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mobile phone has a manual mechanism that allows the user to select the device to contact for an incoming call At the beginning and the end of a trip, however, the user would have to manually configure the mobile phone, which greatly reduces usability A possible solution would be a hands-free kit with a removable Bluetooth headset If the Bluetooth headset is in the hands-free kit, the Bluetooth functionality is used in conjunction with the hands-free kit in the car When the user leaves the car, the headset can be carried along In both cases, the mobile phone communicates with the same device and thus the conflict is resolved Another possibility to use a headset and a hands-free car kit is the SIM access profile [23] Contrary to the headset and hands-free profile, the mobile phone is not used as an audio gateway, ie.

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components Conversely, a key aspect of the Interceptor pattern is its ability to control a concrete framework's subsequent behavior when a specific event occurs The Pipes and Filters pattern [POSA1] defines an architecture for processing a stream of data in which each processing step is encapsulated in a filter component Data is passed through pipes between adjacent filters If a concrete framework is structured as a Pipes and Filters architecture with clients and objects being the endpoints, each pipe in the Pipes and Filter chain defines a potential location at which interceptors can be interposed between adjacent filters In this case, registration of interceptors consists of reconfiguring the Pipes and Filters chain The context object is the information passed from the source filter to the interceptor The interceptor is responsible for sending information to the sink filter in the appropriate format.

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suf ciency) Second, some algorithms, such as Nelder Mead, are not globally convergent Even using the proper convergence criterion, these algorithms must be started within the neighborhood of the solution to be effective Choosing a steepest descent, trust region, or quasi-Newton algorithm can lead to convergence from starting conditions under which Newton, inexact Newton, Nelder Mead, or conjugate gradient methods would fail to nd a solution Finally, even with the correct convergence criterion, globally convergent algorithms such as modi ed Newton and quasi-Newton methods5 convergence criteria will stop at a local optimum (or, technically, a stationary point) 4433 Implementation of Optimization Algorithms When choosing an optimization algorithm, one should remember that both algorithm and the implementation thereof are vitally important to nding an accurate solution We will not review the distinction between implementation and algorithm in this chapter, as we discussed it thoroughly in 2.

as a bridge to the mobile phone network, but only offers access to its SIM card to an external device Figure 627 shows this scenario The external device, which will in most cases be a hands-free car kit, contains its own GSM/UMTS mobile phone except for the SIM card When the hands-free kit is activated at the beginning of a trip, it establishes a Bluetooth connection to the mobile phone it has previously been paired with Activating the SIM access server in the mobile phone deactivates the mobile phone s radio module This is necessary as the radio module in the hands-free kit is used for the communication with the mobile network.

However, in the Pipes and Filters pattern, filters are chained via pipes, whereas in the Interceptor pattern concrete interceptors at different layers are often independent In addition, Pipes and Filters defines a fundamental computational model for a complete application 'pipeline', whereas interceptors are used to implement 'out-of-band' services in any type of concrete framework The Proxy pattern [GoF95] [POSA1] provides a surrogate or placeholder for an object to control access to itself Although proxies can be used to integrate additional functionality to a system, their use is restricted to objects that are already visible in a system In contrast, interceptors allow external components to access and control internal and otherwise 'invisible' components As described in the Variants section, to instantiate the Interceptor Proxy variant, we can instantiate the Proxy pattern with enhancements such as context objects The Observer [GoF95] and Publisher-Subscriber [POSA1] patterns help synchronize the state of cooperating components.

Note, however, that numerical issues such as round-off error can cause a theoretically scale invariant and globally convergent algorithm to fail Note also that because of the sophistication of optimization algorithms, and the many variations available for the standard algorithms, implementation is especially likely to encompass critical design choices Often, the developers of a particular software package will expose some of these choices or even parameterize them for the user to control Thus, it is not uncommon for software packages to offer choices over algorithm family, line search method, derivative evaluation, and convergence/stopping criteria Even with such choices, however, many important implementation choices remain subterranean.

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