Machine Learning in Aluminium Reduction: Adaptive Control of Alumina Concentration in the Hall-Héroult Cell Using Neural Network - Image 1

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LAP Lambert Academic Publishing Machine Learning in Aluminium Reduction: Adaptive Control of Alumina Concentration in the Hall-Héroult Cell Using Neural Network

Name: Machine Learning in Aluminium Reduction: Adaptive Control of Alumina Concentration in the Hall-Heroult Cell Using Neural Network
Brand: LAP Lambert Academic Publishing
Price: 72.0 GBP
Availability: InStock

Higher Education

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Aluminium smelting the world over has had two major constraints: environmental protection and energy costs. Since the method and efficiency of alumina feed in the smelting process impacts environmental pollution and production efficiency greatly, much of the industry’s investment money has been spent researching into better feed control systems – feed delivery and feed strategies. The subject matter of this thesis dwells on the latter, continuing the search for an efficient adaptive alumina feed strategy in the Hall-Héroult aluminium reduction cell. Neurocomputing is applied to the problem of on-line estimation of alumina mass balance in the electrolytic cell. Simulated and real electrolytic resistance/alumina concentration data was used as input vectors to train a single-layer feed forward loop-back NEURAL NETWORK constructed with six constraint equations and six degrees of freedom in search for a prediction algorithm. A contribution is proposed to alumina feed control strategies by developing a neural network-based adaptive feed control algorithm, robust against cell resistance variations, and implementable on retrofit state-of-the-art aluminium reduction cell microcomputers.

Product Specifications

Brand: LAP Lambert Academic Publishing
Format: paperback
ASIN: 6200300186
Category: Books > Subjects > Science, Nature & Maths > Engineering & Technology > Education > Higher Education
Domain: Amazon UK
Release Date: 28 April 2022
Listed Since: 23 May 2022

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LAP Lambert Academic Publishing Machine Learning in Aluminium Reduction: Adaptive Control of Alumina Concentration in the Hall-Héroult Cell Using Neural Network

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It has never been this cheap. We have no record of a lower price.

LAP Lambert Academic Publishing Machine Learning in Aluminium Reduction: Adaptive Control of Alumina Concentration in the Hall-Héroult Cell Using Neural Network

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Product Specifications

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