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  • 标题:Flotation bubble size distribution detection based on semantic segmentation
  • 本地全文:下载
  • 作者:Lei Zhang ; Degang Xu
  • 期刊名称:IFAC PapersOnLine
  • 印刷版ISSN:2405-8963
  • 出版年度:2020
  • 卷号:53
  • 期号:2
  • 页码:11842-11847
  • DOI:10.1016/j.ifacol.2020.12.696
  • 语种:English
  • 出版社:Elsevier
  • 摘要:AbstractIn mineral foam flotation, characteristic information of bubble images is closely related to the flotation process condition and production indicators, among which the bubble size distribution is a key feature. Therefore, accurately obtaining the bubble size distribution is of great significance for optimizing and controlling the flotation process. Froth segmentation is the main technique to obtain bubble size information of flotation cells. In this paper, one semantic segmentation algorithm is adopted to segment flotation froth image, and a new froth segmentation algorithm based with improved U-Net is proposed. The experiment results indicate that the developed algorithm not only successfully solves the problem of over-segmentation and under-segmentation, but also improves the segmentation accuracy, which is suitable for different process conditions and lighting conditions.
  • 关键词:Keywordsfroth flotationfroth segmentationsemantic segmentationbubble size distribution
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