Presentation 2022-08-05
Autonomous Congestion Control Mechanism Using Random Early Detection in Asynchronous Random Walker Processing
Shun Takizawa, Kunitake Kaneko,
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Abstract(in Japanese) (See Japanese page)
Abstract(in English) In large-scale graph analysis, Random Walk (RW) is useful and has been implemented in both synchronous and asynchronous distributed graph systems. However, when a graph such as a dynamic graph, which is difficult to divide equally, is distributed across multiple servers and RW is executed asynchronously, queuing delays occur in the Random Walker Queue (RQ), which is a queue of Random Walker (RWer) on each server. Therefore, we propose an autonomous RWer congestion control mechanism that executes RW asynchronously and allows each server to adjust the RWer flow rate autonomously. This mechanism applies the queue management algorithm Random Early Detection (RED), which is used in routers, to manage RQ on server while allowing RWer discards. The evaluation results show that the execution time is about 1 second faster and the number of additional RW executions is about 84 % less than the case with tail-drop queue management.
Keyword(in Japanese) (See Japanese page)
Keyword(in English) Random Walk / graph analysis / asynchronous processing / distributed processing / Random Early Detection
Paper # IN2022-18
Date of Issue 2022-07-28 (IN)

Conference Information
Committee IN / CCS
Conference Date 2022/8/4(2days)
Place (in Japanese) (See Japanese page)
Place (in English) Hokkaido University(Centennial Hall)
Topics (in Japanese) (See Japanese page)
Topics (in English) Network Science, Future Network, Cloud/SDN/Virtualization, Contents Delivery/Contents Exchange, and others
Chair Kunio Hato(Internet Multifeed) / Megumi Akai(Hokkaido Univ.)
Vice Chair Tsutomu Murase(Nagoya Univ.) / Hidehiro Nakano(Tokyo City Univ.) / Masaki Aida(TMU)
Secretary Tsutomu Murase(KDDI Research) / Hidehiro Nakano(Nagaoka Univ. of Tech.) / Masaki Aida(NTT)
Assistant / Hiroyuki Yasuda(Univ. of Tokyo) / Hiroyasu Ando(Tsukuba Univ.) / Tomoyuki Sasaki(Shonan Inst. of Tech.) / Miki Kobayashi(Rissho Univ.)

Paper Information
Registration To Technical Committee on Information Networks / Technical Committee on Complex Communication Sciences
Language JPN
Title (in Japanese) (See Japanese page)
Sub Title (in Japanese) (See Japanese page)
Title (in English) Autonomous Congestion Control Mechanism Using Random Early Detection in Asynchronous Random Walker Processing
Sub Title (in English)
Keyword(1) Random Walk
Keyword(2) graph analysis
Keyword(3) asynchronous processing
Keyword(4) distributed processing
Keyword(5) Random Early Detection
1st Author's Name Shun Takizawa
1st Author's Affiliation Keio University(Keio Univ.)
2nd Author's Name Kunitake Kaneko
2nd Author's Affiliation Keio University(Keio Univ.)
Date 2022-08-05
Paper # IN2022-18
Volume (vol) vol.122
Number (no) IN-146
Page pp.pp.15-20(IN),
#Pages 6
Date of Issue 2022-07-28 (IN)