[1]CHEN Yang,QIN Hong,LI Weijun,et al.Progress in research and application of biomimetic pattern recognition technology[J].CAAI Transactions on Intelligent Systems,2016,11(1):1-14.[doi:10.11992/tis.201506011]
Copy
Progress in research and application of biomimetic pattern recognition technology
CAAI Transactions on Intelligent Systems[ISSN 1673-4785/CN 23-1538/TP] Volume:
11
Number of periods:
2016 1
Page number:
1-14
Column:
综述
Public date:
2016-02-25
- Title:
- Progress in research and application of biomimetic pattern recognition technology
- Keywords:
- pattern recognition; biomimetic pattern recognition; homology continuity; topological analysis; covering algorithm; object recognition; biometric feature identification; text recognition
- CLC:
- TP391
- DOI:
- 10.11992/tis.201506011
- Abstract:
- An essential difference between traditional pattern recognition and biomimetic pattern recognition (BPR) is reviewed. Different from the idea of "matter classification" of traditional pattern recognition, BPR considers the problem of pattern recognition as the "cognition" of every type of sample, uses the principle of "homology continuity" as a priori knowledge, and performs class recognition by a union of geometrical cover sets in high-dimensional space and feature space, thus overcoming the shortcomings of traditional pattern recognition. The effectiveness of BPR has gradually drawn extensive attention from scholars. In this study, research on BPR and its applications are summarized. The research method includes the topological analysis of the distribution of sample points, covering algorithm research, and a sample’s attribute in the overlapping space. Applications of BPR involve object recognition, biometric identification, text recognition, NIR spectroscopy qualitative analysis, and so on. Results show that BPR is an innovative and effective means of pattern recognition. Finally, important development directions of BPR are reported, such as manifold analytical methods of sample distribution in the same class, topological theory, and algorithm research in a high-dimensional space.
- References:
-
[1] DUDA R O. 模式分类[M]. 李宏东, 姚天翔, 译. 第2版. 北京:机械工业出版社, 2003:9.
[2] FISHER R A. Contributions to mathematical statistics[M]. New York:John & Wiley, 1952.
[3] VAPNIK V N. 统计学习理论的本质[M]. 张学工, 译. 北京:清华大学出版社, 2000.
[4] 王守觉. 仿生模式识别(拓扑模式识别)——一种模式识别新模型的理论与应用[J]. 电子学报, 2002, 30(10):1417-1420. WANG Shoujue. Bionic (topological) pattern recognition-a new model of pattern recognition theory and its applications[J]. Acta electronica sinica, 2002, 30(10):1417-1420.
[5] 王守觉, 来疆亮. 多维空间仿生信息学入门[M]. 北京:国防工业出版社, 2008.
[6] 曹文明, 冯浩. 仿生模式识别与信号处理的几何代数方法[M]. 北京:科学出版社, 2010.
[7] 王守觉, 刘扬阳, 来疆亮, 等. 仿生模式识别与多权值神经元[M]. 北京:国防工业出版社, 2012.
[8] 王宪保, 周德龙, 王守觉. 基于仿生模式识别的构造型神经网络分类方法[J]. 计算机学报, 2007, 30(12):2109-2114. WANG Xianbao, ZHOU Delong, WANG Shoujue. Constructive neuron networks classification algorithm based on biomimetic pattern recognition[J]. Chinese journal of computers, 2007, 30(12):2109-2114.
[9] 王守觉, 徐健, 王宪保, 等. 基于仿生模式识别的多镜头人脸身份确认系统研究[J]. 电子学报, 2003, 31(1):1-3. WANG Shoujue, XU Jian, WANG Xianbao, et al. Multi-camera human-face personal identification system based on the biomimetic pattern recognition[J]. Acta electronica sinica, 2003, 31(1):1-3.
[10] WANG Shoujue, CHEN Xu. Biomimetic (topological) pattern recognition-a new model of pattern recognition theory and its application[C]//Proceedings of the International Joint Conference on Neural Networks. Portland, America, 2003, 3:2258-2262.
[11] WANG Shoujue, ZHAO Xingtao. Biomimetic pattern recognition theory and its applications[J]. Chinese journal of electronics, 2004, 13(3):373-377.
