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Application of Hidden Markov Models in Speech Command Recognition 被引量:2
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作者 Shing-Tai Pan Zong-Hong Huang +3 位作者 Sheng-Syun Yuan xu-yu li Yu-De Su Jia-Hua li 《Journal of Mechanics Engineering and Automation》 2020年第2期41-45,共5页
In this study,vector quantization and hidden Markov models were used to achieve speech command recognition.Pre-emphasis,a hamming window,and Mel-frequency cepstral coefficients were first adopted to obtain feature val... In this study,vector quantization and hidden Markov models were used to achieve speech command recognition.Pre-emphasis,a hamming window,and Mel-frequency cepstral coefficients were first adopted to obtain feature values.Subsequently,vector quantization and HMMs(hidden Markov models)were employed to achieve speech command recognition.The recorded speech length was three Chinese characters,which were used to test the method.Five phrases pronounced mixing various human voices were recorded and used to test the models.The recorded phrases were then used for speech command recognition to demonstrate whether the experiment results were satisfactory. 展开更多
关键词 HMMs Mel-frequency cepstral coefficients speech command recognition vector quantization
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Optimizing luminescence sensitivity and moisture stability of porous coordination frameworks by varying ligand side groups
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作者 Jia-Wen Ye xu-yu li +1 位作者 Hao-Long Zhou Jie-Peng Zhang 《Science China Chemistry》 SCIE EI CAS CSCD 2019年第3期341-346,共6页
Hydrophobic ethyl, butyl or hexyl groups were introduced into the dicarboxylate ligand in the fluorescent porous coordination framework [Zn_2(fda)_2(bpy)](LMOF-202, H_2fda=9H-fluorene-2,7-dicarboxylic acid, bpy=4,4′-... Hydrophobic ethyl, butyl or hexyl groups were introduced into the dicarboxylate ligand in the fluorescent porous coordination framework [Zn_2(fda)_2(bpy)](LMOF-202, H_2fda=9H-fluorene-2,7-dicarboxylic acid, bpy=4,4′-bipyridine) for improving water stability and tuning oxygen sensitivity. The long hexyl groups gave satisfactory water stability but its oxygen sensitivity is low(70.8% fluorescence quenched at 1 bar O_2(1 bar=105 Pa)). In contrast, the shorter side groups gave high oxygen sensitivity(93.9% fluorescence quenched at 1 bar O_2) and low water stability. The derivation of the Stern-Volmer curves of the O_2 luminescence quenching data from the linear form can be used for detecting trace impurities in the luminescent framework, being much more sensitive than conventional methods such as powder X-ray diffraction. Mixing the ethyl and hexyl groups in the solid-solution manner brought high oxygen sensitivity(96.4% fluorescence quenched at 1 bar O_2) and high water stability simultaneously in the same coordination framework. 展开更多
关键词 METAL-ORGANIC framework water STABILITY oxygen fluorescence sensor
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