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service takes time a message has to be sent to the Symbian OS smartphone, the service itself has to start up and will probably need to connect to one or more system servers, and then a response has to be sent back to the PC. It has been known for a PC client to load and unload a service for each transaction, but this is clumsy and reduces the responsiveness of the application. However, it is also wasteful of scarce resources to load a service when it is not required. Setting a service to load at device boot time guarantees that it will always be available, but it also guarantees that it will absorb scarce resources even when the smartphone is not connected to a PC. One aspect of a PC Connectivity service that is not obvious at rst is that a service may have multiple simultaneous connections from the same PC. At the lowest level, a TCP/IP socket server can support multiple connections and Symbian OS PC Connectivity services are built on TCP/IP connections. In Symbian OS v8.0 and later, the socket servers spawn a separate client socket for each connection. When using custom servers, each connection uses a separate session. Unless you are certain that your service will only ever use one connection at a time, check your design for resources that are not thread-safe.

194 Network Theory Models and Algorithm 197 (SSAIS) are discussed next Algorithm 197 Self Stabilizing AIS

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Normalize the training data; Initialize the ARB population, A, using a cross section of the normalized training data; Initialize the antigen set, DT , with the remaining normalized training data; for each antigen, zp DT do Present zp to each wi A; Calculate stimulation level, larb,i , for each ARB, wi ; Select the ARB with the highest calculated stimulation level as w; Increase the resource level of w; for each ARB, wi B; wi = w do Deplete the resources of wi ; end Remove ARBs with the number of allocated resources less than nr,min ; Generate nc clones of w and mutate; Integrate clones (mutated or not) into A; end SSAIS de nes the stimulation level, larb,i , of an ARB as [626] larb,i = la,i + where la,i (wi , zp ) = 1 d (wi , zp ) and (wi ) = ln,i |Ln,i | (199) (1910) (198)

For the above, ln,i is de ned in (195) and d (w, zp ) is the Euclidean distance between an ARB, wi , and a training pattern, zp , in normalised data space (ie 0 d (wi , zp ) 1); is the average of the summation over the distances between ARB wi to its |Ln,i | linked neighbours Network suppression as de ned in equation (196) is discarded to prevent premature convergence of ARBs to dominating training patterns For each training pattern, zp DT , presented to the network of ARBs the resource level of each ARB that does not have the highest stimulation level is geometrically decayed using [626] (1911) fr (wi , zp ) = fr (wi , xp 1 ) where fr (wi , zp ) is the number of resources for an ARB, wi , after being presented to p training patterns; is the decaying rate of resources for an ARB All ARBs with a resource level less than the xed prede ned mortality threshold, death , are culled from the network Resources are only allocated by the ARB, w, with the highest calculated stimulation level, larb The number of resources allocated to w is calculated using [626] (1912) fr (w, zp ) = (fr (w, zp 1 ) + larb (w, zp ))

Modern debuggers and other development aids are very welcome and should be used wherever possible. However, there can be times when they cannot be used. The Symbian OS emulator works with the debuggers that are part of the IDEs, but PC connectivity does not always work well with a debugger; the connection can timeout when a break-point is encountered. In addition, some functions, such as drive formatting, camera access and audio playback, do not work well on the emulator; and software that performs well on the emulator does not always work properly on a real smartphone (sometimes due to the single-process design of the emulator). If the debugger cannot be used then you will need to revert to older and more primitive methods of investigating behavior. The most common one is logging. Inserting logging statements makes for a slower debugging cycle and requires slightly more planning to be productive. You need to consider possible causes of a problem and insert a number of logging statements rather than putting in one at a time and running the service to the next stage. However, if you put in too many logging statements, particularly in loops, then the logging statements can cause the service to grind to a halt. Rather than waiting until you encounter a problem that requires logging, make a habit of putting in logging from the start. Create a logging

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