Fault detection in flotation processes based on deep …
the flotation performance recognition in sulphur flotation process. GUI et al [11] proposed a texture feature extraction method based on color co-occurrence matrix to better monitor and evaluate the production state. Recently, based on GUIs' work, ZHAO et al [3] presented a multi-scale gray level
Surface sulfidization mechanism of cuprite and its
We further improved the flotation recovery of cuprite with a moderate increase in the concentration of sulfide reagents. The flotation recovery of cuprite reached 47.41% at 1 × 10 −3 mol/L Na 2 S and 2 × 10 −4 mol/L NaBX. This may be attributable to the formation of additional hydrophobic copper sulfide components on the cuprite surface.
FlotationNet: A hierarchical deep learning network for froth flotation …
The iron purity rose 15.6% on average from 56.22% to 65.03%, corresponding to an average decrease in silica purity from 14.77% to 2.32%. In addition, a stabilizing flotation performance was registered by comparing the fed purity dispersions and concentrated purity dispersions for both iron and silica.
Recognition of flotation working conditions through froth …
1. Introduction. Froth flotation, a highly versatile method used to selectively separate hydrophobic from hydrophilic materials, is a complex and poorly understood phenomenon; this process is difficult to robustly and optimally control because of its inherent chaos and upsets (Bergh and Yianatos, 2011).The appearance of the froth …
Intelligent optimal setting control of the cobalt removal …
DOI: 10.1016/b978-0-12-819592-5.00018-1 Corpus ID: 243185933; Intelligent optimal setting control of the cobalt removal process @article{Yang2021IntelligentOS, title={Intelligent optimal setting control of the cobalt removal process}, author={Chunhua Yang and Bei Sun}, journal={Modeling, Optimization, and Control of Zinc …
Impact of Pyrite Textures Prevalence on Flotation Performance …
Although limited studies exist on the effect of specific pyrite textures on flotation performance, the existing literature points out that fine-grained textures and complex textures with a high surface area have higher flotation rates and recoveries (Barker, Gerson, and Menuge Citation 2014; Can, Özçelik, and Ekmekçi Citation 2021; …
Application of density-based clustering algorithm
Semantic Scholar extracted view of "Application of density-based clustering algorithm and capsule network to performance monitoring of antimony flotation process" by Lihui Cen et al. ... on its accuracy in the large-scale image recognition setting using an architecture with very small convolution filters, which shows that a significant ...
Study of the effect of ultrasonic treatment on the surface …
If used to the flotation of high-sulfur coal with sulfur content of more than 3%, ultrasonic conditioning can enhance the performance of de-sulphurization and de-ashing for fine coal flotation [11], [12], [13]. Up to now, there has been little study on the mechanism of de-sulphurization and de-ashing by ultrasonic conditioning and little work ...
Table 1 | Performance Recognition for Sulphur Flotation
Performance Recognition for Sulphur Flotation Process Based on Froth Texture Unit Distribution. Table 1. The detection performance of the testing database. ...
Simulation of quantitative fault diagnosis in backfill …
Performance Recognition for Sulphur Flotation Process Based on Froth Texture Unit Distribution. Mingfang He Chunhua Yang W. Gui Y. Ling. Engineering, Materials Science. 2013; As an important indicator of flotation performance, froth texture is believed to be related to operational condition in sulphur flotation process.
Optimal control of sulphur flotation process based on …
The optimal control of sulphur flotation process is difficult due to the unavailability of key process variables, complex process dynamics and the computational complexity in solving the corresponding Hamilton-Jacobi-Bellman (HJB) equation. ... Sulfur flotation performance recognition based on hierarchical classification of local dynamic …
Performance Recognition for Sulphur Flotation Process …
Performance Recognition for Sulphur Flotation Process Based on Froth Texture Unit Distribution (English) 0 references. main subject. flotation. 0 references ...
Eight clockwise, successive ordering ways of the …
The first element E1 may take eight possible positions from a to h. from publication: Performance Recognition for Sulphur Flotation Process Based on Froth Texture Unit Distribution | As an ...
Recent advances in flotation froth image analysis
Recent developments have also highlighted the potential of froth image analysis in soft sensors and operational state sensors that can be used to monitor and control the performance of flotation systems. Over the last three decades, computer vision systems have advanced significantly in line with advances in hardware and software.
