scholarly journals A method for the control of alumina concentration in aluminum reduction cells

1992 ◽  
Vol 13 (1) ◽  
pp. 41-49 ◽  
Author(s):  
Jens G. Balchen
2015 ◽  
Vol 2015 ◽  
pp. 1-8 ◽  
Author(s):  
Sen Zhang ◽  
Xi Chen ◽  
Yixin Yin

The concentration of alumina in the electrolyte is of great significance during the production of aluminum; it may affect the stability of aluminum reduction cell and the current efficiency. However, the concentration of alumina is hard to be detected online because of the special circumstance in the aluminum reduction cell. At present, there is lack of fast and accurate soft sensing methods for alumina concentration and existing methods can not meet the needs for online measurement. In this paper, a novel soft sensing method based on a modified extreme learning machine (MELM) for online measurement of the alumina concentration is proposed. The modified ELM algorithm is based on the enhanced random search which is called incremental extreme learning machine in some references. It randomly chooses the input weights and analytically determines the output weights without manual intervention. The simulation results show that the approach can give more accurate estimations of alumina concentration with faster learning speed compared with other methods such as BP and SVM.


AIChE Journal ◽  
2017 ◽  
Vol 63 (7) ◽  
pp. 2806-2818 ◽  
Author(s):  
Yuchen Yao ◽  
Cheuk-Yi Cheung ◽  
Jie Bao ◽  
Maria Skyllas-Kazacos ◽  
Barry J. Welch ◽  
...  

JOM ◽  
2022 ◽  
Author(s):  
Jing Shi ◽  
Yuchen Yao ◽  
Jie Bao ◽  
Maria Skyllas-Kazacos ◽  
Barry J. Welch ◽  
...  

Metals ◽  
2020 ◽  
Vol 10 (6) ◽  
pp. 805
Author(s):  
Jiaming Zhu ◽  
Jie Li ◽  
Hongliang Zhang

Alumina is an indispensable raw material for the modern aluminum electrolysis industry. The distribution and transmission of alumina within the bath is of great significance to maintain stable operation and reduce energy consumption. In this study, a computational fluid dynamics (CFD) model was developed to investigate the bath flow and its related alumina transmission in aluminum reduction cells. The bath flow driven by bubbles, electromagnetic force, and aluminum flow presented two different sized vortices in the horizontal plane of the anode–cathode distance (ACD). Both numerical results and industrial data show that the average alumina concentration in the half-cell at the duct end is slightly larger than that of the tap end. With the application of slotted anodes, the maximum velocity of the bath flow increased and the average velocity decreased slightly in the horizontal plane, resulting in a more uniform distribution of alumina than that in the use of unslotted anodes. The symmetrical nature of the bath flow vortices became more obvious with the upgrade of the busbar design and the alumina concentration gradient became smaller within the bath.


JOM ◽  
2014 ◽  
Vol 66 (7) ◽  
pp. 1202-1209 ◽  
Author(s):  
Liu Yan ◽  
Li Yudong ◽  
Zhang Ting’an ◽  
Feng Naixiang

JOM ◽  
2015 ◽  
Vol 68 (2) ◽  
pp. 623-634 ◽  
Author(s):  
Shuai Yang ◽  
Zhong Zou ◽  
Jie Li ◽  
Hongliang Zhang

JOM ◽  
2003 ◽  
Vol 55 (5) ◽  
pp. 48-52 ◽  
Author(s):  
Saad El-Raghy ◽  
Zaki Bassiony
Keyword(s):  

Author(s):  
Dong Shi ◽  
Bing-liang Gao ◽  
Zhao-wen Wang ◽  
Zhong-ning Shi ◽  
Xian-wei Hu

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