AIMD scheduling and resource allocation in distributed computing systems

被引:4
|
作者
Vlahakis, Eleftherios [1 ]
Athanasopoulos, Nikolaos [1 ]
McLoone, Sean [1 ]
机构
[1] Queens Univ Belfast, Sch Elect Elect Engn & Comp Sci, Belfast, Antrim, North Ireland
基金
英国工程与自然科学研究理事会;
关键词
CONGESTION CONTROL; ALGORITHMS;
D O I
10.1109/CDC45484.2021.9683379
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We consider the problem of simultaneous scheduling and resource allocation of an incoming flow of requests to a set of computing units. By representing each computing unit as a node, we model the overall system as a multi-queue scheme. Inspired by congestion control approaches in communication networks, we propose an AIMD-like (additive increase multiplicative decrease) admission control policy that is stable irrespective of the total number of nodes and AIMD parameters. The admission policy allows us to establish an event-driven discrete model, triggered by a locally identifiable enabling condition. Subsequently, we propose a decentralized resource allocation strategy via a simple nonlinear state feedback controller, guaranteeing global convergence to a bounded set in finite time. Last, we reveal the connection of these properties with Quality of Service specifications, by calculating local queuing time via a simple formula consistent with Little's Law.
引用
收藏
页码:4642 / 4647
页数:6
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