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32.
半透射高光谱结合流形学习算法同时识别马铃薯内外部缺陷多项指标 总被引:2,自引:0,他引:2
针对马铃薯内外部缺陷多项指标难以同时识别的问题,提出了一种半透射高光谱成像技术采用流形学习降维算法与最小二乘支持向量机(LSSVM)相结合的方法,该方法可同时识别马铃薯内外部缺陷的多项指标。试验以315个马铃薯样本为研究对象,分别采集合格、外部缺陷(发芽和绿皮)和内部缺陷(空心)马铃薯样本的半透射高光谱图像,同时为了符合生产实际,将外部缺陷马铃薯的缺陷部位以正对、侧对和背对采集探头的随机放置方式进行高光谱图像采集。提取马铃薯样本高光谱图像的平均光谱(390~1 040 nm)进行光谱预处理,然后分别采用有监督局部线性嵌入(SLLE)、局部线性嵌入(LLE)和等距映射(Isomap)三种流形学习算法对预处理光谱进行降维,并分别建立基于纠错输出编码的最小二乘支持向量机(ECOC-LSSVM)多分类模型。通过分析和比较建模结果,确定SLLE为最优降维算法,SLLE-LSSVM为最优马铃薯内外部缺陷识别模型,该方法对测试集合格、发芽、绿皮和空心马铃薯样本的识别率分别达到96.83%,86.96%,86.96%和95%,混合识别率达到93.02%。试验结果表明:基于半透射高光谱成像技术结合SLLE-LSSVM的定性分析方法能够同时识别马铃薯内外部缺陷的多项指标,为马铃薯内外部缺陷的快速在线无损检测提供了技术参考。 相似文献
33.
Rui CHEN Wei WANG Tongle BU Zhiliang KU Jie ZHONG Yong PENG Shengqiang XIAO Wei YOU Fuzhi HUANG Yibing CHENG Zhengyi FU 《物理化学学报》2019,35(4):401-407
Organic-inorganic hybrid perovskite solar cells (PSCs) have attracted significant attention owing to their high absorption coefficient and ambipolar charge transport properties. With only several years of development, the power conversion efficiency (PCE) has increased from 3.8% to 22.7%. In general, PSCs have two types of structural architecture: mesoporous and planar. The latter possesses higher potential for commercialization due to its simpler structure and fabrication process, especially the inverted planar structure, which possesses negligible hysteresis. In an inverted PSC, the electron transport materials (ETM) are deposited on a perovskite film. Only a few ETMs can be used for inverted PSCs as the perovskite film is easily damaged by the solvent used to dissolve the ETM. Furthermore, the energy levels of the ETM should be well aligned with that of the perovskites. Normally it is difficult to use inorganic ETMs as they require high temperatures for the annealing process to improve the electron conductivity; the perovskite film cannot sustain these high temperatures. To date, the fullerene derivative, [6, 6]-phenyl-C61-butyric acid methyl ester (PCBM), is the most commonly used organic ETM for high efficiency inverted planar PSCs. However, the high manufacturing cost due to its complex synthesis retards the industrialization of the PSCs. Here, we introduce a fullerene pyrrolidine derivative, N-methyl-2-pentyl-[60]fullerene pyrrolidine (NMPFP), synthesized via the Prato reaction of C60 directly with cheap hexanal and sarcosine. Then the NMPFP electron transport layer (ETL) was prepared by a simple solution process. The properties of the resulting NMPFP ETLs were characterized using UV-Vis absorption spectroscopy, cyclic voltammetry measurements, atomic force microscopy, and conductivity test. From the results of the UV-Vis absorption spectroscopy and cyclic voltammetry measurements, the LUMO level of NMPFP ETL was calculated to be 0.2 eV higher than that of the PCBM ETL. This contributes to a higher open-circuit photovoltage. In addition, the NMPFP film presented higher conductivity than the PCBM film. Thus, the photo-generated charge carriers in the perovskite films should be transported more efficiently to the NMPFP electron transport layer (ETL) than to the PCBM ETL. This was confirmed by the results of the steady-state photoluminescence spectroscopy. Finally, the NMPFP as an alternative low-cost ETL was employed in an inverted planar PSC to evaluate the device performance. The device made with the NMPFP ETL yielded an efficiency of 13.83% with negligible hysteresis, which is comparable to the PCBM counterpart devices. Moreover, since stability is another important parameter retarding the commercialization of PSCs, the stability of the PCBM and NMPFP base PSCs were investigated and compared. It was found that the NMPFP devices possessed significantly improved stability due to the higher hydrophobicity of the NMPFP. In conclusion, this research demonstrates that NMPFP is a promising ETL to replace PCBM for the industrialization of cheap, efficient and stable inverted planar PSCs. 相似文献
34.
本文对文献提出一些不同的见解,对联系边界条件有另外的提法,在处理方法上亦有不同。本文认为耦合槽可以分为浅槽和深槽两种形式,首先对槽口的电场作了近似估计,然后用格林张量函数求出矩形和圆形波导耦合时的电磁场,再用边界条件得出本征方程;对于本征方程,认为可以用两个电路的导纳相等来理解。本文亦对耦合波导管的传输常数和原有波导管传输常数加以讨论,最后再对某些应用上的问题加以简单的讨论。 相似文献
35.
[Ni(py)3(SHSH)]·1.5(py)的合成、晶体结构及电化学性质研究 总被引:1,自引:0,他引:1
以DMF和吡啶为溶剂合成了镍的水杨醛缩水杨酰肼Schiff碱(SHSH)的配合物[Ni(py)3(SHSH)]·1.5(py)(其中py代表吡啶),成功培养出了单晶。通过UV、IR、元素分析和X射线衍射等进行了表征。中心镍离子与Schiff碱提供的2个氧原子和1个氮原子以及3个溶剂吡啶的氮原子参与了配位,形成了六配位的变形八面体构型,存在分子内氢键和分子间氢键。晶体属单斜晶系,空间群:P21/n。采用循环伏安法研究了其在吡啶和DMF溶液中的电化学性质。 相似文献
36.
Carl Amthor 《Fresenius' Journal of Analytical Chemistry》1885,24(1):30-33
Ohne Zusammenfassung 相似文献
37.
L. Medicus B. Kayser V. Wartha E. J. Maumené L. Roesler B. Haas Leopold Weigert Massanori Ogáta Jay E. Egger Carl Amthor C. Schmitt A. Cobenzl Josef Bosenhek Blarez Lys Gobba Chiappe F. Strohmer J. Uffelmann H. W. Vogel L. Mourad Krohn S. Kiticsán 《Analytical and bioanalytical chemistry》1885,24(1):276-291
38.
Carl Amthor 《Fresenius' Journal of Analytical Chemistry》1888,27(1):364-365
Ohne Zusammenfassung 相似文献
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