|
| Knowledge Discovery Through Data Visualization Of Drive Test Data
|
|
Full
text: |
 PDF(829KB) |
|
|
Source |
International Journal of Computer Science and Security (IJCSS) |
|
Table of Contents |
|
|
Download
Complete Issue PDF(4.9MB) |
|
Volume: 3 Issue: 6 |
| |
Pages: 448-594 |
|
Publication
Date: January 2010 |
|
ISSN
(Online): 1985-1553 |
|
|
|
|
|
Pages |
559 - 568 |
|
Author(s) |
|
|
|
Published
Date |
19-02-2010 |
|
Publisher |
CSC
Journals, Kuala Lumpur,
Malaysia |
|
ADDITIONAL
INFORMATION |
| Keywords Abstract References Cited by Related Articles Collaborative
Colleague |
| |
|
| |
KEYWORDS: Mobility Patterns, hand-offs, Drive Test, Mobile phones |
|
|
| |
|
|
| This Manuscript is indexed in the following databases/websites:- |
|
| 1. Directory of Open Access Journals (DOAJ) |
| 2. Free-Books-Online |
| 3. ScientificCommons |
| 4. WorldCat |
| 5. CiteSeerX |
| 6. Google Scholar |
| 7. ResearchGATE |
| 8. Bielefeld Academic Search Engine (BASE) |
| 9. Academic Index |
| 10. iSEEK |
| 11. Socol@r |
| 12. Scribd |
| 13. Docstoc |
| 14. PDFCAST |
| 15. Academic Journals Database |
| 16. Libsearch |
| |
|
| |
|
|
| This paper focuses on the analysis of a large volume of drive test data and the identification of adverse trends or aberrant behavior of a mobile handset under test by means of drive test data visualization. The first target application was to identify poor mobility decisions that are made by the handsets in calls. The goal was to compare a set of behaviors from a baseline unit (one accepted to generally operate well). We were able to identify a particular call that was exhibiting a different path (talking to a different cell than expected or taking longer to move to a new cell). In this paper we develop a mobility tool that evaluates the handset’s performance by means of mapping the handoffs on the Google Maps. The mapping of the handoffs by means of the Google Maps were very powerful in identifying the above mentioned mobility patterns. |
| |
|
| |
|
| |
| 1 |
T. S. Rapport. “The Cellular Concept- System Design Fundamentals”. Wireless Communications: Principles and Practice, 3: 57-58, 2006
|
|
|
| 2 |
R. S. Saunders and N. Q. Tat. “Handoff by monitoring of received signal strengths among base stations” United States, Nokia Mobile Phones, Ltd. (Salo, Finland), U.S. Patent, Patent #: 5896570, Issue Date : April 20, 1999 http://www.patentstorm.us/patents/5896570-description.html
|
|
|
| 3 |
G. Senarath, A. Abu-Dayya, and R. Matyas. “Adaptive Handoff Algorithms Using Absolute and Relative Thresholds for Cellular Mobile Communication Systems”. In the Proceedings of the 48th IEEE Conference on Vehicular Technology. May 1998, 1603-1607
|
|
|
| 4 |
A.J.M. Ransom. “Handoff Considerations in Microcellular System Planning”. In the Proceedings of the 6th IEEE International Symposium on Personal, Indoor and Mobile Radio Communications, 'Wireless: Merging onto the Information Superhighway'. September 1995, 804-808
|
|
|
| 5 |
N. Zhang and J.M. Holtzman. “Analysis of Handoff Algorithms Using both Absolute and Relative Measurements”. IEEE Transactions on Vehicular Technology. 45(1): 174-179, February 1996
|
|
|
| 6 |
G.N. Senarath and D. Everitt. “Controlling handoff performance using signal strength Prediction schemes & hysteresis algorithms for different shadowing environments”. In the Proceedings of the 46th IEEE Conference on Vehicular Technology, 'Mobile Technology for the Human Race'. May 1996, 1510-1514
|
|
|
| 7 |
Xinrong Li. “RSS-Based Location Estimation with Unknown Path-loss Model”. IEEE Transactions on Wireless Communications. 5(12): 3626 – 3633, December 2006
|
|
|
| 8 |
Ming-Hsing Chiu and M.A. Bassiouni. “Predictive schemes for handoff prioritization in cellular networks based on mobile positioning”. IEEE Journal on Selected Areas in Communications, 18(3): 510 – 522, March 2000
|
|
|
| 9 |
G.P. Pollini. “Handover Rates in Cellular Systems: Towards a Closed Form Approximation”. In the Proceedings of IEEE Global Telecommunications Conference. November 1997, 711 -715
|
|
|
| 10 |
M. Chiani, G. Monguzzi, R. Verdone, and A. Zanella. “Analytical Modeling of Handover Algorithm Performance in a Multi-cell Urban Environment with Frequency Hopping”. In the Proceedings of the 48th IEEE Conference on Vehicular Technology. May 1998, 1059-1063
|
|
|
| 11 |
A. E. Leu and B.L. Mark. “A discrete-time approach to analyze hard handoff performance in cellular networks, IEEE Transactions on Wireless Communications”. 3(5): 1721- 1733, September 2004
|
|
|
| 12 |
B.L. Mark and A.E. Leu. “Local Averaging for Fast Handoffs in Cellular Networks”. IEEE Transactions on Wireless Communications. 6(3), 866-874, March 2007
