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学生表情逐渐成为感知学生状态的重要途径,因此准确的识别学生表情因具有重要价值而受到广泛的关注.本文针对学生表情识别这一问题,提出基于数据融合与迁移学习的识别模型,该模型融合3个数据集,以解决学生表情数据缺乏与多样性问题,同时引入迁移学习来提升预测精度.在数据集及实际学生表情图像上的实验结果表明,本文提出的模型可以准确识别学生表情,提升了预测精度. 相似文献
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Shuang Xia Yukun Chen Jinfeng Tian Jinfeng Shi Chengzhen Geng Huawei Zou Mei Liang Zhibo Li 《Advanced functional materials》2021,31(26):2101143
Gecko-inspired microfibrillar adhesives have achieved great progress in microstructure design and adhesion improvement over the past two decades. Space applications nowadays show great interest in this material for the characteristics of reversible adhesion and universal van der Waals interactions. However, the impact of harsh environment of space on the performance of microfibrillar adhesives, especially the extreme low temperature, is rarely addressed. Herein, microfibrillar adhesives fabricated by phenyl containing polydimethylsiloxane (p-PDMS) elastomers with superior low-temperature reversible adhesion is proposed. p-PDMS elastomers are synthesized through one-pot anionic ring-opening copolymerization, and the resulting elastomers become non-crystallizable with excellent low-temperature elasticity. Low-temperature adhesion tests demonstrate that the adhesion strength of microfibrillar adhesives fabricated by p-PDMS elastomers can be well maintained to as low as −120 °C. In contrast, the adhesion strength of pure PDMS microfibrillar adhesive reduces more than 50% below its crystallization temperature. The low-temperature cyclic adhesion tests further demonstrate that p-PDMS microfibrillar adhesives exhibit superior reversible adhesion compared to that of PDMS microfibrillar adhesives, owing to the sustainable conformal contact and even distribution of loads over repeated cycles. This study provides a new fabrication strategy for microfibrillar adhesives, and is beneficial for the practical application of microfibrillar adhesives. 相似文献
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为了研究聚合物对水力旋流器内油滴聚结与分离效率的影响规律,以螺旋导流内锥式旋流器为研究对象,利用群体平衡模型(PBM)方法对不合聚与含聚0.5‰工况下油水两相在旋流器内的速度场、黏度场、油滴聚结、运移特性及分离效率进行数值分析,并通过实验验证.结果 表明:聚合物的加入增大了水相黏度,使油滴在旋流器内最大停留时间与轴向运动距离增加,增加了油滴碰撞聚结的机会,但降低轴心处油滴向上运动的轴向速度,使油滴无法快速从溢流口流出,最终从底流口流出,增加油水分离的难度.与不合聚时相比,含聚0.5‰工况下,轴心处的油滴粒径与含油体积分数较高,但简化分离效率由99.79%降低至94.72%.通过马尔文粒度仪对两种工况下入口与出口的油滴粒径进行测试,含聚0.5‰时溢流与底流口油滴粒径高于不合聚时,验证了模拟的准确性. 相似文献
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Cuiping Yu Shuang Sun Sihui Li Huijia Yan Henan Zou 《International Journal of Food Science & Technology》2022,57(2):1173-1185
In this study, the effect of high-intensity ultrasound (HIUS) (200 and 400 W for 0, 5, 10 and 15 min respectively) on conformational changes, physicochemical, rheological and emulsifying properties of scallop (Patinopecten yessoensis) myofibrillar protein (SMP) was investigated. HIUS-treated SMP had lower α-helix content and higher β-sheet content compared with the native SMP. HIUS treatment induced the unfolding of SMP and increased the surface hydrophobicity. The particle size of SMP decreased and the absolute zeta-potential increased after ultrasonication, which in turn increased the solubility of SMP. The conformational changes and the improvement of physicochemical properties of SMP increased the ability for SMP to lower the interfacial tension at the oil–water interface and increased the percentage of adsorbed protein. As a result, the emulsifying properties, rheological properties of SMP and storage stability of emulsions were also improved. In conclusion, HIUS treatment has future potential for improving the emulsifying properties of SMP. 相似文献
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Miao Hu Xiaoqian Du Guannan Liu Shuang Zhang Haibo Wu Yang Li 《International Journal of Food Science & Technology》2022,57(7):3892-3902
The effects of soybean variety and germination time on structural changes, antinutritional factor content, antioxidant activity of germinated soybean, and on the functional properties of soymilk were comprehensively investigated. The results showed that the antioxidant activity increased with increasing germination time. The content of antinutritional factors decreased with increasing germination time. Soybean varieties with the lowest tannin and trypsin inhibitor content were DN690 and HJ1. Lipoxygenase activity and phytic acid content showed no significant differences among soybean varieties. The content of α-helices and β-turns in soybean protein decreased with increasing germination time, while the content of β-sheets was increased. Soybean protein was progressively broken down into smaller molecular peptides during the germination process. The digestion and content of soluble protein in soymilk increased with germination. In summary, we show that germination is an effective, cheap, and green method that improves the functional properties of soybean and soymilk. 相似文献
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本文介绍了无证书签名的基本工作原理,介绍并分析了Hashimoto等人提出的一种无证书签名方案,对该方案进行了Ⅰ类型攻击,证明了该方案是不安全的,不能抵御超Ⅰ类型对手的攻击,对该方案提出了改进措施。 相似文献
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Qi Shuang Xiang WenXin Cai LiXun Liu XiaoKun Shao ChunBing Ning FangMao Shi JinHua Yu WeiWei 《中国科学:技术科学(英文版)》2021,64(12):2577-2585
Science China Technological Sciences - Mixed-mode I-II crack-based fatigue crack propagation (FCPI-II) usually occurs in engineering structures; however, no theoretical formula or effective... 相似文献
10.
Shuang Chen Chao Yu Zhanfang Cao Xiaoping Huang Shuai Wang Hong Zhong 《International Journal of Hydrogen Energy》2021,46(10):7037-7046
The development of efficient and stable oxygen evolution reaction (OER) catalysts is an ongoing challenge. In order to solve the problem of low oxygen evolution efficiency of the current OER catalysts, a novel material was synthesized by the incorporation of NiFeCr-LDH and MoS2, and its structural and electrochemical properties were also investigated. The introduction of MoS2 improves the electrochemical performance of NiFeCr-LDH. The polarization curve shows that the potential of composite material is only 1.50 V at a current density of 10 mA cm?2, which is far superior to commercial precious metal catalysts. In addition, the stability experiment shows that the composite material has excellent stability, and the current density has little change after 500 cycles. Furthermore, we found that some metal ions, such as Ni, Cr and Mo, exist in the form of high valence on the surface of NiFeCr-LDH@MoS2, which is also conducive to the occurrence of oxygen evolution reaction. 相似文献