[12] 杨建琦, 丁立军, 蒋维. 基于拓扑学识别理论的身份鉴定研究[J]. 嘉兴学院学报, 2013, 25(3):99-104. YANG Jianqi, DING Lijun, JIANG Wei. Identification based on topology recognition theory[J]. Journal of Jinxing University, 2013, 25(3):99-104.
[13] 王宪保, 陆飞, 陈勇, 等. 仿生模式识别的算法实现与应用[J]. 浙江工业大学学报, 2011, 39(1):71-74. WANG Xianbao, LU Fei, CHEN Yong, et al. Algorithm and application of biomimetic pattern recognition[J]. Journal of Zhejiang University of technology, 2011, 39(1):71-74.
[14] 王守觉, 李兆洲, 陈向东, 等. 通用神经网络硬件中神经元基本数学模型的讨论[J]. 电子学报, 2001, 29(5):577-580. WANG Shoujue, LI Zhaozhou, CHEN Xiangdong, et al. Discussion on the basic mathematical models of neurons in general purpose neurocomputer[J]. Acta electronica sinica, 2001, 29(5):277-280.
[15] WANG Shoujue. A new development on ANN in China-biomimetic pattern recognition and multi weight vector neurons[M]//WANG Guoyin, LIU Qing, YAO Yiyu, et al. Rough Sets, Fuzzy Sets, Data Mining, and Granular Computing. Berlin Heidelberg:Springer, 2003:35-43.
[16] WANG Shoujue. Biomimetics pattern recognition[J]. Neural networks society (INNS, ENNS, JNNS) newsletter, 2003, 1(1):3-5.
[17] WANG Shoujue, LAI Jiangliang. A more complex neuron in biomimetic pattern recognition[C]//Proceedings of International Conference on Neural Networks and Brain. Beijing, China, 2005:1487-1489.
[18] 覃鸿, 王守觉. 多权值神经元网络仿生模式识别方法在低训练样本数量非特定人语音识别中与HMM及DTW的比较研究[J]. 电子学报, 2005, 33(5):957-960. QIN Hong, WANG Shoujue. Comparison of biomimetic pattern recognition, HMM and DTW for speaker-independent speech recognition[J]. Acta electronica sinica, 2005, 33(5):957-960.
[19] 邱立达, 刘天键. 基于蚁群算法的仿生模式识别神经网络构造方法[J]. 闽江学院学报, 2013, 34(2):88-91.QIU Lida, LIU Tianjian. Constructive method of bionic pattern recognition neural networks based on ant colony algorithm[J]. Journal of Minjiang University, 2013, 34(2):88-91.
[20] 胡静, 王辉, 徐小红, 等. 基于同类样本覆盖的BP网络结构设计准则研究[J]. 系统工程与电子技术, 2007, 29(4):605-608. HU Jing, WANG Hui, XU Xiaohong, et al. Study of designing BP neural network structure in congener sample covering[J]. Systems engineering and electronics, 2007, 29(4):605-608.
[21] 李晗, 武妍. 仿生模式识别理论在性别识别中的应用[J]. 计算机工程与应用, 2009, 45(3):181-183. LI Han, WU Yan. Gender identification based on biomimetic pattern recognition[J]. Computer engineering and applications, 2009, 45(3):181-183.
[22] 王改良, 武妍. 基于仿生模式识别理论的声调识别[J]. 计算机应用, 2010, 30(10):2709-2711. WANG Gailiang, WU Yan. Tone recognition based on biomimetic pattern recognition theory[J]. Journal of computer applications, 2010, 30(10):2709-2711.
[23] 杨国为, 王守觉, 刘扬阳. 仿生模式识别的两个关键技术问题研究[J]. 电子学报, 2008, 36(12):2490-2492.YANG Guowei, WANG Shoujue, LIU Yangyang. Research on two key technical problems in biomimetics pattern recognition[J]. Acta electronica sinica, 2008, 36(12):2490-2492.
[24] CAO Wenming, HAO Feng. Geometry algebra neuron based on biomimetic pattern recognition[M]//WANG Hongwei, SHEN Yi, HUANG Tingwen, et al. The Sixth International Symposium on Neural Networks (ISNN 2009). Berlin Heidelberg:Springer, 2009:433-440.
[25] CAO Wenming, HAO Feng. Biomimetic pattern recognition based on the Young-Helmholtz model of multispectral image[C]//Proceedings of International Conference on Artificial Intelligence and Computational Intelligence. Shanghai, China, 2009, 2:398-402.
