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Measurement-Based Admission Control with Aggregate Traffic Envelopes (2001)
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Citation Context ...ommunications, September 1998 1 Introduction To satisfy the Quality of Service (QoS) requirements of real-time multimedia applications, networks must employ resource reservation and admission control =-=[2, 5, 13]-=-. However, traditional approaches to resource reservation require that an accurate characterization of each flow be specified at flow setup time, a requirement that, in practice, may be difficult for ... |
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Citation Context ...ed by ( �� R k + r k + ffoe k ); k = 1; 2; \Delta \Delta \Delta ; T , also with probability \Phi(ff). Therefore, with this bound on the envelope of the aggregate flow that includes the new flow, f=-=rom [3] the-=- maximum queue length will be bounded by Equation (5) with probability \Phi(ff). From extreme value theory, we approximate R k as having a Gumbel distribution with mean �� R k and variance oe 2 k ... |
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Citation Context ...ximal rate R k by F k (\Delta). With probability \Phi(ff) = Z �� Rk+ffoek \Gamma1 dF k the future aggregate flow, denoted by A[s; t], satisfies Pfmax s A[s; s + k�� ]=k��s�� R k + ffoe=-= k g = \Phi(ff) (7) Sin-=-ce max s fA[s; s + t] +sA[s; s + t]gsmax s A[s; s + t] + max ssA[s; s + t]; (8) the rate envelope of the past aggregate flow multiplexed with the new flow is bounded by ( �� R k + r k + ffoe k ); ... |
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Citation Context ...ommunications, September 1998 1 Introduction To satisfy the Quality of Service (QoS) requirements of real-time multimedia applications, networks must employ resource reservation and admission control =-=[2, 5, 13]-=-. However, traditional approaches to resource reservation require that an accurate characterization of each flow be specified at flow setup time, a requirement that, in practice, may be difficult for ... |
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Citation Context ...s especially problematic for applications which exhibit rate variations over multiple time scales, as this behavior is not adequately characterized by standard traffic models such as the leaky bucket =-=[8, 14]-=-. This research is supported by NSF CAREER Award ANI-9733610 and NSF Grant ANI-9730104 An alternative technique for supporting applications with ill-specified traffic characteristics is a measurement-... |
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Citation Context ...cal multiplexing gains are available such as in a link sharing environment [7], the MBAC algorithm correctly restricts the admissible region to lower utilizations. Previous approaches to MBAC such as =-=[4, 6, 9, 10, 11, 17]-=- have employed a number of measurement methodologies to characterize traffic including instantaneous peak rate, the instantaneous rate's mean and variance or moment generating function, and per-flow s... |
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Citation Context ...xample. 3 Experimental Results In this section, we evaluate the performance of the new MBAC algorithm. The workload consists of a set of twenty 30-minute traces of MPEG and JPEG compressed video from =-=[16]-=-. With this collection of traces and an implementation of our MBAC algorithm, we perform a set of trace-driven simulation and admission control experiments for a wide variety of traffic mixes and netw... |
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Citation Context ...aximal rates over the corresponding interval lengths, we directly characterize the peaks and extremes of the aggregate flow which are most likely to lead to packet loss. We apply extreme value theory =-=[1]-=- to obtain insights into the statistical behavior of the maximal rate envelope for a broad class of underlying traffic characteristics, including Gaussian, log-normal, and Gamma distributions, and sho... |
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Citation Context ...e Schedulability and Confidence Level Upon arrival of a new flow request, we first perform a test for "aggregate schedulability ". This test, quite different from a strictly worst-case analy=-=sis as in [18]-=-, ensures that for a certain confidence level, no packet loss will occur if the new flow is admitted. The confidence level is required here since there is no a priori assurance that the past envelope ... |
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Citation Context ...cal multiplexing gains are available such as in a link sharing environment [7], the MBAC algorithm correctly restricts the admissible region to lower utilizations. Previous approaches to MBAC such as =-=[4, 6, 9, 10, 11, 17]-=- have employed a number of measurement methodologies to characterize traffic including instantaneous peak rate, the instantaneous rate's mean and variance or moment generating function, and per-flow s... |
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Citation Context ...cal multiplexing gains are available such as in a link sharing environment [7], the MBAC algorithm correctly restricts the admissible region to lower utilizations. Previous approaches to MBAC such as =-=[4, 6, 9, 10, 11, 17]-=- have employed a number of measurement methodologies to characterize traffic including instantaneous peak rate, the instantaneous rate's mean and variance or moment generating function, and per-flow s... |
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Citation Context ...ommunications, September 1998 1 Introduction To satisfy the Quality of Service (QoS) requirements of real-time multimedia applications, networks must employ resource reservation and admission control =-=[2, 5, 13]-=-. However, traditional approaches to resource reservation require that an accurate characterization of each flow be specified at flow setup time, a requirement that, in practice, may be difficult for ... |
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Citation Context ...ak rate over any interval of length I k is given by R k = max s A[s; s + I k ]=I k . We refer to a set of rates R k which bound the flow's rate over intervals of length I k as a maximal rate envelope =-=[12]-=-. The goal of our measurement methodology is twofold. First, by measuring an envelope of the aggregate flow, we capture the short time scale burstiness of the traffic which we will use to analyze the ... |
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Citation Context ...cal multiplexing gains are available such as in a link sharing environment [7], the MBAC algorithm correctly restricts the admissible region to lower utilizations. Previous approaches to MBAC such as =-=[4, 6, 9, 10, 11, 17]-=- have employed a number of measurement methodologies to characterize traffic including instantaneous peak rate, the instantaneous rate's mean and variance or moment generating function, and per-flow s... |
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Citation Context ...cal multiplexing gains are available such as in a link sharing environment [7], the MBAC algorithm correctly restricts the admissible region to lower utilizations. Previous approaches to MBAC such as =-=[4, 6, 9, 10, 11, 17]-=- have employed a number of measurement methodologies to characterize traffic including instantaneous peak rate, the instantaneous rate's mean and variance or moment generating function, and per-flow s... |
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Citation Context ...cal multiplexing gains are available such as in a link sharing environment [7], the MBAC algorithm correctly restricts the admissible region to lower utilizations. Previous approaches to MBAC such as =-=[4, 6, 9, 10, 11, 17]-=- have employed a number of measurement methodologies to characterize traffic including instantaneous peak rate, the instantaneous rate's mean and variance or moment generating function, and per-flow s... |
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Citation Context ...s especially problematic for applications which exhibit rate variations over multiple time scales, as this behavior is not adequately characterized by standard traffic models such as the leaky bucket =-=[8, 14]-=-. This research is supported by NSF CAREER Award ANI-9733610 and NSF Grant ANI-9730104 An alternative technique for supporting applications with ill-specified traffic characteristics is a measurement-... |
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Citation Context ...traffic distributions. The temporal correlation structure of the aggregate flow is captured by the rate envelope for intervals up to T seconds. We address correlation at time scales greater than T in =-=[15]-=-, but ignore it here for simplicity (again, T is typically on the order of several seconds). Second, a new flow is not required to specify a complete rate envelope. For example, if only an estimate of... |
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1 | on the performance of measurement-based admission control algorithms - “Comments - 2000 |