TY - JOUR
T1 - Enhancement of classification performance for irregular ultrafine particles
AU - Xie, Junqing
AU - Deng, Zhengyuan
AU - Liu, Wei
AU - Shao, Yuanyuan
AU - Zhang, Haiping
AU - Zhang, Hui
AU - Zhu, Jesse
N1 - Publisher Copyright:
© 2025
PY - 2025/12
Y1 - 2025/12
N2 - The increasing industrial demand for ultrafine powders has heightened the need for precise classification technologies. However, achieving high classification accuracy remains challenging, especially for irregularly shaped particles produced by conventional methods. In this study, we proposed a modified classifier design that incorporates a wire mesh with a grid structure onto the classifier impellers to enhance the classification accuracy of irregular particles. The wire mesh promotes the formation of micro-eddies that induce particle rotation, facilitating irregular particles to approximate the hydrodynamic characteristics of spherical particles. We systematically evaluated the effects of mesh position, layer number, and aperture size on classification performance. The results indicate that a single-layer wire mesh outperforms multi-layer configurations, and optimal performance is achieved when the mesh with medium-sized apertures is positioned externally on the impeller blades. The placement of the wire mesh increases D10, reduces D90 and span at the same D50, steepens the partial classification efficiency curve, and lowers the classification accuracy index (K value). These parameters collectively validate the enhancement in classification accuracy. To further assess classification quality, we introduced two new indicators: the overlapping ratio of the area under the particle size distribution (PSD) curves for fine and coarse fractions, and the fine/coarse powder removal ratio. Both metrics confirm the enhanced classification precision. The improvement is attributed to three synergistic effects: micro-eddy-induced particle rotation, improved airflow uniformity due to added resistance, and the mesh's screening effect. This work offers a practical and theoretical basis for improving the classification accuracy of irregular particles.
AB - The increasing industrial demand for ultrafine powders has heightened the need for precise classification technologies. However, achieving high classification accuracy remains challenging, especially for irregularly shaped particles produced by conventional methods. In this study, we proposed a modified classifier design that incorporates a wire mesh with a grid structure onto the classifier impellers to enhance the classification accuracy of irregular particles. The wire mesh promotes the formation of micro-eddies that induce particle rotation, facilitating irregular particles to approximate the hydrodynamic characteristics of spherical particles. We systematically evaluated the effects of mesh position, layer number, and aperture size on classification performance. The results indicate that a single-layer wire mesh outperforms multi-layer configurations, and optimal performance is achieved when the mesh with medium-sized apertures is positioned externally on the impeller blades. The placement of the wire mesh increases D10, reduces D90 and span at the same D50, steepens the partial classification efficiency curve, and lowers the classification accuracy index (K value). These parameters collectively validate the enhancement in classification accuracy. To further assess classification quality, we introduced two new indicators: the overlapping ratio of the area under the particle size distribution (PSD) curves for fine and coarse fractions, and the fine/coarse powder removal ratio. Both metrics confirm the enhanced classification precision. The improvement is attributed to three synergistic effects: micro-eddy-induced particle rotation, improved airflow uniformity due to added resistance, and the mesh's screening effect. This work offers a practical and theoretical basis for improving the classification accuracy of irregular particles.
KW - Air classifier
KW - Classification accuracy
KW - Irregular shaped particle
KW - Powder coating
UR - https://www.scopus.com/pages/publications/105012124094
U2 - 10.1016/j.powtec.2025.121436
DO - 10.1016/j.powtec.2025.121436
M3 - Article
AN - SCOPUS:105012124094
SN - 0032-5910
VL - 466
JO - Powder Technology
JF - Powder Technology
M1 - 121436
ER -