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The application of optimization to solve basic formulation of network synthesis has been reported in some works.
The formulation of network architecture involves the selection of the number and size of hidden layers, learning rate parameter, momentum term, error tolerance, and activation function.
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We propose a formulation of the Network Design Problem (NDP) to support transport planners in dealing with multimodal networks in contexts characterised by different (and sometimes conflicting) interests and limited resources in a transparent way.
A representative set of these data was used for the formulation of the network; that is, during training phase and another set for checking the performance of the network; that is, during testing phase.
The formulation of the network of hub-beam systems is a team of Lagrangian systems in essence.
We suggest a Lagrangian-based heuristic to solve the integer programming formulation of the network topology problem.
Our main contribution is introducing a realistic performance metric that takes into account both antenna processing gain and RS transmission overhead, which then leads to formulation of a network capacity maximization problem.
The approach used to build the model includes the formulation of the network of interacting species and the subsequent introduction of rate laws to describe each biological process.
The formulation of 'vertical' network models combining all levels of regulation (genome, transcriptome, proteome, metabolome) will help us to gain an insight into the complex cellular network in its entirety.
Deficiencies as regards symmetry led to the subsequent formulation of biswapped networks which were later generalized to multiswapped networks so as to still enable optoelectronic implementation (as it happens, multiswapped networks also generalize previously studied hierarchical crossed cubes).
We propose a new architecture, the hierarchical autoassociative polynomial neural network (HAP Net), which is a formulation of different neural network concepts.
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CEO of Professional Science Editing for Scientists @ prosciediting.com