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Each hydrological model uses multiple differently-optimized parameter sets and begins each daily forecast from several different initial conditions.
Simulations are performed for both stable and unstable particle populations with several different initial grain size distributions.
The problem of non-uniqueness of the calculated parameters was overcome by using several different initial substrate concentrations.
Furthermore, when we tried several different initial values (x^{0}), we did not obtain an IMRT plan such that all the given DVCs are satisfied.
2, 3 Increasingly, laser therapy is being considered for the surgical management of BPH of any size, as an alternative to TURP. 3, 4 Several different initial laser techniques have been introduced to make prostatectomy procedures safer and more effective.
As the speed of convergence of the time frame expansion technique is dependent on the initial state of the network, several different initial states have been randomly selected and all of them have resulted in a runtime less than 100 seconds.
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To ensure convergence upon a globally optimal priming sequence, several different random initial sequences were used.
Simulated annealing in MD-simulations starting from several different random initial geometries is then performed down to a small temperature, where the clusters are near their ground state geometry.
One must integrate several dozen different initial conditions and parameters in parallel, which can be done in a reasonable period on a multicore laptop computer for these particular models.
To avoid the possibility that the search for the optimum value of the parameters finishes in a local minimum, we use a multi-starting technique that initializes the NN several times for different initial random values, trains the network and chooses the one with the best result on the validation set.
The robustness and efficiency of our formulation is demonstrated through several examples for different initial solutions including those obtained using Pinch Technology for both superstructures proposed in the literature.
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