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Wavelet denoising and nonlinear analysis of solids concentration signal in circulating fluidized bed riser 被引量:5
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作者 Li-Li Gu Yawen Zhang Jesse Zhu 《Particuology》 SCIE EI CAS CSCD 2020年第2期105-116,共12页
Particles,particle aggregates,and reactor walls complicate the dynamic microstructures of circulating fluidized beds(CFBs).Using local solids concentration data from a 10-m-high and 76.2-mm-inner-diameter riser with F... Particles,particle aggregates,and reactor walls complicate the dynamic microstructures of circulating fluidized beds(CFBs).Using local solids concentration data from a 10-m-high and 76.2-mm-inner-diameter riser with FCC(Fluid Catalytic Cracking)particles(dp=67μm,ρp=1500 kg/m^3),this paper presents an improved denoising process for use before nonlinear chaos analysis.Using the soft-threshold denoising method in the wavelet domain with experimental empty bed signals as base data to estimate the denoising threshold,an efficient denoising algorithm was proposed and used for the dynamic signals in CFBs.Analysis shows that for the local solids concentration time series,high-frequency fluctuations may be one of the system properties,while noise interference can also make a low-frequency contribution.An exact denoising method is needed in such cases.The correlation dimension and Kolmogorov entropy were calculated using denoised data and the results showed that the particle behavior in the CFB is highly complex.Generally,two correlation dimensions coexist in a low-flux CFB.The first correlation dimension is low and corresponds to small-scale fluctuations that reveal a high-frequency pseudo-periodic movement,but the second correlation dimension is high and corresponds to large-scale fluctuations that indicate multi-frequency movements,including particle aggregation and breakage.At the same axial level,the first correlation dimensions change slightly with radial position,and the main tendency is high at the center but slightly lower near the wall.However,the second correlation dimensions show large changes along the radial direction,are again high in the core region,and after r/R≥0.6(r as radial position,R as radius of the riser),the dimensions clearly drop down.This indicates that the particle behavior is more complex and has higher degrees of freedom at the center,but clusters near the wall are restrained to some degree because of wall effects. 展开更多
关键词 Circulating fluidized bed riser wavelet transform Soft threshold denoising time delay embedding Correlation dimension Kolmogorov entropy
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条件异方差双门限自回归模型的门限和延时的小波估计 被引量:1
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作者 李元 叶维彰 +1 位作者 黄香 谢衷洁 《应用数学学报》 CSCD 北大核心 2001年第3期361-376,共16页
本文讨论了条件异方差双门限自回归模型的门限和延时的识别问题.通过经验小波系数;给出了门限个数和门限以及延时的估计.在较弱的条件下,证明了所给的估计是相合的.
关键词 延时 门限 条件异方差 自回归模型 小波估计 非线性时间序列 DTARCH模型
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