DocumentCode
266182
Title
I´ve heard you have problems: Cellular signal monitoring through UE participatory sensing
Author
Huiguang Liang ; Kim, Hyong S. ; Hwee-Pink Tan ; Wai Leong Yeow
Author_Institution
Dept. of Electr. & Comput. Eng., Carnegie Mellon Univ., Pittsburgh, PA, USA
fYear
2014
fDate
8-12 Dec. 2014
Firstpage
2205
Lastpage
2211
Abstract
The operating environment of cellular networks can be in a constant state of change. One Singaporean operator expressed difficulty with the coverage assertion (CA) problem of whether regulated minimum coverage is met, especially in urban areas. Currently, the operator manually appraises coverage through laborious and expensive walk/drive-tests. In this paper, we propose Tattle, a distributed, low-cost and comprehensive cellular network measurement collection and processing framework. We exemplify Tattle by leveraging on participating UEs to report on network coverage in real-time. Tattle exploits wireless local-area interfaces to exchange RSCP measurements amongst devices to preserve the co-locality of readings and conserve power. We propose U-CURE, a clustering algorithm which considers sample location uncertainty and the knowledge of device co-location to remove erroneously localized readings. We develop a prototype app on the Android™ platform as a proof-of-concept of the Tattle framework. We then use the Tattle framework to perform extensive RSCP measurement collection and processing in various areas in Singapore, collecting over 3.78 million readings. We present visualizations of mean signal coverage and RSCP CDFs for various areas of interest. The latter is a key output of Tattle, which helps operators to appraise coverage and solve the CA problem by relying on subscriber measurements, instead of expensive, laborious and limited-scale walk-/drive-tests.
Keywords
Android (operating system); cellular radio; real-time systems; Android platform; RSCP measurements; Singaporean operator; Tattle framework; U-CURE clustering algorithm; UE participatory sensing; cellular networks; cellular signal monitoring; comprehensive cellular network measurement; coverage assertion problem; distributed cellular network measurement; low-cost cellular network measurement; operating environment; real-time network coverage; sample location uncertainty; subscriber measurements; Atmospheric measurements; Clustering algorithms; Global Positioning System; IEEE 802.11 Standards; Monitoring; Particle measurements; Uncertainty; Cellular coverage measurement; Cellular network management; Participatory sensing;
fLanguage
English
Publisher
ieee
Conference_Titel
Global Communications Conference (GLOBECOM), 2014 IEEE
Conference_Location
Austin, TX
Type
conf
DOI
10.1109/GLOCOM.2014.7037135
Filename
7037135
Link To Document