Comparison between the MNN and MLP can be between the required epochs for reaching the network to a stable variation of mean square error (MSE).
By simulation, performance of the best obtained results and GPS are compared in terms of position dilution of precision, visibility and the required epochs (time span) to resolve the ambiguities with a 99% success rate, in this region.
Furthermore, the required single epoch spherical harmonic model coefficients were derived from parent models that used a range of time durations (1 month to 12 years), temporal parameterizations (including Taylor series of degree 0 to 2, splines of order 1 to 6), and external field parameterizations of varying complexity.
Whether they wanted that role in history or not, their era and the forces of the epoch required them to take action, and they did.
The number of epochs required to reach the targeted error was found less for these networks than the conventional networks.
Number of epochs required for the networks to converge was 10, 32, 18 and 16 for the four networks respectively.
Many factors impact the error values such as input/output membership functions, the training data arrays, and the number of epochs required to train the model.
To stabilize the estimates, over 5,000 shots of acoustic wave data per site were required for each observation epoch.
A geological epoch is required to rid it of a single error, and it is so helpless and cowardly that every fresh boon it receives, every lift upon its slow journey upward, must come to it as a free gift from its betters as a gift not only free, but also forced.
Increasingly larger numbers of epochs are required to achieve estimates with similar variance.
