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the method typically depends on the purpose, the time available to develop and implement specialised optimisation techniques, and the necessity to obtain solutions with guaranteed optimum objective value. The following paragraphs shall provide a brief overview of common techniques as an introduction to the detailed discussion of some optimisation techniques in Sections 14.4 and 14.5. The methods in Sections 14.1.2.1 14.1.2.4 are heuristics, they only strive to find good solutions, without relating the solutions found to the global optimum. The methods in Section 14.1.2.5, in contrast, can give quality guarantees and are therefore also called exact methods. A common classification of heuristic optimisation methods distinguishes between construction and improving methods. A construction method starts from nothing and builds up a solution in steps. While the final step has to produce a complete solution, intermediate steps may produce partial solutions. In the context of UMTS radio network design, such a partial solution may be a partially configured network. For example, only 50 out of a desired number of 150 sites are configured. Improvement methods, on the other hand, typically operate on complete solutions, iteratively changing some aspect in order to improve the result. Most of the neighbourhood search methods described next are of this kind. A trivial solution strategy of the improvement type is complete enumeration. The idea is to enumerate the entire solution set, to memorise the solution with the best objective function value checked so far, and to return the best solution once all have been analysed. As the size of the solution set often grows at least exponentially with the size of the instance, complete enumeration is only practically feasible for very small problem instances.

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(Global Procurement)

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The term firewall is used to describe any hardware or software that provides a virtual barrier to keep unwanted network traffic from passing through. Firewall appliances are often used by corporations to protect their internal networks at points where they are connected to the Internet. Your Internet modem or router probably acts as a firewall, either through basic Network Address Translations (NAT), which disallows inbound traffic, or through more advanced filtering features that are available on some models. The firewall that is included in a software security suite is more often called a personal firewall, and this distinction just means that it is a software firewall that protects a single computer.

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information. Simulation results between FSR and CFSR illustrate lower bandwidth requirements for CFSR as mobility is increased. Liang et al. [34] presented an adaptive routing table update scheme for FSR to improve routing accuracy and line overhead. The main idea of this scheme is that route table updates intervals (TUIs) should be adaptive according to a mobility metric called neighbor-changing degree (NCD). A node maintains two neighbor tables, where each table assigns a scope ak (k the number of hops from a focal node) value to each neighboring node. The rst neighbor table assigns a scope value at the beginning of a routing update interval, and the second neighbor table assigns a scope value at the end of the routing update interval. A node ascertains the NCD by comparing the two respective scope values and modi es the routing update interval, if necessary. A reiteration of the above was provided by Johansson et al. [35], where it was shown that higher user capacity could be achieved by adapting FSR parameters to optimum values based on the total network capacity. Further, it was shown that, if xed FSR parameter settings are implemented, they should be based on the lowest network capacity that can occur at a given time.

The mutation operator is performed with each individual of the population. The algorithm decides for each gene of the individual with a mutation probability pm whether the value of the gene will be mutated (for CPICH power and antenna tilt separately). In Figure 14.17, the mutation for one cell is shown. For both antenna tilt and CPICH power, the value is either left constant, increased by 0.5, or decreased by 0.5 (degree or dBm, respectively). The choice between those possibilities that still lie within the search space is taken at random (with uniform distribution).

Ys L Ys L 1 . . .. . . . . . Ys L1 2 Ys L1 3 ( Y h ys , )

SINR for TH-PPM UWB in AWGN and IEEE 802.15.3a Channels Signal/Interference-Noise Ratio, SINR Single-class traf c with continuous transmission Multiclass traf c with variablebit-rate transmission Single-class traf c with continuous transmission Multiclass traf c with variable-bit-rate transmission SINR = (Ns An m p )2

6.1 6.2 6.3 6.4 6.5 6.6 6.7 6.8 6.9 6.10 6.11 6.12 6.13 6.14 6.15 Gifts of Money in General Gifts of Money by Check 173 173 175 176

Hammer's advice is easier said than done. Just finding good, solid business data in the first place is a significant challenge. Of course, things are a little different on a Web site compared to general business metrics. We have a great deal more data to work with, from page view and click-streams through individual profiles and CRM aggregations. A great deal of your success in this area will depend on whether your site is built to be measured.