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This paper proposes the forward only counter propagation network (FOCPN) for solving the Balance Scale Weight & Distance (BSWD) classification task. Balance Scale Weight & Distance application is used for the psychological experiments and it is one of the challenging jobs. The forward only counter propagation network (FOCPN) has the architecture consisting of three layers as the input layer,...
Particle Swarm Optimization (PSO) is a recognized algorithm for optimization problems, but suffers from premature convergence. To prevent PSO from stagnation in local minima we are going to introduce a novel mutation operator. The proposed mutation operator is based on the student T distribution. The experiment performed on standard benchmark functions represent that proposed variant improves the...
The objective of this research paper is to analyze the momentum term for the performance of Back Propagation (BP) Algorithm of Artificial Neural Network (ANN) for the problem of hand written digit recognition. The two variations of BP algorithm are simple BP algorithm and BP algorithm with momentum. In this paper BP with momentum is used for the performance analysis of BP algorithm. Numbers of parameters...
Sometimes the information, which is transferred during the communication in between sensor node, is very much confidential which is needed to be secure. Since sensor nodes are resource constrained and run on battery, energy consumption should be low to make it operate for many days. For securing the information various symmetric key encryption algorithms like DES, BLOWFISH, RC4 etc., are used. Our...
Particle Swarm Optimization (PSO) algorithm has shown good performance in many optimization problems, but PSO suffers from the problem of early convergence into a local minima. Introduction of opposition based initialization and mutation operators have played an important role to overcome the convergence problem in function optimization. In this study we have reviewed different variants of PSO for...
Graphical User Interface (GUI) includes graphical objects for certain functionalities and features that will determine the state of the GUI at any time. To ensure that software quality is par excellence, software development organizations have made a lot of efforts to test the software with care. However, the process of the examination of a GUI application requires, a huge effort, because of the complexity...
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