illus., 45 illus. in color. |
| Verlagsort | Cham |
| Sprache | englisch |
| Themenwelt | Informatik ► Software Entwicklung ► Mobile- / App-Entwicklung |
| Technik ► Nachrichtentechnik | |
| Wirtschaft | |
| Schlagworte | dynamic network context • linked data • LOD Cloud • Network Ontology • OpenMobileNetwork • third-party context sources |
| ISBN-10 | 3-319-90769-7 / 3319907697 |
| ISBN-13 | 978-3-319-90769-7 / 9783319907697 |
| Haben Sie eine Frage zum Produkt? |
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