[26] CAO Wenming, HAO Feng. Multispectral Image Recognition Research Based on Biomimetic Pattern Recognition[C]//Proceedings of the 2nd International Symposium on Electronic Commerce and Security. Nanchang, China, 2009, 2:133-136.
[27] 武妍, 姚潇, 王守觉. 基于重叠空间相对划分的仿生模式识别方法[J]. 模式识别与人工智能, 2008, 21(3):346-350. WU Yan, YAO Xiao, WANG Shoujue. Relative division of overlapping space based biomimetic pattern recognition[J]. Pattern recognition and artificial Intelligence, 2008, 21(3):346-350.
[28] 丁杰, 杨静宇. 一种基于AP的仿生模式识别方法[J]. 计算机科学, 2011, 38(5):224-226, 230. DING Jie, YANG Jingyu. AP clustering based biomimetic pattern recognition[J]. Computer science, 2011, 38(5):224-226, 230.
[29] 赵莹, 高隽, 汪荣贵, 等. 一种新的广义最近邻方法研究[J]. 电子学报, 2004, 32(12A):196-198. ZHAO Ying, GAO Jun, WANG Ronggui, et al. An extended nearest neighbor method based on bionic pattern recognition[J]. Acta electronica sinica, 2004, 32(12A):196-198.
[30] 王丹, 张祥合, 张立, 等. 多维多分辨仿生识别方法及其应用[J]. 吉林大学学报:工学版, 2011, 41(2):408-412. WANG Dan, ZHANG Xianghe, ZHANG Li, et al. Multidimensional and multiresolution biomimetic recognition method and its application[J]. Journal of Jilin university:engineering and technology edition, 2011, 41(2):408-412.
[31] 殷建, 殷业, 徐毅. 基于矢量量化的仿生模式识别方法研究[J]. 无锡职业技术学院学报, 2007, 6(5):31-34. YIN Jian, YIN Ye, XU Yi. Research on bionic pattern recognition on vector quantization method[J]. Journal of Wuxi institute of technology, 2007, 6(5):31-34.
[32] 殷维栋. 覆盖框架与主方向神经网络[J]. 计算机应用, 2008, 28(8):2077-2080, 2083. YIN Weidong. Covering framework and primary direction neural network[J]. Computer applications, 2008, 28(8):2077-2080, 2083.
[33] WANG Shoujue, CHEN Xu, LI Weijun. Object-recognition with oblique observation directions based on biomimetic pattern recognition[C]//Proceedings of International Conference on Neural Networks and Brain. Beijing, China, 2005, 3:1498-1502.
[34] 刘焕云, 王军宁, 何迪, 等. 仿生模式识别目标自适应跟踪算法[J]. 西安电子科技大学学报:自然科学版, 2013, 40(4):142-148. LIU Huanyun, WANG Junning, HE Di, et al. Research on biomimetic pattern recognition for object adaptive tracking algorithm[J]. Journal of Xidian University, 2013, 40(4):142-148.
[35] 黄琦, 魏建明, 刘海涛. 基于仿生模式识别的地面声目标识别方法[J]. 电子测量与仪器学报, 2007, 21(2):62-65. HUANG Qi, WEI Jianming, LIU Haitao. Acoustic target recognition based on biomimetic pattern recognition[J]. Journal of electronic measurement and instrument, 2007, 21(2):62-65.
[36] 王守觉, 曲延锋, 李卫军, 等. 基于仿生模式识别与传统模式识别的人脸识别效果比较研究[J]. 电子学报, 2004, 32(7):1057-1061. WANG Shoujue, QU Yanfeng, LI Weijun, et al. Face recognition:biomimetic pattern recognition vs. traditional pattern recognition[J]. Acta electronica sinica, 2004, 32(7):1057-1061.
[37] 莫华毅, 王志海, 王守觉. 仿生模式识别在人脸识别中的应用[C]//中国人工智能学会第10届全国学术年会论文集. 广州, 中国, 2003:311-316.
[38] 蒋加伏, 袁承伟. 融合PCA与LDA变换的仿生人脸识别研究[J]. 计算机工程与应用, 2010, 46(19):160-163. JIANG Jiafu, YUAN Chengwei. Biomimetic pattern face recognition integration of PCA and LDA transform[J]. Computer engineering and applications, 2010, 46(19):160-163.
