The classification and measurement of rock fragments is very important in mining and construction engineering. The monitoring system acquires and analyses the fragment images from a gravitational falling stream at the end of a moving conveyor belt, and the key function of the system is to construct an image segmentation algorithm. To achieve this goal, an adaptive thresholding algorithm with fuzzy comprehensive evaluation is proposed. Firstly, a grabbed image is roughly segmented by using a global auto-thresholding algorithm. Then each of the objects is measured and analyzed if it includes the multiple fragments touching each other, based on the fuzzy comprehensive evaluation method in which the salient fragment features of area, perimeter, shape, gradient magnitude and gray-level flatness are extracted, and for each of the features, the membership function is constructed experimentally. Finally, each of the touching fragment regions, as one image, is auto-thresholded again, and this procedure is repeated until no region can be further separated. The experimental results show that compared to cluster analysis, graph based, and FCM image segmentation algorithms the new algorithm can make image segmentation well for the falling fragments on-line.
목차
Abstract 1. Introduction 2. Image Preprocessing and Initial Segmentation 2.1 Image Preprocessing 2.2 Initial Thresholding Algorithm 3. Image Segmentation based on Fuzzy Math 3.1 Definitions of Parameters for a Cluster Region 3.2 Fuzzy Comprehensive Evaluation for Rock Fragment Parameters 4. Experiments and Comparison Anlaysis 4.1 Fuzzy Comprehensive Evaluation Results 4.2 Final Image Segmentation Results Analysis 4.3 Comparison to Other Algorithms 5. Conclusions References
키워드
Rock fragment imagethresholdingfuzzy comprehensive evaluation
저자
Wang Weixing [ College of Physics and Information Engineering, Fuzhou University, China ]
Liang Yanjie [ College of Physics and Information Engineering, Fuzhou University, China ]
Liao Yipeng [ College of Physics and Information Engineering, Fuzhou University, China ]
Bai Lina [ College of Physics and Information Engineering, Fuzhou University, China ]
보안공학연구지원센터(IJHIT) [Science & Engineering Research Support Center, Republic of Korea(IJHIT)]
설립연도
2006
분야
공학>컴퓨터학
소개
1. 보안공학에 대한 각종 조사 및 연구
2. 보안공학에 대한 응용기술 연구 및 발표
3. 보안공학에 관한 각종 학술 발표회 및 전시회 개최
4. 보안공학 기술의 상호 협조 및 정보교환
5. 보안공학에 관한 표준화 사업 및 규격의 제정
6. 보안공학에 관한 산학연 협동의 증진
7. 국제적 학술 교류 및 기술 협력
8. 보안공학에 관한 논문지 발간
9. 기타 본 회 목적 달성에 필요한 사업
간행물
간행물명
International Journal of Hybrid Information Technology
간기
격월간
pISSN
1738-9968
수록기간
2008~2016
십진분류
KDC 505DDC 605
이 권호 내 다른 논문 / International Journal of Hybrid Information Technology Vol.8 No.6