| 光谱学与光谱分析 |
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| A Method of Recognizing Biology Surface Spectrum Using Cascade-Connection Artificial Neural Nets |
| SHI Wei-jie1,YAO Yong1,ZHANG Tie-qiang2,MENG Xian-jiang3 |
1. Laser Information Technology Research Center, Shenzhen Graduate School, Harbin Institute of Technology, Shenzhen 518055, China
2. Physics College, Nanling Campus, Jilin University, Changchun 130025, China
3. Communication College, Nanhu Campus, Jilin University, Changchun 130025, China |
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Abstract A method of recognizing the visible spectrum of micro-areas on the biological surface with cascade-connection artificial neural nets is presented in the present paper. The visible spectra of spots on apples’ pericarp, ranging from 500 to 730 nm, were obtained with a fiber-probe spectrometer, and a new spectrum recognition system consisting of three-level cascade-connection neural nets was set up. The experiments show that the spectra of rotten, scar and bumped spot on an apple’s pericarp can be recognized by the spectrum recognition system, and the recognition accuracy is higher than 85% even when noise level is 15%. The new recognition system overcomes the disadvantages of poor accuracy and poor anti-noise with the traditional system based on single cascade neural nets. Finally, a new method of expression of recognition results was proved. The method is based on the conception of degree of membership in fuzzing mathematics, and through it the recognition results can be expressed exactly and objectively.
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Received: 2006-12-18
Accepted: 2007-03-28
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Corresponding Authors:
SHI Wei-jie
E-mail: steven2wn@yahoo.com.cn
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[1] LI Min-zan(李民赞). Techniques of Spectrum Analyzing and Their Applications(光谱技术分析及其应用). Beijing: Science Press(北京：科学出版社), 2006. 8.
[2] ZHANG Zhuo-yong, LIU Si-dong, ZENG Xian-jin(张卓勇, 刘思东，曾宪津). Spectroscopy and Spectral Analysis(光谱学与光谱分析), 1997, 17(5): 77.
[3] ZHANG Liang-pei, LI De-ren (张良培, 李德仁). Spectroscopy and Spectral Analysis(光谱学与光谱分析), 1999, 19(2): 158.
[4] SHI Wei-jie, ZHANG Tie-qiang, ZHENG Yong-mei(施伟杰, 张铁强, 郑咏梅). Spectroscopy and Spectral Analysis(光谱学与光谱分析), 2003, 23(3): 566.
[5] ZHANG Tie-qiang, SHEN Xuan-guo(张铁强, 申铉国). Journal of Optoelectronics·Laser(光电子·激光), 1992, 3(3): 136.
[6] Lippmann R P. IEEE ASSP Magazine, 1987, 4(2): 4.
[7] WANG Wen-cheng(王文成). Neural Networks and It Application in Automobile Engineering(神经网络及其在汽车工程中的应用). Beijing: Beijing Institute of Technology Press(北京：北京理工出版社), 1998. 7.
[8] SHI Wei-jie, WANG Xiang-zhao, ZHANG Dong-qing, et al(施伟杰, 王向朝, 张冬青, 等). Chinese Journal of Lasers(中国激光), 2006, 33(4): 516. |
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