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In this paper, we present a superstructure modelling and optimization framework of inter-city high-speed transport systems, accounting energy consumption during infrastructure construction and during subsequent operation, to optimize connections between large population centers and between modes of transport.
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All free network parameters were optimized on the training (optimizing connection weights) and cross-training (optimizing number of hidden units, learning rate, and momentum; stop training before over-fitting) sets.
In order to optimize such connections, a surrogate or metamodel of the FE model can be used.
By means of gradient descent to optimize weighted connections feeding into gates as well as cells, an LSTM network can learn to control information flow.
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"The system will magnetically optimize the connection, so it doesn't matter if you are slightly askew while charging or terrible at parking your car like me," said Andrew Gilbert, executive vice president of European innovation development at Qualcomm, in a telephone interview.
It may also be used to optimize network connection to restrain virus propagation.
It is concluded that future tests to optimize these connection systems are warranted.
Further analysis with advanced rigorous numerical Finite Element Modeling is suggested to optimize the connection parameters.
It consists of integrating a GA to optimize the connection weights for each neuron of an NN developed previously.
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