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Robust Dataset Classification Approach Based on Neighbor Searching and Kernel Fuzzy C-Means 被引量:7
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作者 Li Liu Aolei Yang +3 位作者 Wenju Zhou Xiaofeng Zhang Minrui Fei xiaowei tu 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI 2015年第3期235-247,共13页
Dataset classification is an essential fundament of computational intelligence in cyber-physical systems(CPS).Due to the complexity of CPS dataset classification and the uncertainty of clustering number,this paper foc... Dataset classification is an essential fundament of computational intelligence in cyber-physical systems(CPS).Due to the complexity of CPS dataset classification and the uncertainty of clustering number,this paper focuses on clarifying the dynamic behavior of acceleration dataset which is achieved from micro electro mechanical systems(MEMS)and complex image segmentation.To reduce the impact of parameters uncertainties with dataset classification,a novel robust dataset classification approach is proposed based on neighbor searching and kernel fuzzy c-means(NSKFCM)methods.Some optimized strategies,including neighbor searching,controlling clustering shape and adaptive distance kernel function,are employed to solve the issues of number of clusters,the stability and consistency of classification,respectively.Numerical experiments finally demonstrate the feasibility and robustness of the proposed method. 展开更多
关键词 Dataset classification neighbor searching variable weight kernel fuzzy c-means robustness estimation
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An Improved Torque Sensorless Speed Control Method for Electric Assisted Bicycle With Consideration of Coordinate Conversion
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作者 Tinghua Li Qinghua Yang +1 位作者 xiaowei tu Bin Ren 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2020年第6期1575-1584,共10页
In this paper,we propose an improved torque sensorless speed control method for electric assisted bicycle,this method considers the coordinate conversion.A low-pass filter is designed in disturbance observer to estima... In this paper,we propose an improved torque sensorless speed control method for electric assisted bicycle,this method considers the coordinate conversion.A low-pass filter is designed in disturbance observer to estimate and compensate the variable disturbance during cycling.A DC motor provides assisted power driving,the assistance method is based on the realtime wheel angular velocity and coordinate system transformation.The effect of observer is proved,and the proposed method guarantees stability under disturbances.It is also compared to the existing methods and their performances are illustrated through simulations.The proposed method improves the performance both in rapidity and stability. 展开更多
关键词 Coordinate conversion disturbance observer electric assisted power inertial measurement unit speed control
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Chromosomal Karyotypes of Medicinal Plant Gynura medica
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作者 Sanwei FAN Lihui DONG +4 位作者 Qingzhi LING xiaowei tu Zhi LIN Lili GAO Zhaojun WEI 《Agricultural Biotechnology》 CAS 2012年第3期15-17,共3页
[ Objective] This study aimed at investigating the chromosomal characteristics and karyotypes of Gynura medica. [ Method ] Stem tips of G. medica seedlings were taken every 20 min from 6:30 to 10:30 am, and then wer... [ Objective] This study aimed at investigating the chromosomal characteristics and karyotypes of Gynura medica. [ Method ] Stem tips of G. medica seedlings were taken every 20 min from 6:30 to 10:30 am, and then were treated and squashed. The slices were observed under a microscope for investigating the chromosomal number and karyotypes of the cells in metaphase in which the chromosomes were well dispersed. [ Result] In the total 102 stem tip cells in meta- phase, 96.08% of cells were with 20 chromosomes, and 3.92% of cells were with 40 chromosomes. Optimal time for sampling was from 7:50 to 9:30 am, when more cells were in metaphase. [Conclusion] C. medica is the diploid plant with 20 chromosomes. Karyotype analysis gets formula 2n = 2x = 20m, and all 10 pairs of chromosomes belong to type 1A. The article reporls the chromosomes characteristics of G. rnedica firstly. 展开更多
关键词 Gynura reedica CHROMOSOME KARYOTYPE
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