지원사업
학술연구/단체지원/교육 등 연구자 활동을 지속하도록 DBpia가 지원하고 있어요.
커뮤니티
연구자들이 자신의 연구와 전문성을 널리 알리고, 새로운 협력의 기회를 만들 수 있는 네트워킹 공간이에요.
논문 기본 정보
- 자료유형
- 학술저널
- 저자정보
- 저널정보
- 대한전기학회 Journal of Electrical Engineering & Technology Journal of Electrical Engineering & Technology Vol.11 No.6
- 발행연도
- 2016.11
- 수록면
- 1,872 - 1,879 (8page)
이용수
초록· 키워드
오류제보하기
The techniques to recycle and reuse plastics attract public attention. These public attraction and needs result in improving the recycling technique. However, the identification technique for black plastic wastes still have big problem that the spectrum extracted from near infrared radiation spectroscopy is not clear and is contaminated by noise. To overcome this problem, we apply Raman spectroscopy to extract a clear spectrum of plastic material. In addition, to improve the classification ability of fuzzy Radial Basis Function Neural Networks, we apply supervised learning based clustering method instead of unsupervised clustering method. The conditional fuzzy C-Means clustering method, which is a kind of supervised learning based clustering algorithms, is used to determine the location of radial basis functions. The conditional fuzzy C-Means clustering analyzes the data distribution over input space under the supervision of auxiliary information. The auxiliary information is defined by using k Nearest Neighbor approach.
목차
Abstract
1. Introduction
2. Fuzzy C-Means Clustering and Conditional Fuzzy C-Means Clustering
3. Radial Basis Function Neural Networks based on Auxiliary Information
4. Extraction of Input Variables from Raman Spectrum
5. Experimental Studies
6. Conclusion
References
참고문헌 (12)
참고문헌 신청
[학술지(정기간행물)] - Scott D. M. / 1995 / A two color near-infrared sensor for sorting recycled plastic waste / Measurement Science and Technology 6 : 156 ~ 159
[기타자료] - Edward, J. / 2001 / Method and Apparatus for Near Infrared Sorting of Recycled Plastic Waste / Patent in United States, Pub. No. : US 2001/0045518 A1
[학술지(정기간행물)] - Sorely J. Cocjrane / 2015 / A Fast Classification Scheme in Raman Spectroscopy for the identification of Mineral Mixtures Using a Large Database with Correlated Predictors / IEEE Trans. On Geoscience and Remote Sensing 53 (8) : 4259 ~ 4274
[단행본] - E. Smith / 2005 / Modern Raman Spectroscopy-A Practical Approach / Wiley
[학술지(정기간행물)] - L. Zhang / 2013 / A New Discrete-Continuous Algorithm for Radial Basis Function Networks Construction / IEEE Trans. On Neural Networks and Learning Systems 24 (11) : 1785 ~ 1798
[기타자료] - Edward, J. / 2001 / Method and Apparatus for Near Infrared Sorting of Recycled Plastic Waste / Patent in United States, Pub. No. : US 2001/0045518 A1
[학술지(정기간행물)] - Sorely J. Cocjrane / 2015 / A Fast Classification Scheme in Raman Spectroscopy for the identification of Mineral Mixtures Using a Large Database with Correlated Predictors / IEEE Trans. On Geoscience and Remote Sensing 53 (8) : 4259 ~ 4274
[단행본] - E. Smith / 2005 / Modern Raman Spectroscopy-A Practical Approach / Wiley
[학술지(정기간행물)] - L. Zhang / 2013 / A New Discrete-Continuous Algorithm for Radial Basis Function Networks Construction / IEEE Trans. On Neural Networks and Learning Systems 24 (11) : 1785 ~ 1798
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UCI(KEPA) : I410-ECN-0101-2017-560-001327742