Recent advances in flotation froth image analysis
Abstract Machine vision is widely used in the monitoring of froth flotation plants as a means
to assist control operators on the plant. While these systems have a mature ability to analyse …
to assist control operators on the plant. While these systems have a mature ability to analyse …
Ore image classification based on small deep learning model: Evaluation and optimization of model depth, model structure and data size
The ore image classification technology based on deep learning is an effective way to
improve the image sensor-based ore sorting classification capability. However, in practice …
improve the image sensor-based ore sorting classification capability. However, in practice …
Smart manufacturing of nonferrous metallurgical processes: Review and perspectives
The nonferrous metallurgical (NFM) industry is a cornerstone industry for a nation's
economy. With the development of artificial technologies and high requirements on …
economy. With the development of artificial technologies and high requirements on …
Flotation froth image classification using convolutional neural networks
In recent years, the use of machine vision systems for monitoring and control of the flotation
plants has significantly increased. The classification of froth images is a critical step in …
plants has significantly increased. The classification of froth images is a critical step in …
Deep learning-based ash content prediction of coal flotation concentrate using convolutional neural network
Z Wen, C Zhou, J Pan, T Nie, C Zhou, Z Lu - Minerals Engineering, 2021 - Elsevier
Convolutional neural networks, as the current state-of-the-art in image classification, are
regarded as a promising way for flotation soft sensors based on froth images. This paper …
regarded as a promising way for flotation soft sensors based on froth images. This paper …
Measurement of bubble size and froth velocity using convolutional neural networks
Bubble size and froth velocity are the most important froth characteristics used for evaluating
and controlling flotation systems. Bubble size is often measured using watershed and edge …
and controlling flotation systems. Bubble size is often measured using watershed and edge …
Soft sensor of flotation froth grade classification based on hybrid deep neural network
D Zhang, X Gao - International Journal of Production Research, 2021 - Taylor & Francis
In recent years, the technology of deep learning has made great achievements in the field of
machine learning. In this study, with the help of the transfer learning method, a kind of soft …
machine learning. In this study, with the help of the transfer learning method, a kind of soft …
A new froth image classification method based on the MRMR-SSGMM hybrid model for recognition of reagent dosage condition in the coal flotation process
W Cao, R Wang, M Fan, X Fu, H Wang, Y Wang - Applied Intelligence, 2022 - Springer
Intelligent separation is a core technology in the transformation, upgradation, and high-
quality development of coal. Realising the intelligent recognition and accurate classification …
quality development of coal. Realising the intelligent recognition and accurate classification …
Digitalization solutions in the mineral processing industry: the case of GTK Mintec, Finland
A Nad, M Jooshaki, E Tuominen, S Michaux, A Kirpala… - Minerals, 2022 - mdpi.com
The technologies used in mineral process engineering are evolving. The digital mineral
processing solutions are based on advances in our ability to instrumentally measure …
processing solutions are based on advances in our ability to instrumentally measure …
Operating performance assessment based on semi-supervised cluster generative adversarial networks for gold flotation process
D Lu, F Wang, S Wang, K Bu… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Operating performance assessment of gold flotation process plays an important role in
improving the metallurgical performances and pursues the best comprehensive economic …
improving the metallurgical performances and pursues the best comprehensive economic …