[39] 周书仁, 邵晶, 蒋加伏. 基于DCT与LDA的仿生人脸识别研究[J]. 计算机工程与应用, 2011, 47(13):208-211. ZHOU Shuren, SHAO Jing, JIANG Jiafu. Biomimetic pattern face recognition based on DCT and LDA[J]. Computer engineering and applications, 2011, 47(13):208-211.
[40] 陈勇, 王宪保. 基于二进小波变换和仿生模式识别的人脸识别[J]. 计算机工程与应用, 2013, 49(17):186-189.CHEN Yong, WANG Xianbao. Face recognition based on dyadic wavelet transform and biomimetic pattern recognition[J]. Computer engineering and applications, 2013, 49(17):186-189.
[41] 庄德文, 周德龙. 基于LOG-GABOR滤波二值变换的人脸识别[C]//第29届中国控制会议论文集. Beijing, China, 2010.ZHUANG Dewen, ZHOU Delong. Face recognition based on Log-Gabor filter binary transformation[C]//Proceedings of the 29th Chinese Control Conference. Beijing, China, 2010.
[42] 翟懿奎, 甘俊英, 徐颖. 基于局部相位量化与仿生模式的伪装人脸识别算法[J]. 信号处理, 2012, 28(11):1498-1504.ZHAI Yikui, GAN Junying, XU Ying. Disguised face recognition algorithm based on local phase quantization and biomimetic pattern[J]. Signal processing, 2012, 28(11):1498-1504.
[43] XU Ying, ZHAI Yikui, GAN Junying, et al. Disguised face recognition based on local feature fusion and biomimetic pattern recognition[M]//SUN Zhenan, SHAN Shiguang, SANG Haifeng, et al. Biometric Recognition. Switzerland:Springer, 2014:95-102.
[44] 王守觉, 潘晓霞, 徐春燕, 等. 一种基于高维空间覆盖动态搜索方法的非特定人连续数字语音识别的研究[J]. 电子学报, 2005, 33(10):1790-1793. WANG Shoujue, PAN Xiaoxia, XU Chunyan, et al. Research on speaker-independent continuous figure speech-recognition based on high-dimensional space covering and dynamic scanning[J]. Acta electronica sinica, 2005, 33(10):1790-1793.
[45] 张卫强, 刘加, 陈恩庆. 一种基于仿生模式识别思想的固定音频检索方法[J]. 自然科学进展, 2008, 18(7):808-813.
[46] 武妍, 金明曦, 王守觉. 基于仿生模式识别理论的高阶神经网络说话人识别方法[J]. 计算机工程, 2006, 32(12):184-186. WU Yan, JIN Mingxi, WANG Shoujue. Speaker recognition method with high-order neural network based on biomimetics pattern recognition[J]. Computer engineering, 2006, 32(12):184-186.
[47] 李燕萍, 唐振民, 钱博, 等. 基于仿生模式识别的说话人辨认方法研究[J]. 系统仿真学报, 2009, 21(7):1912-1915, 1920. LI Yanping, TANG Zhenmin, QIAN Bo, et al. Method of biomimetic pattern recognition for speaker identification[J]. Journal of system simulation, 2009, 21(7):1912-1915, 1920.
[48] 姚潇, 武妍, 王守觉. 一种基于并行覆盖前馈优先神经网络的说话人识别方法[J]. 计算机科学, 2008, 35(8):125-128. YAO Xiao, WU Yan, WANG Shoujue. Research on speaker recognition based on the parallel coverage of priority ordered neural network[J]. Computer science, 2008, 35(8):125-128.
[49] WU Lili, WANG Shoujue. Study on closed-set speaker identification based on biomimetic pattern recognition[J]. Chinese journal of electronics, 2009, 18(2):259-261.
[50] WANG Shoujue, HUANG Yi, CAO Yu. Study on text-dependent speaker recognition based on Biomimetic Pattern Recognition[M]//WANG Jun, YI Zhang, ZURADA J M, et al. Advances in Neural Networks-ISNN 2006. Berlin Heidelberg:Springer, 2006:158-164.
[51] QIN Hong, WANG Shoujue, SUN Hua. Biomimetic pattern recognition for speaker-independent speech recognition[C]//Proceedings of International Conference on Neural Networks and Brain. Beijing, China, 2005, 2:1290-1294.