Contemporary advanced control techniques for flotation …
Sulfur flotation process is a typical industry process with complex dynamics. ... This study proposes a flotation performance recognition system based on a hierarchical classification of froth ...
Recognition of flotation working conditions through froth …
DOI: 10.1016/J.MINENG.2015.12.008 Corpus ID: 110857755; Recognition of flotation working conditions through froth image statistical modeling for performance monitoring @article{Zhang2016RecognitionOF, title={Recognition of flotation working conditions through froth image statistical modeling for performance monitoring}, author={Jin Zhang …
Figure 3 | Performance Recognition for Sulphur Flotation …
Performance Recognition for Sulphur Flotation Process Based on Froth Texture Unit Distribution Figure 3 The online acquired sulphur froth images in cleaner cell.
Flotation process fault detection using output PDF of …
Performance Recognition for Sulphur Flotation Process Based on Froth Texture Unit Distribution. Mingfang He Chunhua Yang W. Gui Y. Ling. Engineering, Materials Science. 2013; As an important indicator of flotation performance, froth texture is believed to be related to operational condition in sulphur flotation process.
Recognition of process conditions of a coal column flotation …
Flotation product size analysis shows that nanobubbles were most effective in improving the flotation performance of ultrafine (< 0.08 mm) and relatively coarse particles (>0.4 or 0.5 mm). View ...
(PDF) The method for froth floatation condition recognition …
The method of bubble color and texture feature extraction based on adaptive. feature weighting is proposed in this paper, which is still not common in the identification of foa m flotation [1-3 ...
(PDF) A comparison of flotation froth stability
Sulfur Flotation Performance Recognition Based on Hierarchical Classification of Local Dynamic and Static Froth Features. Article. Full-text available. Feb 2018; Yalin Wang; Bei Sun; Runqin Zhang;
Application of density-based clustering algorithm and
The industrial application results show that the accurate performance classification of sulphur flotation can be achieved by using the proposed method. View Show abstract
Mingfang He's research works | Central South University of …
Performance Recognition for Sulphur Flotation Process Based on Froth Texture Unit Distribution. Article. Full-text available. Jan 2013; Mingfang He; Chunhua Yang; Weihua Gui; Yiqiu Ling;
Figure 6 | Performance Recognition for Sulphur Flotation …
Performance Recognition for Sulphur Flotation Process Based on Froth Texture Unit Distribution Figure 6 Normal kernel based method to approximate the actual texture unit density estimation for Figure 3 .
(PDF) Selective Flotation of Elemental Sulfur from Pressure Acid
An efficient flotation process was developed to selectively recover elemental sulfur from a high-sulfur pressure acid leaching residue of zinc sulfide concentrate. The process mineralogy analysis ...
Minerals | Free Full-Text | Prediction of Sulfur …
Froth feature extraction plays a significant role in the monitoring and control of the flotation process. Image-based soft sensors have received a great deal of interest in the flotation process due to …
Application of density-based clustering algorithm and
In order to solve the problem, a recognition model based on density clustering and capsule neural network (CapsNet) is proposed to classify the working conditions of the antimony froth flotation process. The main contributions are as follows: (1) A recognition model for the flotation condition based on CapsNet was proposed.
Effect of pyrite textures and composition on flotation performance…
Pyrite can have variable textures and chemical composition. Presence of complex textures are likely to be problematic in flotation. Complex textures have higher content of impurities and are more prone to oxidation. Defects can lead to variations in electrochemistry and surface oxidation potential.
Minerals | Free Full-Text | Selective Flotation of …
An efficient flotation process was developed to selectively recover elemental sulfur from a high-sulfur pressure acid leaching residue of zinc sulfide concentrate. The process mineralogy analysis showed that the …
Analysis of flotation froth appearance by design of …
DOI: 10.1016/S1474-6670(17)37037-4 Corpus ID: 18759586; Analysis of flotation froth appearance by design of experiments @article{Hasu2000AnalysisOF, title={Analysis of flotation froth appearance by design of experiments}, author={Vesa Hasu and Jari J. H{"a}t{"o}nen and Heikki Hy{"o}tyniemi}, journal={IFAC Proceedings Volumes}, …
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