I’ve heard you have problems: Cellular signal monitoring through UE participatory sensing

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 thr...

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Main Authors: Huiguang Liang, Hyong Kim, TAN, Hwee-Pink, Wai-Leong Yeow
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Language:English
Published: Institutional Knowledge at Singapore Management University 2014
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Online Access:https://ink.library.smu.edu.sg/sis_research/2943
https://ink.library.smu.edu.sg/context/sis_research/article/3943/viewcontent/globecom2014.pdf
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spelling sg-smu-ink.sis_research-39432016-01-28T04:07:39Z I’ve heard you have problems: Cellular signal monitoring through UE participatory sensing Huiguang Liang, Hyong Kim, TAN, Hwee-Pink Wai-Leong Yeow, 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. 2014-12-01T08:00:00Z text application/pdf https://ink.library.smu.edu.sg/sis_research/2943 info:doi/10.1109/GLOCOM.2014.7037135 https://ink.library.smu.edu.sg/context/sis_research/article/3943/viewcontent/globecom2014.pdf http://creativecommons.org/licenses/by-nc-nd/4.0/ Research Collection School Of Computing and Information Systems eng Institutional Knowledge at Singapore Management University Cellular coverage measurement Cellular network management Participatory sensing Computer Sciences
institution Singapore Management University
building SMU Libraries
continent Asia
country Singapore
Singapore
content_provider SMU Libraries
collection InK@SMU
language English
topic Cellular coverage measurement
Cellular network management
Participatory sensing
Computer Sciences
spellingShingle Cellular coverage measurement
Cellular network management
Participatory sensing
Computer Sciences
Huiguang Liang,
Hyong Kim,
TAN, Hwee-Pink
Wai-Leong Yeow,
I’ve heard you have problems: Cellular signal monitoring through UE participatory sensing
description 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.
format text
author Huiguang Liang,
Hyong Kim,
TAN, Hwee-Pink
Wai-Leong Yeow,
author_facet Huiguang Liang,
Hyong Kim,
TAN, Hwee-Pink
Wai-Leong Yeow,
author_sort Huiguang Liang,
title I’ve heard you have problems: Cellular signal monitoring through UE participatory sensing
title_short I’ve heard you have problems: Cellular signal monitoring through UE participatory sensing
title_full I’ve heard you have problems: Cellular signal monitoring through UE participatory sensing
title_fullStr I’ve heard you have problems: Cellular signal monitoring through UE participatory sensing
title_full_unstemmed I’ve heard you have problems: Cellular signal monitoring through UE participatory sensing
title_sort i’ve heard you have problems: cellular signal monitoring through ue participatory sensing
publisher Institutional Knowledge at Singapore Management University
publishDate 2014
url https://ink.library.smu.edu.sg/sis_research/2943
https://ink.library.smu.edu.sg/context/sis_research/article/3943/viewcontent/globecom2014.pdf
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