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The measured values for the weight- % of oxygen behaved quite opposite (see Fig. 4b).
Setting appropriate values for the weight factors w 1,w 2,w 3,c 1, and c 2 is very important for achieving optimal solutions to clustering and coverage problems that we have addressed in this work.
Since the weight matrix is specified randomly at the beginning of the algorithm, the ANN procedure is applied more than once to obtain more accurate values for the weight matrix.
The experiments state that the following values for the weight factors increase the overall performance of our TCDC system: w 1=0.45,w 2=0.35,w 3=0.20,c 1=0.6, and c 2=0.4, determined through numerous simulation runs for different network size, node density, and initial node energy values as in [32].
Mean values for the weight and area of each zone were calculated over the entire testing period based on the length of time for each validated segment.
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The purpose of fitting air pollution exposure in the logistic models is to prevent estimation of extreme values for the weights; all weighted models met the necessary condition for correct model specification such that the values for stabilized weights have a mean of one [ 47].
Conventional network problems assume precise values for the weights of the edges.
The mean values for the weights of each parameter have been shown in Table 1.
As mentioned before, the values for the weights in Equation 1 are a direct translation of the operator policy.
In this research optimal values of γ, ε and C for the model and in addition optimal values for the weights of the MPL model were computed.
The bounded integer values for the weights is also user-defined, with an arbitrary number of L=4 utilized for the experiments.
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