[52] 王守觉, 沈孙园, 曹文明. 基于仿生模式识别的小词汇量连续型语音识别的研究[J]. 哈尔滨工程大学学报, 2006, 27(S):1-5. WANG Shoujue, SHEN Sunyuan, CAO Wenming. Research on continuous speech recognition with small vocabulary based on biomimetic pattern recognition[J]. Journal of Harbin engineering University, 2006, 27(S):1-5.
[53] 王宪保, 陈勇, 汤丽平. 结合MFCC分析和仿生模式识别的语音识别研究[J]. 计算机工程与应用, 2011, 47(12):20-22, 26. WANG Xianbao, CHEN Yong, TANG Liping. Speech recognition research based on MFCC Analysis and biomimetic pattern recognition[J]. Computer engineering and applications, 2011, 47(12):20-22, 26.
[54] YE Hong, ZHANG Youzheng, SHEN Jianwei. Study on speech recognition of greeting based on biomimetic pattern recognition[C]//Proceedings of the 2nd International Workshop on Intelligent Systems and Applications. Wuhan, China, 2010:1-4.
[55] 翟懿奎, 曾军英. 一种基于小波奇异值分解的仿生模式虹膜识别算法[J]. 电路与系统学报, 2012, 17(2):43-48. ZHAI Yikui, ZENG Junying. The study of biomimetic pattern iris recognition algorithm based on the wavelet transform and SVD[J]. Journal of circuits and systems, 2012, 17(2):43-48.
[56] XU Ying, LUO Fei, ZHAI Yikui, et al. Joint iris and facial recognition based on feature fusion and biomimetic pattern recognition[C]//Proceedings of International Conference on Wavelet Analysis and Pattern Recognition. Tianjin, China, 2013:202-208.
[57] LI Zhihui, ZHANG Changhai, LIU Yuanning, et al. Research on multiscale iris recognition technology based biomimetic pattern recognition[J]. Chinese journal of electronics, 2006, 15(4A):869-873.
[58] 李颜瑞, 任小康, 李颜琦. 基于仿生模式识别的眉毛识别方法[J]. 佳木斯大学学报:自然科学版, 2010, 28(6):858-860, 879. LI Yanrui, REN Xiaokang, LI Yanqi. Eyebrow recognition based on biomimetic pattern recognition[J]. Journal of Jiamusi University:natural science edition, 2010, 28(6):858-860, 879.
[59] 王建平, 李帷韬, 王金玲, 等. 基于仿生模式识别的手写体汉字识别方法的研究[J]. 中国图象图形学报, 2007, 12(7):1261-1269. WANG Jianping, LI Weitao, WANG Jinling, et al. Research on handwritten Chinese characters recognition based on biomimetic pattern recognition[J]. Journal of image and graphics, 2007, 12(7):1261-1269.
[60] ZHANG Jibin, CONG Shuai, XU Zhiming, et al. A text classifier based on biomimetic pattern recognition[C]//Proceedings of International Conference on Machine Learning and Cybernetics. Baoding, China, 2009, 6:3463-3468.
[61] 苏谦, 邬文锦, 王红武, 等. 基于近红外光谱和仿生模式识别玉米品种快速鉴别方法[J]. 光谱学与光谱分析, 2009, 29(9):2413-2416. SU Qian, WU Wenjin, WANG Hongwu, et al. Fast discrimination of varieties of corn based on near infrared spectra and biomimetic pattern recognition[J]. Spectroscopy and spectral analysis, 2009, 29(9):2413-2416.
[62] 邬文锦, 王红武, 陈绍江, 等. 基于近红外光谱的商品玉米品种快速鉴别方法[J]. 光谱学与光谱分析, 2010, 30(5):1248-1251. WU Wenjin, WANG Hongwu, CHEN Shaojiang, et al. Fast discrimination of commerical corn varieties based on near infrared spectra[J]. Spectroscopy and spectral analysis, 2010, 30(5):1248-1251.
[63] 卢洋, 梁先扬, 李卫军, 等. 基于近红外光谱短波段的玉米品种鉴别研究[J]. 河南大学学报:自然科学版, 2012, 42(3):239-243. LU Yang, LIANG Xianyang, LI Weijun, et al. Study on corn varieties discrimination based on short wave band of NIR spectra[J]. Journal of Henan University (natural cience), 2012, 42(3):239-243.
