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1 DEIM Forum 2018 F1-1 LAN LSTM LAN,. Android LAN,. LSTM LAN., LSTM, Analysis of Packet of Wireless Communicationon Using LSTM of Deep Learning in Wireless LAN Aoi YAMAMOTO, Saneyasu YAMAGUCHI, and Masato OGUCHI Ochanomizu University Otsuka, Bunkyou-ku, Tokyo, , Japan Kogakuin University Nishi-shinjuku, Shinjuku-ku, Tokyo, , Japan ,., ,1 1.5 [1].,, [1]. LAN.,. TCP, 1, TCP..Linux Android,.,,.,, ,.,,,.,Android, LAN

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5 1....,.,, 1,.., 609,,,.,.,.. [1] Cisco Visual Networking Index, ja jp/solutions/collateral/service-provider/visual-networkingindex-vni/white paper c html [2] Kaori Miki, Saneyasu Yamaguchi, and Masato Oguchi: Kernel Monitor of Transport Layer Developed for Android Working on Mobile Phone Terminals, Proc. ICN2011, pp , January [3] Hiromi Hirai, Saneyasu Yamaguchi, and Masato Oguchi: A Proposal on Cooperative Transmission Control Middleware on a Smartphone in a WLAN Environment, Proc. IEEE WiMob2013, pp , October [4] Ai Hayakawa, Saneyasu Yamaguchi, Masato Oguchi: Reducing the TCP ACK Packet Backlog at the WLAN Access Point, Proc. ACM IMCOM2015, 5-4, January [5] Ayumi Shimada and Masato Oguchi: A Study of Android Tables Performance, Proc.DEIM2017,H2-3,March 2017 [6] riverbed, [7] Chainer,Framework for Neural Networks, [8] Iperf For Android Project in Distributed Systems, sakogan/dsl/2011/projects/ iperf/index.html

[1] [2] [3] (RTT) 2. Android OS Android OS Google OS 69.7% [4] 1 Android Linux [5] Linux OS Android Runtime Dalvik Dalvik UI Application(Home,T

[1] [2] [3] (RTT) 2. Android OS Android OS Google OS 69.7% [4] 1 Android Linux [5] Linux OS Android Runtime Dalvik Dalvik UI Application(Home,T LAN Android Transmission-Control Middleware on multiple Android Terminals in a WLAN Environment with consideration of Round Trip Time Ai HAYAKAWA, Saneyasu YAMAGUCHI, and Masato OGUCHI Ochanomizu University