|
ABSTRACT
To understand better how users take advantage of wireless networks, we examine a twelve-week trace of a building-wide local-area wireless network. We analyze the network for overall user behavior (when and how intensively people use the network and how much they move around), overall network traffic and load characteristics (observed throughput and symmetry of incoming and outgoing traffic), and traffic characteristics from a user point of view (observed mix of applications and number of hosts connected to by users).
Amongst other results, we find that users are divided into distinct location-based sub-communities, each with its own movement, activity, and usage characteristics. Most users exploit the network for web-surfing, session-oriented activities and chat-oriented activities. The high number of chat-oriented activities shows that many users take advantage of the mobile network for synchronous communication with others. In addition to these user-specific results, we find that peak throughput is usually caused by a single user and application. Also, while incoming traffic dominates outgoing traffic overall, the opposite tends to be true during periods of peak throughput, implying that significant asymmetry in network capacity could be undesirable for our users.
While these results are only valid for this local-area wireless network and user community, we believe that similar environments may exhibit similar behavior and trends. We hope that our observations will contribute to a growing understanding of mobile user behavior.
REFERENCES
Note: OCR errors may be found in this Reference List extracted from the full text article. ACM has opted to expose the complete List rather than only correct and linked references.
| |
1
|
Appenzeller, G., Roussopoulos, M., and Baker, M. User- Friendly Access Control for Public Network Ports. Proceedings of IEEE Infocom 1999, March, 1999,699-707.
|
 |
2
|
|
 |
3
|
|
| |
4
|
Case, J.D., Fedor, M., Schoffstall, M.L., and Davin, C. Simple Network Management Protocol (SNMP). RFC 1098. April, 1989.
|
| |
5
|
Droms, R. Dynamic Host Configuration Protocol (DHCP). RFC 2131. March, 1997.
|
 |
6
|
|
| |
7
|
|
 |
8
|
John H. Howard , Michael L. Kazar , Sherri G. Menees , David A. Nichols , M. Satyanarayanan , Robert N. Sidebotham , Michael J. West, Scale and performance in a distributed file system, ACM Transactions on Computer Systems (TOCS), v.6 n.1, p.51-81, Feb. 1988
[doi> 10.1145/35037.35059]
|
| |
9
|
Jacobson, V., Leres, C., and McCanne, S. tcpdump. Available via anonymous ftp to ftp.ee.lbl.gov, June 1989.
|
| |
10
|
|
 |
11
|
|
 |
12
|
|
| |
13
|
Sandberg, R., Goldberg, D., Kleiman, S., Walsh, D., and Lyon, B. Design and Implementation of the Sun Network Filesystem. Proceedings of the Summer 1985 USENiX Conference, June, 1985, p. 119-130.
|
 |
14
|
|
| |
15
|
WaveLAN. http://www.wavelan.com.
|
CITED BY 61
|
|
|
|
|
|
|
|
|
|
|
|
Jihwang Yeo , Moustafa Youssef , Tristan Henderson , Ashok Agrawala, An accurate technique for measuring the wireless side of wireless networks, Papers presented at the 2005 workshop on Wireless traffic measurements and modeling, p.13-18, June 05-05, 2005, Seattle, Washington
|
|
|
|
|
|
|
Maya Rodrig , Charles Reis , Ratul Mahajan , David Wetherall , John Zahorjan, Measurement-based characterization of 802.11 in a hotspot setting, Proceeding of the 2005 ACM SIGCOMM workshop on Experimental approaches to wireless network design and analysis, August 22-22, 2005, Philadelphia, Pennsylvania, USA
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Guanghui He , Jennifer C. Hou , Wei-Peng Chen , Takeo Hamada, Characterizing individual user behaviors in wlans, Proceedings of the 10th ACM Symposium on Modeling, analysis, and simulation of wireless and mobile systems, October 22-26, 2007, Chania, Crete Island, Greece
|
|
|
|
|
Xiaoqiao (George) Meng , Starsky H. Y. Wong , Yuan Yuan , Songwu Lu, Characterizing flows in large wireless data networks, Proceedings of the 10th annual international conference on Mobile computing and networking, September 26-October 01, 2004, Philadelphia, PA, USA
|
|
|
|
|
Seongkwan Kim , Se-kyu Park , Sunghyun Choi , Jaehwan Lee , Hanwook Jung, Management and Diagnosis Architecture for a Large-Scale Public WLAN, Proceedings of the 2006 International Symposium on on World of Wireless, Mobile and Multimedia Networks, p.301-307, June 26-29, 2006
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Camden C. Ho , Krishna N. Ramachandran , Kevin C. Almeroth , Elizabeth M. Belding-Royer, A scalable framework for wireless network monitoring, Proceedings of the 2nd ACM international workshop on Wireless mobile applications and services on WLAN hotspots, October 01-01, 2004, Philadelphia, PA, USA
|
|
|
|
|
|
|
|
|
|
|
|
|
Jakob Eriksson , Sharad Agarwal , Paramvir Bahl , Jitendra Padhye, Feasibility study of mesh networks for all-wireless offices, Proceedings of the 4th international conference on Mobile systems, applications and services, June 19-22, 2006, Uppsala, Sweden
|
|
Chris Stolte , Diane Tang , Pat Hanrahan, Query, analysis, and visualization of hierarchically structured data using Polaris, Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining, July 23-26, 2002, Edmonton, Alberta, Canada
|
|
|
|
Paramvir Bahl , Ranveer Chandra , Jitendra Padhye , Lenin Ravindranath , Manpreet Singh , Alec Wolman , Brian Zill, Enhancing the security of corporate Wi-Fi ntworks using DAIR, Proceedings of the 4th international conference on Mobile systems, applications and services, June 19-22, 2006, Uppsala, Sweden
|
|
|
|
|
|
|
|
Maxim Raya , Jean-Pierre Hubaux , Imad Aad, DOMINO: a system to detect greedy behavior in IEEE 802.11 hotspots, Proceedings of the 2nd international conference on Mobile systems, applications, and services, June 06-09, 2004, Boston, MA, USA
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Albert M. Lai , Jason Nieh , Bhagyashree Bohra , Vijayarka Nandikonda , Abhishek P. Surana , Suchita Varshneya, Improving web browsing performance on wireless pdas using thin-client computing, Proceedings of the 13th international conference on World Wide Web, May 17-20, 2004, New York, NY, USA
|
|
|
|
|
|
|
|
S. Jae Yang , Jason Nieh , Shilpa Krishnappa , Aparna Mohla , Mahdi Sajjadpour, Web browsing performance of wireless thin-client computing, Proceedings of the 12th international conference on World Wide Web, May 20-24, 2003, Budapest, Hungary
|
|
|
Paramvir (Victor) Bahl , Mohammad T. Hajiaghayi , Kamal Jain , Sayyed Vahab Mirrokni , Lili Qiu , Amin Saberi, Cell Breathing in Wireless LANs: Algorithms and Evaluation, IEEE Transactions on Mobile Computing, v.6 n.2, p.164-178, February 2007
|
|
|
|
|
|
|
|