[64] 曹吾, 李卫军, 王平, 等. 近红外定性分析模型的稳健性与适应性分析[J]. 光谱学与光谱分析, 2014, 34(6):1506-1511. CAO Wu, LI Weijun, WANG Ping, et al. Analysis of the stability and adaptability of near infrared spectra qualitative analysis model[J]. Spectroscopy and spectral analysis, 2014, 34(6):1506-1511.
[65] 柳培忠, 张丽萍, 李卫军, 等. 基于DS算法的玉米近红外定性分析光谱校正方法研究[J]. 光谱学与光谱分析, 2014, 34(6):1533-1537. LIU Peizhong, ZHANG Liping, LI Weijun, et al. Study on spectral calibration of discrimination of corn variety using near-infrared spectra based on DS algorithm[J]. Spectroscopy and spectral analysis, 2014, 34(6):1533-1537.
[66] 贾仕强, 郭婷婷, 唐兴田, 等. 应用近红外光谱进行玉米单籽粒品种真实性鉴定的光谱测量方法研究[J]. 光谱学与光谱分析, 2012, 32(1):103-107. JIA Shiqiang, GUO Tingting, TANG Xingtian, et al. Study on spectral measurement methods in identification of maize variety authenticity based on near infrared spectra of single kernels[J]. Spectroscopy and spectral analysis, 2012, 32(1):103-107.
[67] 贾仕强, 郭婷婷, 刘哲, 等. 基于近红外光谱的带种衣剂玉米种子真实性鉴定方法研究[J]. 光谱学与光谱分析, 2014, 34(11):2984-2988. JIA Shiqiang, GUO Tingting, LIU Zhe, et al. Feasibility study on an approach for identifying corn kernel varieties with seed coating agents via near infrared spectroscopy[J]. Spectroscopy and spectral analysis, 2014, 34(11):2984-2988.
[68] 黄华军, 严衍禄, 申兵辉, 等. 鉴别玉米杂交种纯度的近红外光谱分析技术研究[J]. 光谱学与光谱分析, 2014, 34(5):1253-1258. HUANG Huajun, YAN Yanlu, SHEN Binghui, et al. Near infrared spectroscopy analysis method of maize hybrid seed purity discrimination[J]. Spectroscopy and spectral analysis, 2014, 34(5):1253-1258.
[69] 翟亚锋, 苏谦, 邬文锦, 等. 基于仿生模式识别和近红外光谱的转基因小麦快速鉴别方法[J]. 光谱学与光谱分析, 2010, 30(4):924-928. ZHAI Yafeng, SU Qian, WU Wenjin, et al. Fast discrimination of varieties of transgene wheat based on biomimetic pattern recognition and near infrared spectra[J]. Spectroscopy and spectral analysis, 2010, 30(4):924-928.
[70] 陈阳, 王守觉. 仿生模式识别在细菌基因组水平转移基因预测中的应用[J]. 现代生物医学进展, 2008, 8(8):1518-1521. CHEN Yang, WANG Shoujue. Biomimetic pattern recognition for prediction of horizontal gene transfers in bacteria genomes[J]. Progress in modern biomedicine, 2008, 8(8):1518-1521.
[71] 安冬, 王库, 王守觉. 高维空间点覆盖方法在物种计算机自动分类中的应用[J]. 电子学报, 2006, 34(2):277-281. AN Dong, WANG Ku, WANG Shoujue. A alignment-free sequence comparison method based on whole genomes and its application to virus phylogeny[J]. Acta electronica sinica, 2006, 34(2):277-281.
[72] SU Qian, AN Dong, WANG Ku, et al. An Automatic Classification method of metabolic cycle based on biomimetic pattern recognition[J]. Chinese journal of electronics, 2009, 18(2):332-334.
[73] JIANG Jiafu, WEI He, QI Qi. Medical image segmentation based on biomimetic pattern recognition[C]//Proceedings of WRI World Congress on Software Engineering. Xiamen, China, 2009, 2:375-379.
[74] 吴海珍, 何伟, 蒋加伏, 等. 基于仿生模式识别的医学图像分割方法[J]. 计算机工程与应用, 2009, 45(16):185-187, 192. WU Haizhen, HE Wei, JIANG Jiafu, et al. Medical image segmentation based on biomimetic pattern recognition[J]. Computer engineering and applications, 2009, 45(16):185-187, 192.