|
|
|
| 13 |
P.M. Jung-Lin Pan Djuric and S.S. Rappaport. “A Simulation Model of Combined Handoff Initiation and Channel Availability in Cellular Communications”. In the Proceedings of the 46th IEEE Conference on Vehicular Technology, Mobile Technology for the Human Race. 3, May 1996, 1515-1519
|
|
|
| 14 |
S. Agarwal and J.M. Holtzman. “Modeling and Analysis of Handoff Algorithms in Multi-Cellular Systems”. In the Proceedings of the 47th IEEE Conference on Vehicular Technology. 1, May 1997, 300-304
|
|
|
| 15 |
N. Benvenuto and F. Santucci. “A Least Squares Path-Loss Estimation Approach to Handover Algorithms”. IEEE Transactions on Vehicular Technology. 48(2): 437-447, March 1999
|
|
|
| 16 |
B.L. Lim and L.W.C. Wong. “Hierarchical Optimization of Microcellular Call Handoffs”. IEEE Transactions on Vehicular Technology. 48(2): 437-447, March 1999
|
|
|
| 17 |
R. Prakash and V.V. Veeravalli. “Adaptive Hard Handoff Algorithms”. IEEE Journal on Selected Areas in Communications. 18(11): 2456-2464, November 2000
|
|
|
| 18 |
M. Akar and U. Mitra. “Soft handoff algorithms for CDMA cellular networks”. IEEE Transactions on Wireless Communications. 2(6): 1259-1274, November 2003
|
|
|
| 19 |
I. Katzela and M. Naghshineh. “Channel assignment schemes for cellular mobile telecommunication systems: a comprehensive survey”. IEEE Personal Communications. 3(3): 10 – 31, June 1996
|
|
|
| 20 |
N.D. Tripathi, J.H. Reed and H.F. VanLandinoham. “Handoff in cellular systems”. IEEE Personal Communications. 5(6): 26-37, December 1998
|
|
|
| 21 |
D. Zeghlache. “Aggressive Handover Algorithm for Mobile Networks”. In the Proceedings of the 44th IEEE Conference on Vehicular Technology. June 1994, 87-90
|
|
|
| 22 |
Jae-Soo Kim, Sahng Ho Park, P.W. Dowd and N.M. Nasrabadi. “Cellular radio channel assignment using a modified Hopfield network”. IEEE Transactions on Vehicular Technology. 46(4): 957-967, November 1997
|
|
|
| 23 |
M. Inoue, H. Morikawa and M. Mizumachi. “Performance Analysis of Microcellular Mobile Communication System”. In the Proceedings of the 44th IEEE Conference on Vehicular Technology. June 1994, 135 – 139
|
|
|
| 24 |
H. Viswanathan and S. Mukherjee. “Performance of cellular networks with relays and centralized scheduling”. IEEE Transactions on Wireless Communications, 4(5): 2318- 2328, September 2005
|
|
|
| 25 |
S. Sharma and B. Jabbari. “Mobility Effects on Base Station Selection in Wireless CDMA Networks”. In the Proceedings of the 60th IEEE Conference on Vehicular Technology. September 2004, 4310 – 4314
|
|
|
| 26 |
B. Gavish and S. Sridhar. “The Impact of Mobility on Cellular Network Configuration”. Springer Wireless Networks. 7(2): 173 – 185, March 2001
|
|
|
| 27 |
Networks. 7(2): 173 – 185, March 2001 [27] R. Sankar and N. Savkoor. “A Combined Prediction System for Handoffs in Overlaid Wireless Networks”. In the Proceedings of the IEEE International Conference on Communications. June 1999, 760 – 764
|
|
|
| 28 |
S. Magnusson and H. Olofsson. “Dynamic neighbor cell list planning in a micro cellular network”. In the Proceedings of the 6th IEEE International Conference on Universal Personal Communications Publication. October 1997, 223-227
|
|
|
| 29 |
D. Bansal, A. Chandra, R. Shorey, A. Kulshreshtha and M. Gupta. “Mobility models for cellular systems: cell topography and handoff probability”. In the Proceedings of the 49th IEEE Conference on Vehicular Technology. July 1999, 1794 – 1798
|
|
|
| 30 |
A. Goel and A. Sharma. “Performance Analysis of Mobile Ad-hoc Network Using AODV Protocol”. International Journal of Computer Science and Security (IJCSS), 3(5): 334-343, 2009
|
|
|
| 31 |
D. Shukla, at el. “Share Loss Analysis of Internet Traffic Distribution in Computer Networks”. International Journal of Computer Science and Security (IJCSS), 3(5): 414-427, 2009
|
|
|
| |
|
| |
|
| |
| 1 |
O. J. Oyelade and O. O. Oyejoke, “Knowledge Discovery from Students’ Result Repository: Association Rule Mining Approach”, International Journal of Computer Science and Security (IJCSS), 4(2), pp. 199 – 207, 2010.
|
|
|
| 2 |
E. Chandra and K. Nandhini, “Knowledge Mining from Student Data”, European Journal of Scientific Research, 47(1), pp.156-163, 2010.
|
|
|
| |
|
| |
|
| |
| 1 |
science.gov
|
| 2 |
mdk12explore.us
|
| 3 |
pipl
|
| 4 |
yasni
|
| 5 |
ZDNet
|
| 6 |
2DIX.COM
|
| 7 |
123people
|
| 8 |
Research.gov
|
| |
|
| |
|
| |
|
| Shalini Saxena : Colleagues
|
|
| Abhijit S. Pandya : Colleagues
|
|
| Robert Stone : Colleagues
|
|
| Saeed Rajput : Colleagues
|
|
| Sam Hsu : Colleagues
|
|
