Network Reconfiguration Process Sample Clauses

Network Reconfiguration Process. The Network Reconfiguration process is fed with the global estimation and its accuracy from the Inference process as well as the resulting overhead from the OIB. It aims to coordinate responsibilities across the different monitors (routers) in order to increase global accuracy while avoiding unnecessary measurements. To achieve this goal, we proceed by an adaptive centralized control of sampling rates in routers based on measurements of the estimation error and the overhead. Periodically, we collect measurements and calculate the estimation accuracy and the overhead. Then, we propose one of two actions: (i) either to decrease the sampling rate of the least significant monitor when the resulting overhead is higher than some overhead threshold, (ii) or to increase the sampling rate of the best monitor when the estimation accuracy is below some chosen threshold and the overhead is acceptable. The least significant and best monitors are respectively those providing the minimum loss and maximum gain in global accuracy when playing with the sampling rate. This method, which can be seen as an implementation of the Gradient Projection Method (GPM), is able to reach the optimum in a relatively short time that depends on the steps with which we adapt the sampling rates. The system keeps oscillating around this optimal configuration until the network conditions change, in this case it moves smoothly towards the new optimal configuration.
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