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基于k值优化VMD-WT的血糖信号降噪方法研究
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作者 吕生 容芷君 +3 位作者 许莹 但斌斌 代超 朱潘蕾 《电子设计工程》 2024年第2期1-5,共5页
针对血糖信号受高频随机噪声干扰进而影响血糖预测精度的问题,提出一种基于k值优化VMD-WT的血糖信号降噪方法。在不同模态数k下,对血糖信号进行变分模态分解(VMD)预分解,基于原信号与残差信号间的相关性越小信号分解越完全的原则,确定最... 针对血糖信号受高频随机噪声干扰进而影响血糖预测精度的问题,提出一种基于k值优化VMD-WT的血糖信号降噪方法。在不同模态数k下,对血糖信号进行变分模态分解(VMD)预分解,基于原信号与残差信号间的相关性越小信号分解越完全的原则,确定最优k值并分解信号,利用小波阈值(WT)处理含噪高频模态,将降噪高频模态与其余模态重构得到更纯净的血糖信号。实验结果显示,在信噪比方面,降噪血糖比经验模态分解法提高1.8346 dB,提前60 min预测的MAPE为4.9083%,相对于经验模态分解法、未降噪信号分别降低1.6%、2.9%,表明该方法可抑制噪声并保留高频有用信息,降噪效果更好。 展开更多
关键词 血糖信号 降噪 变分模态分解 相关性 小波阈值
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Lipopolysaccharide/Toll-like receptor 4 signaling pathway involved Qingdu decoction treating severe liver injury merging with endotoxemia
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作者 Cao Wubing Du Yuqiong +5 位作者 Gao Lianyin Che Niancong Zhang Qiuyun Fu Xiuwen Luo Jiajia Wang Rongbing 《Journal of Traditional Chinese Medicine》 SCIE CAS CSCD 2017年第3期371-377,共7页
OBJECTIVE: To investigate the protective effects and underlying mechanism of Qingdu decoction(QDD) on experimental rats with severe liver injury induced by thioacetamide(TAA).METHODS: A total of 40 Wistar rats were ra... OBJECTIVE: To investigate the protective effects and underlying mechanism of Qingdu decoction(QDD) on experimental rats with severe liver injury induced by thioacetamide(TAA).METHODS: A total of 40 Wistar rats were randomly divided into normal group(n = 10) and experimental group(n = 30). Rats were administrated the same content of saline in normal group. The rats inthe experimental group were pretreated with TAA at dose of 12 mg/kg lasting 8 weeks, and from 9th week to 12 th week, with TAA at concentration of 36mg/kg. During the 9th week to 12 th week period,the rats were randomly divided into three subgroups(n = 10 each) simultaneously based on the treatment categories: model group, lactulose(LA,3.5 m L/kg) group and QDD(5.95 g/kg) group, orally once per day respectively. At the 12 th week, the content of serum alanine transaminase(ALT), aspartate transaminase(AST), total bilirubin(TBIL), endotoxin(ET) and tumor necrosis factor α(TNF-α) was detected by automatic biochemical analyzer. The plasma prothrombin time(PT), prothrombin time-international normalized ratio(PTR) and prothrombin time activity(PTA) were measured by automatic coagulation analyzer. The level of lipopolysaccharide(LPS)-binding protein(LBP), cluster differentiation 14(CD14) and Toll-like receptor 4(TLR4) expressions was measured by both western blot(WB) and real-time polymerase chain reaction(real-time PCR).RESULTS: Compared with the model group, hepatic morphology in the QDD group was improved under light microscope and transmission electron microscope; at the same time, the contents of serum ALT, AST, TBIL, ET and TNF-α, and level of LBP, CD14 and TLR4 expressions in liver tissues were significantly decreased compared with the model group(P < 0.05), while PTA in the QDD group was enhanced(P < 0.05).CONCLUSION: QDD has the functional effect on improving the injured liver through inhibiting the LPS/TLR4 signaling pathway thus decreasing the level of the inflammatory medicators. 展开更多
关键词 THIOACETAMIDE Lipopolysaccharides Antigens CD14 Toll-like receptor 4 Endotoxin
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