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Title: Hopfield networks
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Hopfield networks


One of the earliest recurrent neural networks reported in literature was the auto-associator independently described by Anderson and Kohonen. The auto-associator network. All neurons are both input and output neurons, i.e., a pattern is clamped, the network iterates to a stable state, and the output of the network consists of the new activation values of the neurons. The Hopfield network is created by supplying input data vec ....etc

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Introduction

The article describes the Hopfield model of neural network. The theory basics, algorithm and program code are provided. The ability of application of Hopfield neural network to pattern recognition problem is shown.

Opening

Here I will not talk about NNs in whole. The main goal of this article is to describe architecture and dynamics of Hopfield Neural network. The base concept of NN, like artificial neurons, synapses, weights, connection matrices and so on, are explained in countless book ....etc

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Title: On-line emission and economic load dispatch using adaptive Hopfield neural network
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Abstract


This paper presents an adaptive Hopfield neural network (AHNN) based methodology, where the slope of the activation function is adjusted, for finding approximate Pareto solutions for the multi-objective optimization problem of emission and economic load dispatch (EELD).We have placed emphasis on finding solutions quickly, rather than the global Pareto solutions, so that our algorithm can be employed in large on-line power systems where variations in load are quite frequent. To enab ....etc

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Abstract
Most device drivers have one ulterior motive and one target to achieve - deliver the maximum using the minimum. No matter how stable or feature rich a device driver might be, if it cannot perform in terms of high throughput and low CPU utilization, it is as good as any other run of the mill driver.The objective of this topic is to use the thinking out of the box concept and expose techniques, which go beyond just good programming principles to get that extra edge which can put your next driver into the elite group of high perform ....etc

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