[75] 何中市, 王健, 陈永锋, 等. 基于仿生模式识别的孤立性肺结节检测[J]. 广西师范大学学报:自然科学版, 2008, 26(2):106-109. HE Zhongshi, WANG Jian, CHEN Yongfeng, et al. Solitary pulmonary nodules detection based on bionic pattern recognition[J]. Journal of Guangxi normal University:natural science edition, 2008, 26(2):106-109.
[76] GE Yanbin, WU Yan. Towards adaptive classification of motor imagery EEG using biomimetic pattern recognition[M]//HUANG Deshuang, GAN Yong, GUPTA P, GROMIHA M M. Advanced Intelligent Computing Theories and Applications. With Aspects of Artificial Intelligence. Berlin Heidelberg:Springer, 2011:455-460.
[77] 武妍, 徐凯. 基于增量半监督仿生模式识别的运动想象脑电识别[J]. 中国生物医学工程学报, 2011, 30(6):878-884. WU Yan, XU Kai. Motor Imagery EEG recognition based on incremental semi-supervised biomimetic pattern recognition[J]. Chinese journal of biomedical engineering, 2011, 30(6):878-884.
[78] YANG Xiaoli, YANG Siya, HE Qiong, et al. Biomimetic pattern recognition method for breast cancer using gene expression data[J]. Advanced materials research, 2012, 560-561:401-409.
[79] 安冬, 王守觉. 基于仿生模式识别的DOA估计方法[J]. 电子与信息学报, 2004, 26(9):1468-1473. AN Dong, WANG Shoujue. A DOA estimation method based on biomimetic pattern recognition[J]. Journal of electronics & information technology, 2004, 26(9):1468-1473.
[80] 安冬, 王守觉. 基于仿生模式识别和PCA/ICA的DOA估计方法[J]. 电子学报, 2004, 32(9):1448-1451. AN Dong, WANG Shoujue. A DOA estimation method based on biomimetic pattern recognition and PCA/ICA[J]. Acta electronica sinica, 2004, 32(9):1448-1451.
[81] 蒋加伏, 邹红梅. 基于Contourlet变换和仿生模式识别的纹理图像识别方法[J]. 计算机工程与科学, 2010, 32(1):60-63. JIANG Jiafu, ZOU Hongmei. A texture image recognition method based on the Contourlet transform and biomimetic pattern recognition[J]. Computer engineering and science, 2010, 32(1):60-63.
[82] 耿春云, 郭显久. 基于仿生模式识别算法的海洋微藻识别研究[J]. 大连海洋大学学报, 2014, 29(5):525-529. GENG Chunyun, GUO Xianjiu. Recognition of marine microalgae based on bionic pattern recognition[J]. Journal of Dalian Ocean University, 2014, 29(5):525-529.
[83] SHI Haitao, YU Yunhua, KONG Qianqian. Status recognition for electrical parameters of ESPCP based on biomimetic pattern recognition[C]//Proceedings of the 2nd International Workshop on Intelligent Systems and Applications. Wuhan, China, 2010:1-3.
[84] WANG Xiaozhe, WANG Jinping. Research of fault diagnosis based on matching pursuit and biomimetic pattern recognition[C]//Proceedings of the 10th World Congress on Intelligent Control and Automation. Beijing, China, 2012:4848-4852.
[85] 周全强, 张付志, 刘文远. 基于仿生模式识别的未知推荐攻击检测[J]. 软件学报, 2014, 25(11):2652-2665. ZHOU Quanqiang, ZHANG Fuzhi, LIU Wenyuan. Detecting unknown recommendation attacks based on bionic pattern recognition[J]. Journal of software, 2014, 2014, 25(11):2652-2665.
[86] 周全强, 张付志. 基于仿生模式识别的用户概貌攻击集成检测方法[J]. 计算机研究与发展, 2014, 51(4):789-801. ZHOU Quanqiang, ZHANG Fuzhi. Ensemble approach for detecting user profile attacks based on bionic pattern recognition[J]. Journal of computer research and development, 2014, 51(4):789-801.
[87] 闾海荣, 韩慧, 王文渊. 基于仿生模式识别思想的时间序列匹配[J]. 电子学报, 2007, 35(7):1323-1326. LV Hairong, HAN Hui, WANG Wenyuan. Time series matching based on bionic pattern recognition[J]. Acta electronica sinica, 2007, 35(7):1323-1326.
- Similar References:
Memo
-
Last Update:
1900-01-01