A machine vision system for estimation of size distributions by weight of limestone particles

被引：38

作者：

Andersson, Tobias ^{[1
]}

Thurley, Matthew J. ^{[1
]}

Carlson, Johan E. ^{[1
]}

机构：

[1] Lulea Univ Technol, Dept Comp Sci Elect & Space Engn, SE-97187 Lulea, Sweden

来源：

MINERALS ENGINEERING | 2012年 / 25卷 / 01期

关键词：

Conveyor belt; Machine vision; Particle size distribution; Quality control; Weight-transformation error; SEGMENTATION;

D O I：

10.1016/j.mineng.2011.10.001

中图分类号：

TQ [化学工业];

学科分类号：

0817 ;

摘要：

The size distribution as a function of weight of particles is an important measure of product quality in the mining and aggregates industries. When using manual sampling and sieving, the weight of particles is readily available. However, when using a machine vision system, the particle size distributions are determined as a function of the number of particles. In this paper we first show that there can be a significant weight-transformation error when transforming from one type of size distribution to another. We also show how the problem can be overcome by training a classifier and scaling the results according to calibrated average weights of rocks. The performance of the algorithm is demonstrated with results of measurements of limestone particles on conveyor belts. (C) 2011 Elsevier Ltd. All rights reserved.

引用

页码：38 / 46

页数：9

共 16 条

[1]

ANDERSSON T, 2008, P 2008 C AUSTR PATT, P207

[2]

ANDERSSON T, 2007, P 9 BIENN C AUSTR PA, P508

[3]

[Anonymous], 2009, DESIGN ANAL EXPT

[4]

[Anonymous], 1996, J COMPUT GRAPH STAT

[5]

[Anonymous], 2010, MATLAB

[6]

Bergh L, 2009, IFACMMM 2009 WORKSH

[7]

Chavez R., 1996, P 5 INT S ROCK FRAGM, P245

[8]

Gy P, 1998, Sampling for Analytical Purposes

[9]

Johnson D.E., 1998, APPL MULTIVARIATE ME

[10] VARIATIONS OF BOX PLOTS [J].

MCGILL, R ;

TUKEY, JW ;

LARSEN, WA .

AMERICAN STATISTICIAN, 1978, 32 (01) :12-16

← 1 2 →