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There are SAN-based software packages available, often called clustered filesystems and volume managers, that permit multiple systems to have parallel access to shared data. The limitation of these packages is that they do not permit data sharing between systems running different operating systems. We expect this limitation to be overcome during the next few years. A simpler application of shared storage is the migration of the right to access a set of disks from one system to another. In this case, huntley gracefully gives up its access to one set of disks, and they are passed to a second system, brinkley. This is precisely what happens in a clustered failover, which we will discuss in more detail in 15, Local Clustering and Failover. This passing of data and disks from one system to another also occurs manually when an older huntley is being retired and replaced by a newer and faster brinkley, or when data and systems are being migrated from one data center to another on the same SAN.



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Now we attempt to model the number of cells in the scene-change frames. It is clear that the frames that start a scene will have stochastically more cells than other frames because most of the picture has to be constructed afresh. Different models will be needed for the scene-change frames than for the intrascene frames. Plots of the autocorrelation function showed no correlation among frame sizes, so obtaining the distribution is the main modeling issue. The distributions we use are on the interval 0; I . The minimum number of cells in a scene-change frame is a few thousand, so we shifted the data by subtracting the





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smallest value. In other words, we model the amount larger than the minimum value in the data. Figure 12.9 shows how the empirical values of g1 and g3 compare to the curves for the Gamma and Weibull distributions. Except for fysics and football, the data are far from the theoretical curves. Since the third moment has a large sampling error for long-tailed distributions [18, p. 26], the deviation from the theoretical curves may be due to sampling error. Based on Q-Q plots, two of the sequences (Isaura 1 and Isaura 2) had good Weibull ts, and two (dutch and star wars) had good gamma ts. The lognormal distribution ts the lm data well. We could not t a model to the other sequences. We conclude that a known distribution may not always be a good t to the number of cells in a scene-change frame, and that the same distribution is unlikely to be a good t to all sequences. 12.3.4 Intrascene Frames

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In the mid-1950s, when the United States started to build the Interstate Highway System, a new network of high-speed, high-capacity highways was added to the existing infrastructure of smaller roads around the country. The result, of course, was a lessening of traffic on the smaller roads, as cars took to the newer and faster roads. But since the roads could support more cars, people bought more cars, keeping the roads quite busy. (So that s why the Interstate near your house is always under construction.) As a new network of SANs is added to data centers and enterprises that previously had just LANs, the result is a significant increase in the amount of data that can be moved, as well as in the speed at which that data is moved. Of course, since SANs are bigger and faster, organizations implement new applications that take advantage of the new bandwidth, keeping the networks quite busy. One of the biggest performance improvements that SANs have enabled is in backups. In many organizations, the single biggest load on LANs comes from backups. By moving backups from LANs to faster SANs, the results are less congested LANs and faster backups.

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A close look at the bit-rate plot in Fig. 12.6 revealed that the effect of a scene change appears to last for two frames; the rst frame after the scene change is also extra large. This was also observed by Ramamurthy and Sengupta [26] by looking at Fig. 12 in Verbiest and Pinnoo [30]. Since our data were produced by the same codec as the data in Verbiest and Pinnoo [30], this is not surprising. We examined lm, Isaura 1, and Isaura 2 and found that linear regression provided a good model for the

With the introduction of SAN-aware tape drives and libraries, not only have the management costs of backups been reduced, but so have the hardware costs. With SANs, it is no longer necessary to purchase separate tape drives for each large data server. Instead, with proper backup software pushing the data, tape drives can be connected to the SAN and shared among the SAN-connected hosts, which are usually large data servers. The result is a significant reduction

number of cells in the rst frame after a scene change. Letting Zn be the number of cells in the nth scene-change frame, and Yn be the number of cells in the succeeding frame, we have Yn a bZn En ; 12:7

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