Discrimination of bark from wood chips through texture analysis by image processing

被引:18
作者
Wooten, James R. [3 ]
To, S. D. Filip [3 ]
Igathinathane, C. [2 ]
Pordesimo, L. O. [1 ,3 ]
机构
[1] ADM Alliance Nutr, Quincy, IL 62301 USA
[2] N Dakota State Univ, Dept Agr & Biosyst Engn, Fargo, ND 58102 USA
[3] Mississippi State Univ, Dept Agr & Biol Engn, Mississippi State, MS 39762 USA
关键词
Image processing; Texture analysis; Wood chip; Bark; Biomass; CLASSIFICATION; SEGMENTATION; FEATURES; VISION;
D O I
10.1016/j.compag.2011.08.005
中图分类号
S [农业科学];
学科分类号
09 ;
摘要
Utilization of wood chips for bioenergy requires classification and segregation of the constituents of the chipped mass to help optimize energy conversion. Wood chips obtained from processes such as forest thinning can contain a considerable amount of material other than wood chips, such as bark. An image processing algorithm was developed to discriminate bark from wood chips. The algorithm involved object identification, image capture, single value decomposition to describe wood texture evident in grayscale image with a single numerical value, and application of logistic models involving the single values representative of wood texture to predict whether a chip is bark. The percentage of correct predictions using this system was about 98%. (C) 2011 Elsevier B.V. All rights reserved.
引用
收藏
页码:13 / 19
页数:7
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