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基于多尺度自适应注意力网络的剩余寿命预测 被引量:4
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作者 刘斌 许靖 +4 位作者 霍美玲 崔学英 谢秀峰 杨栋辉 王嘉 《航空学报》 EI CAS CSCD 北大核心 2023年第5期160-170,共11页
剩余寿命预测是复杂设备系统智能维护决策的关键和前提。不同指标数据间的潜在关系给预测的精度带来了挑战,参数的选择也增加了模型预测的困难。采用多尺度自适应注意力网络训练方法,别从纵向和横向两个维度融合数据间的特征关系,给出... 剩余寿命预测是复杂设备系统智能维护决策的关键和前提。不同指标数据间的潜在关系给预测的精度带来了挑战,参数的选择也增加了模型预测的困难。采用多尺度自适应注意力网络训练方法,别从纵向和横向两个维度融合数据间的特征关系,给出分段非线性目标函数,提高了预测的精度,降低了预测的均方根误差。使用自适应机制自动选择卷积核大小,提高了网络训练的效率。通过对涡扇发动机数据集进行实证分析验证了该方法在复杂系统剩余寿命预测中的有效性。 展开更多
关键词 剩余寿命预测 多尺度学习 自适应注意力 非线性目标函数 复杂系统
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Spatial-resolved metabolomics reveals tissue-specific metabolic reprogramming in diabetic nephropathy by using mass spectrometry imaging 被引量:20
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作者 Zhonghua Wang Wenqing Fu +10 位作者 meiling huo Bingshu He Yaqi Liu Lu Tian Wanfang Li Zhi Zhou Baili Wang Jianzhen Xia Yanhua Chen Jinfeng Wei Zeper Abliz 《Acta Pharmaceutica Sinica B》 SCIE CAS CSCD 2021年第11期3665-3677,共13页
Detailed knowledge on tissue-specific metabolic reprogramming in diabetic nephropathy(DN)is vital for more accurate understanding the molecular pathological signature and developing novel therapeutic strategies.In the... Detailed knowledge on tissue-specific metabolic reprogramming in diabetic nephropathy(DN)is vital for more accurate understanding the molecular pathological signature and developing novel therapeutic strategies.In the present study,a spatial-resolved metabolomics approach based on air flowassisted desorption electrospray ionization(AFADESI)and matrix-assisted laser desorption ionization(MALDI)integrated mass spectrometry imaging(MSI)was proposed to investigate tissue-specific metabolic alterations in the kidneys of high-fat diet-fed and streptozotocin(STZ)-treated DN rats and the therapeutic effect of astragalosideⅣ,a potential anti-diabetic drug,against DN.As a result,a wide range of functional metabolites including sugars,amino acids,nucleotides and their derivatives,fatty acids,phospholipids,sphingolipids,glycerides,carnitine and its derivatives,vitamins,peptides,and metal ions associated with DN were identified and their unique distribution patterns in the rat kidney were visualized with high chemical specificity and high spatial resolution.These region-specific metabolic disturbances were ameliorated by repeated oral administration of astragaloside Ⅳ(100 mg/kg)for 12 weeks.This study provided more comprehensive and detailed information about the tissue-specific metabolic reprogramming and molecular pathological signature in the kidney of diabetic rats.These findings highlighted the promising potential of AFADESI and MALDI integrated MSI based metabolomics approach for application in metabolic kidney diseases. 展开更多
关键词 Spatial-resolved metabolomics Mass spectrometry imaging Diabetic nephropathy Metabolic reprogramming AstragalosideⅣ
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In situ metabolomics in nephrotoxicity of aristolochic acids based on air flow-assisted desorption electrospray ionization mass spectrometry imaging 被引量:20
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作者 Zhonghua Wang Bingshu He +5 位作者 Yaqi Liu meiling huo Wenqing Fu Chunyan Yang Jinfeng Wei Zeper Abliz 《Acta Pharmaceutica Sinica B》 SCIE CAS CSCD 2020年第6期1083-1093,共11页
Understanding of the nephrotoxicity induced by drug candidates is vital to drug discovery and development.Herein,an in situ metabolomics method based on air flow-assisted desorption electrospray ionization mass spectr... Understanding of the nephrotoxicity induced by drug candidates is vital to drug discovery and development.Herein,an in situ metabolomics method based on air flow-assisted desorption electrospray ionization mass spectrometry imaging(AFADESI-MSI)was established for direct analysis of metabolites in renal tissue sections.This method was subsequently applied to investigate spatially resolved metabolic profile changes in rat kidney after the administration of aristolochic acid I,a known nephrotoxic drug,aimed to discover metabolites associated with nephrotoxicity.As a result,38 metabolites related to the arginine-creatinine metabolic pathway,the urea cycle,the serine synthesis pathway,metabolism of lipids,choline,histamine,lysine,and adenosine triphosphate were significantly changed in the group treated with aristolochic acid I.These metabolites exhibited a unique distribution in rat kidney and a good spatial match with histopathological renal lesions.This study provides new insights into the mechanisms underlying aristolochic acids nephrotoxicity and demonstrates that AFADESI-MSI-based in situ metabolomics is a promising technique for investigation of the molecular mechanism of drug toxicity. 展开更多
关键词 Aristolochic acid NEPHROTOXICITY Mass spectrometry imaging In situ metabolomics AFADESI
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