Experience: A Five-Year Retrospective of MobileInsight

被引：7

作者：

Li, Yuanjie ^{[1
]}

Peng, Chunyi ^{[2
]}

Zhang, Zhehui ^{[3
]}

Tan, Zhaowei ^{[3
]}

Deng, Haotian ^{[2
]}

Zhao, Jinghao ^{[3
]}

Li, Qianru ^{[3
]}

Guo, Yunqi ^{[3
]}

Ling, Kai ^{[2
]}

Ding, Boyan ^{[3
]}

Li, Hewu ^{[1
,4
]}

Lu, Songwu ^{[3
]}

机构：

[1] Tsinghua Univ, Beijing, Peoples R China

[2] Purdue Univ, W Lafayette, IN 47907 USA

[3] Univ Calif Los Angeles, Los Angeles, CA USA

[4] BNRist, Beijing, Peoples R China

来源：

PROCEEDINGS OF THE 27TH ACM ANNUAL INTERNATIONAL CONFERENCE ON MOBILE COMPUTING AND NETWORKING (ACM MOBICOM '21) | 2021年

基金：

美国国家科学基金会; 中国国家自然科学基金;

关键词：

Mobile network; cellular network; mobile data science and analysis; MobileInsight;

D O I：

10.1145/3447993.3448138

中图分类号：

TP3 [计算技术、计算机技术];

学科分类号：

0812 ;

摘要：

This paper reports our five-year lessons of developing and using MobileInsight, an open-source community tool to enable software-defined full-stack, runtime mobile network analytics inside our phones. We present how MobileInsight evolves from a simple monitor to a community toolset with cross-layer analytics, energy-efficient real-time user-plane analytics, and extensible user-friendly analytics at the control and user planes. These features are enabled by various novel techniques, including cross-layer state machine tracking, missing data inference, and domain-specific cross-layer sampling. Their powerfulness is exemplified with a 5-year longitudinal study of operational mobile network latency using a 6.4TB dataset with 6.1 billion over-the-air messages. We further share lessons and insights of using MobileInsight by the community, as well as our visions of MobileInsight's past, present, and future.

引用

页码：28 / 41

页数：14

共 50 条

[1] Five-Year Retrospective
Knight, Stephanie L.
Lloyd, Gwendolyn M.
Arbaugh, Fran
Gamson, David A.
McDonald, Scott P.
Nolan, James, Jr.
Whitney, Anne Elrod
[J]. JOURNAL OF TEACHER EDUCATION, 2015, 66 (05) : 410 - 414
[2] Intrainstitutional teleradiology: Five-year experience
Caramella, D
Neri, E
DelSarto, M
DelOsso, R
Trincavelli, F
Bartolozzi, C
[J]. RADIOLOGY, 1996, 201 : 517 - 517
[3] In vitro maturation: a five-year experience
Roesner, Sabine
Von Wolff, Michael
Eberhardt, Ingeborg
Beuter-Winkler, Petra
Toth, Bettina
Strowitzki, Thomas
[J]. ACTA OBSTETRICIA ET GYNECOLOGICA SCANDINAVICA, 2012, 91 (01) : 22 - 27
[4] Fetal MRI - Five-year experience
Resta, M
Medicamento, N
Dicuonzo, F
Burdi, N
[J]. RIVISTA DI NEURORADIOLOGIA, 1999, 12 (01): : 13 - 20
[5] Poisonous snakebites: A five-year experience
Vico Andueza, L.
Martinez Sanchez, L.
Martinez Osorio, J.
Trenchs Sainz de La Maza, V.
Luaces Cubells, C.
[J]. ANALES DE PEDIATRIA, 2015, 83 (03): : 209 - 211
[6] Pair in Bulgaria: A five-year experience
Golemanov, Branimir
Brunetti, Enrico
Grigorov, Nikola
Mitova, Rumiana
Genov, Jordan
Vuchev, Dimitar
[J]. AMERICAN JOURNAL OF TROPICAL MEDICINE AND HYGIENE, 2007, 77 (05): : 107 - 107
[7] The National Robotics Initiative A Five-Year Retrospective
Hicks, Daniel J.
Simmons, Reid
[J]. IEEE ROBOTICS & AUTOMATION MAGAZINE, 2019, 26 (03) : 70 - 77
[8] Librarians in the Outpatient Clinic, a Five-Year Retrospective
Vucovich, Lee A.
Powell, Tracy E.
Wilhelm, Cara L.
[J]. JOURNAL OF CONSUMER HEALTH ON THE INTERNET, 2013, 17 (02) : 117 - 138
[9] A five-year retrospective on an undergraduate SMIF program
Mullen, Michael G.
Salvucci, Debra
[J]. MANAGERIAL FINANCE, 2019, 45 (05) : 622 - 636
[10] Tinea corporis: Five-year retrospective evaluation
Gunaydin, Asli
Aytimur, Derya
[J]. TURKDERM-TURKISH ARCHIVES OF DERMATOLOGY AND VENEROLOGY, 2014, 48 (02): : 71 - 73

← 1 2 3 4 5 →