3-7 July 2023
University of Zululand
Africa/Johannesburg timezone
The Proceedings of SAIP2023 Published: 20 December 2023

A mechanistic non-process dependent study of the prediction and optimization of mineral beneficiation and metal extraction.

4 Jul 2023, 15:40
2h
University of Zululand

University of Zululand

Poster Presentation Track A - Physics of Condensed Matter and Materials Poster Session 1

Speaker

Mr META MVITA (Mineral Processing and Technology Research Centre, Department of Metallurgy, School of Mining, Metallurgy and Chemical Engineering, Faculty of Engineering and The Built Environment.)

Description

Abstract. Process prediction and optimisation have been regularly conducted in physical systems. While most of the tools used require the introduction and analysis of input–output parameters, often ranges of values are required. The observed non-personalisation of the range of input parameters and the obtained outcome values in the metallurgical processes has prompted the content of this paper. For the same range of values introduced into the input layer of an artificial neural network frame, with the very same weight and boundary conditions would lead exactly to the same outcomes interpretation of which is process dependent. The paper will discuss the case of concentration of sulphide minerals through flotation compared to the case of the dissolution of cobalt-bearing minerals in an acid solution before ending with the calcination and roasting of a sulphide. A demonstration of the non-specification of the outcome of the physical systems will be discussed.

Level for award;(Hons, MSc, PhD, N/A)?

MEng.

Apply to be considered for a student ; award (Yes / No)? Yes

Primary author

Mr META MVITA (Mineral Processing and Technology Research Centre, Department of Metallurgy, School of Mining, Metallurgy and Chemical Engineering, Faculty of Engineering and The Built Environment.)

Co-author

Prof. Antoine F. Mulaba-Bafubuamdi (Mineral Processing and Technology Research Centre, Department of Metallurgy, School of Mining, Metallurgy and Chemical Engineering, Faculty of Engineering and The Built Environment, University of Johannesburg, PO Box 17911, Doornfontein, Johannesburg 2028, South Africa. Department of Mining Engineering, School of Engineering, College of Science, Engineering and Technology, University of South Africa, Florida, South Africa.)

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