notes2_EE549_2008

notes2_EE549_2008 - UNIVERSITY OF SOUTHERN CALIFORNIA,...

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Unformatted text preview: UNIVERSITY OF SOUTHERN CALIFORNIA, SPRING 2008 1 Lecture Notes 2 EE 549 Queueing Theory Instructor: Michael Neely I. MULTISERVER SYSTEMS AND PERFORMANCE TRACKING Here we treat multi-server systems that share a common buffer. We begin with the following simple example. A. Example Compare a single server, work conserving queue with constant server rate = 2 to a system of two parallel servers with individual service rates = 1 . Consider an input stream consisting of exactly two packets, both of length equal to 1 unit: Packet A arrives at time t = 1 , and packet B arrives at time t = 1 . 5 . The packets are served in FIFO order in the single server system. The packets are also served in FIFO order in the 2-server system: Packet A begins its service in either of the rate- 1 servers immediately upon arrival, and packet B begins its service immediately upon its arrival by entering the alternative rate- 1 server (note that the first server is busy with packet A at this time). 1 1 .5 2 2 .5 3 1 .5 1 0 .5 O t ra te = 2 ra te = 1 ra te = 1 F irst p a c k e t fin ish e d , a n d 2 nd p a c k e t h a lf fin ish e d =U multi (t) =U single (t) Fig. 1. An example of the unfinished work functions associated with two arriving packets entering a multi-server system versus entering a single-server system, illustrating the multiplexing inequality. The above figure illustrates the corresponding unfinished work functions U single ( t ) and U multi ( t ) . In this example we observe that U single ( t ) U multi ( t ) for all time t . This can be considered as a special case of the multiplexing inequality by treating the multi-queue input functions X 1 ( t ) and X 2 ( t ) as the streams consisting of the packet entering the first server and the second server, respectively. It is clear from the above example that the multi-server system suffers from inefficiencies when it is not fully loaded , that is, when there are some servers that sit idle. In this lecture we describe the worst case backlog increase incurred by these inefficiencies. B. Multi-Server, Single Buffer Queues A multi-server, single buffer queue is a queueing system with a single shared buffer for storing incoming packets, together with a set of servers that process these packets (see Figure below). A packet waiting in the queue can be processed by any one of the servers. This system is conceptually similar to a system of parallel queues, with the exception that parallel queues often have separate storage buffers. Indeed, without a shared buffer, it is difficult or impossible for a packet currently contained in one queue to switch to the buffer space of another queue that it prefers. Shared buffering allows such freedom....
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This note was uploaded on 12/21/2010 for the course EE 549 taught by Professor Neely during the Spring '08 term at USC.

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notes2_EE549_2008 - UNIVERSITY OF SOUTHERN CALIFORNIA,...

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