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Abstract:Abstract?In this paper two models using a functional network were employed to solving classification problem. Functional networks are generalized neural networks, which permit the specification of their initial topology using knowledge about the problem at hand. In this case, and after analyzing the available data and their relations, we systematically discuss a numerical analysis method used for functional network, and apply two functional network models to solving XOR problem. The XOR problem that cannot be solved with two-layered neural network can be solved by two-layered functional network, which reveals a potent computational power of functional networks, and the performance of the proposed model was validated using classification problems. Keywords?Functional network, neural network, XOR problem, classification, numerical analysis method.
Abstract MEMS (micro electromechanical systems) have been developed based on silicon bulk micromachining. Wafer process packaging was applied to an electrostatically levitated rotational gyroscope and a micro relay. High density electrical feedthrough made by glass deep RIE and metal electroplating enabled an array MEMS as multiprobe data storage and contactor for LSI probing. Fine diameter fiber optic sensors for pressure and NSOM (near field scanning optical microscope) sensor applications were developed. The hydrogen storage capacity of a c...
The method of lines is used in this report for solving one linear, two nonlinear elliptic boundary value problems and a linear eigenvalue problem. An analysis of the stability and convergence is made in the linear cases.
quantum expiration. The rain function reflects the rule that thread group A computes for the entire quantum unless it is stopped at the barrier. The initial conditions are: t,0 = 1.0, because A is assumed to go first, and it hits the first barrier during its quantum; and tB, = Q, because group B passes through the barrier (now completed) which A stopped at and then runs to the end of the quantum. This model can be recast as the recurrence relation: t, = min(kt_J + 1, + e2), where t = max(t,,tB,), with initial conditions to = 1.0, t = Q. This re...
Although many studies have been performed to determine the overall parallelism of various applications, little is known about how parallelism changes dynamically during program execution. In this paper, we present a methodology for measuring the dynamic parallelism of a general purpose workstation workload, as represented by a subset of the SPEC95 benchmark suite. We measure the range of parallelism encountered, the rate of major parallelism changes, and the regularity of these changes using a detailed model of an aggressive out-of-order specul...
The method of lines is used in this report for solving one linear, two nonlinear elliptic boundary value problems and a linear eigenvalue problem. An analysis of the stability and convergence is made in the linear cases.
The method of lines is used in this report for solving one linear, two nonlinear elliptic boundary value problems and a linear eigenvalue problem. An analysis of the stability and convergence is made in the linear cases.
The method of lines is used in this report for solving one linear, two nonlinear elliptic boundary value problems and a linear eigenvalue problem. An analysis of the stability and convergence is made in the linear cases.
Abstract The application of SRET (Software Reliability Engineered Testing) to PAA (Project Accounting Application) can be described by the following process: define necessary reliability, develop the operational profile, analyze operational modes, perform load tests per the operational profile, track field reliability and track field arrival rates. All of these are outlined in this paper. For release 1.0 of the project accounting application (PAA), this operational profile was used for load/stress and performance testing. Nothing else was runn...
Abstract The application of SRET (Software Reliability Engineered Testing) to PAA (Project Accounting Application) can be described by the following process: define necessary reliability, develop the operational profile, analyze operational modes, perform load tests per the operational profile, track field reliability and track field arrival rates. All of these are outlined in this paper. For release 1.0 of the project accounting application (PAA), this operational profile was used for load/stress and performance testing. Nothing else was runn...
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