Read e-book online Neural Networks and Micromechanics PDF

By Ernst Kussul,Tatiana Baidyk,Donald C. Wunsch

Micromechanical production in line with microequipment creates new possibi- ties in items creation. If microequipment sizes are similar to the sizes of the microdevices to be produced, it truly is attainable to diminish the price of construction tremendously. the most parts of the construction price - fabric, power, area intake, gear, and upkeep - lessen with the thinning out of apparatus sizes. to acquire fairly low-cost creation, hard work bills has to be decreased to nearly 0. For this objective, absolutely automatic microfactories could be constructed. To create absolutely computerized microfactories, we recommend utilizing arti?cial neural networks having assorted constructions. the best perceptron-like neural community can be utilized on the lowest degrees of microfactory keep watch over platforms. Adaptive Critic layout, in accordance with neural community types of the microfactory gadgets, can be utilized for production technique optimization, whereas associative-projective neural n- works and networks like artwork might be used for the top degrees of regulate platforms. we now have tested the functionality of other neural networks in conventional photograph reputation projects and in difficulties that seem in micromechanical production. We and our colleagues even have constructed an method of mic- gear construction within the kind of sequential generations. each one next gene- tion has to be of a smaller measurement than the former ones and needs to be made through earlier generations. Prototypes of ?rst-generation microequipment were constructed and assessed.

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Neural Networks and Micromechanics by Ernst Kussul,Tatiana Baidyk,Donald C. Wunsch

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