利用模拟方法对输送机上绿色颗粒粒度分布测量的误差分析

IF 1.6 4区 材料科学 Q2 METALLURGY & METALLURGICAL ENGINEERING Isij International Pub Date : 2024-05-10 DOI:10.2355/isijinternational.isijint-2023-459
Shuyi Zhou, Xiaoyan Liu
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引用次数: 0

摘要

三维视觉技术已广泛应用于冶金行业,用于测量传送带上绿色颗粒的粒度分布(PSD)。然而,三维相机只能捕捉表面球团的点云,并通过算法测量表面 PSD。测量出的表面 PSD 在多大程度上能反映整个 PSD 是一个尚未解决的问题。本研究提出了一种模拟方法来分析绿颗粒的 PSD 测量误差。首先,用离散元法模拟颗粒在传送带上的运动过程,得到颗粒整体的 PSD;然后,提出一种变换方法生成模拟表面颗粒的点云,并采用基于区域生长的方法测量表面颗粒的 PSD;最后,通过比较表面 PSD 和颗粒整体 PSD,得到 PSD 测量误差。从相机位置、点云补丁数量、厚度以及颗粒床的粒度分布等方面对传送带上的绿色颗粒粒度分布测量进行了误差分析。结果表明,虽然安装在传送带上方的摄像头不能忽略 PSD 测量误差(高达 12.3%),但通过增加捕捉点云的斑块数(减少超过 7.4%)或将摄像头安装在传送带出料口附近(减少到 3.1%以下),可以有效减少 PSD 测量误差。
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Error analysis of green pellet size distribution measurement on conveyors using simulation method

3D vision technologies have been widely used in metallurgy industry to measure particle size distribution (PSD) of green pellets on conveyor. However, 3D camera only captures the point clouds of surface pellets, and algorithms measure the surface PSD. To what extent the measured surface PSD can reflect whole PSD is a question that hasn't been answered yet. In the present work, a simulation method is proposed to analyze the PSD measurement error of green pellets. First, the motion process of green pellets on conveyor is simulated by discrete element method to obtain PSD of whole pellets; then, a transformation method is proposed to generate point clouds of simulated surface pellets, and region growing-based method is adopted to measure the PSD of surface pellets; finally, the PSD measuring error can be obtained by comparing surface PSD and whole PSD of pellets. Error analysis of green pellet size distribution measurement on conveyors is conducted, in aspects of camera location, patch number of point clouds, thickness as well as size distribution of pellet bed. Results illustrate that although the PSD measuring error (up to 12.3%) cannot be neglected when camera is installed above conveyor, it can be effectively reduced by increasing the patch number of captured point clouds (reduced by more than 7.4%) or installing camera near discharge of conveyor (reduced to less than 3.1%).

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来源期刊
Isij International
Isij International 工程技术-冶金工程
CiteScore
3.40
自引率
16.70%
发文量
268
审稿时长
2.6 months
期刊介绍: The journal provides an international medium for the publication of fundamental and technological aspects of the properties, structure, characterization and modeling, processing, fabrication, and environmental issues of iron and steel, along with related engineering materials.
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