Priority queues with bursty arrivals of incoming tasks

被引:13
|
作者
Masuda, N. [1 ]
Kim, J. S. [2 ]
Kahng, B. [2 ]
机构
[1] Univ Tokyo, Grad Sch Informat Sci & Technol, Bunkyo Ku, Tokyo 1138656, Japan
[2] Seoul Natl Univ, Dept Phys & Astron, Seoul 151747, South Korea
来源
PHYSICAL REVIEW E | 2009年 / 79卷 / 03期
关键词
complex networks; information storage; large-scale systems; queueing theory; FAILURE;
D O I
10.1103/PhysRevE.79.036106
中图分类号
O35 [流体力学]; O53 [等离子体物理学];
学科分类号
070204 ; 080103 ; 080704 ;
摘要
Recently increased accessibility of large-scale digital records enables one to monitor human activities such as the interevent time distributions between two consecutive visits to a web portal by a single user, two consecutive emails sent out by a user, two consecutive library loans made by a single individual, etc. Interestingly, those distributions exhibit a universal behavior, D(tau)similar to tau(-delta), where tau is the interevent time, and delta similar or equal to 1 or 3/2. The universal behaviors have been modeled via the waiting-time distribution of a task in the queue operating based on priority; the waiting time follows a power-law distribution P-w(tau)similar to tau(-alpha) with either alpha=1 or 3/2 depending on the detail of queuing dynamics. In these models, the number of incoming tasks in a unit time interval has been assumed to follow a Poisson-type distribution. For an email system, however, the number of emails delivered to a mail box in a unit time we measured follows a power-law distribution with general exponent gamma. For this case, we obtain analytically the exponent alpha, which is not necessarily 1 or 3/2 and takes nonuniversal values depending on gamma. We develop the generating function formalism to obtain the exponent alpha, which is distinct from the continuous time approximation used in the previous studies.
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页数:8
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