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基于多注意力和变分编码时序网络的发动机剩余使用寿命预测方法
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作者 杨凯旋 赵书健 +4 位作者 魏佳隆 李良 苏本淦 刘扬 赵振 《计算机测量与控制》 2023年第7期42-48,56,共8页
准确可靠的剩余使用寿命(RUL)预测结果可为决策者提供有价值的信息,以采取适当的维护策略,最大限度地利用设备,避免昂贵的故障维修费用;为了从高噪声的真实工况中对发动机故障进行有效诊断,提出了一种融合多注意力机制和变分编码的时序... 准确可靠的剩余使用寿命(RUL)预测结果可为决策者提供有价值的信息,以采取适当的维护策略,最大限度地利用设备,避免昂贵的故障维修费用;为了从高噪声的真实工况中对发动机故障进行有效诊断,提出了一种融合多注意力机制和变分编码的时序预测模型(MA-VBLSTM),通过嵌入多注意力机制获得所有特征在空间维度和通道维度的不同权重,以提高退化特征的提取能力;采用变分编码器进行退化信息编码并学习数据间深度隐藏的信息;利用双向长短时记忆网络的长短期时序数据双向处理能力实现发动机RUL的预测;实验结果表明,该模型在发动机CMAPSS数据集的FD001、FD002、FD003、FD004子数据集上,RMSE和Score值相比现有方法分别平均降低5.27%和10.70%、1.37%和1.68%、6.37%和26.94%、3.02%和2.06%。 展开更多
关键词 剩余使用寿命 多注意力 变分编码 时序预测 深度学习
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浙江近海海域浮游病毒和异养细菌的时空分布 被引量:1
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作者 李汝伟 徐大鹏 +3 位作者 刘强 姚天舜 赵淑江 焦念志 《生态科学》 CSCD 2017年第5期41-48,共8页
为了解浙江近海海域浮游病毒和异养细菌的时空生态分布,于2014年11月(秋)、2015年1月(冬)、2015年5月(春)和2015年7月(夏)连续4个季节采集了浙江近海海域表层海水样品,采用流式细胞仪技术对样品浮游病毒和异养细菌丰度进行了检测,对其... 为了解浙江近海海域浮游病毒和异养细菌的时空生态分布,于2014年11月(秋)、2015年1月(冬)、2015年5月(春)和2015年7月(夏)连续4个季节采集了浙江近海海域表层海水样品,采用流式细胞仪技术对样品浮游病毒和异养细菌丰度进行了检测,对其时空分布特征及与环境因子的相关性做了分析。从水平分布来看,在4个季节中浮游病毒、异养细菌丰度均为宁波、沈家门、岱山等沿岸海域站位的丰度低,远陆海域东极和枸杞站位的丰度高。从季节变化来看,浮游病毒、异养细菌丰度的季节分布特征同为夏>春>秋>冬,相关性分析结果表明,春、夏、秋、冬4个季节,浮游病毒丰度与异养细菌丰度均为显著正相关。浮游病毒丰度在春、秋、冬季节均与病毒/细菌比值(VBR)显著正相关;夏、秋季节均与盐度显著正相关;春、夏季节均与总磷显著负相关;春季分别于与溶解氧、pH、化学耗氧量(COD)显著正相关。异养细菌在春、秋、冬季节均与VBR显著正相关;春、夏季节与溶解氧显著正相关,冬季与溶解氧显著负相关;春、夏季节与总磷显著负相关;秋、冬季节均与温度、盐度显著正相关;春、冬季节均与COD显著正相关。 展开更多
关键词 浙江近海 浮游病毒 异养细菌 环境因子 流式细胞仪
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Floor heave in the west wing track haulage roadway of the Tingnan Coal Mine: Mechanism and control 被引量:18
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作者 Wang Jiong Guo Zhibiao +2 位作者 Yan Yubiao Pang Jiewen zhao shujiang 《International Journal of Mining Science and Technology》 SCIE EI 2012年第3期295-299,共5页
Floor heave of a roadway is a dynamic phenomenon that often happens in the roadways of coal mines. It seriously affects safe production in the coal mine. Floor heave has long been one of the most difficult problems to... Floor heave of a roadway is a dynamic phenomenon that often happens in the roadways of coal mines. It seriously affects safe production in the coal mine. Floor heave has long been one of the most difficult problems to be resolved during coal mining. An analysis of floor heave in the soft rock surrounding the roadway, and the factors influencing it, allowed the deformation mechanism in the west wing double track haulage roadway of the Tingnan Coal Mine to be deduced. Three types of floor heave are observed there: intumescent floor heave, extrusion and mobility floor heave, and compound floor heave. Control measures are proposed that have been adopted during a recent repair engineering project. Control of the floor heave in the west wing track haulage roadway was demonstrated. The reliability and rationality of a combined support technology including floor anchors, an inverted arch, and anchoring of both sides was verified by mine pressure data and the field observations. Waterproofing measures were also under-taken to assist in the control of floor heave. 展开更多
关键词 Roadway floor heave Engineering soft rock Control measures
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Seasonal Variations of Picoeukaryote Community Structure in Zhoushan Fishing Ground,East China Sea
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作者 YANG Mingyu LIU Qiang +1 位作者 MI Chunrong zhao shujiang 《Journal of Ocean University of China》 SCIE CAS CSCD 2020年第6期1471-1479,共9页
Picoeukaryotes(<2-3μm)are major oceanic primary producers and play a crucial role for the functioning of marine ecosystems.However,the community structure of such communities remains poorly understood,especially i... Picoeukaryotes(<2-3μm)are major oceanic primary producers and play a crucial role for the functioning of marine ecosystems.However,the community structure of such communities remains poorly understood,especially in the East China Sea(ECS).We investigated the seasonal variations of abundance and diversity of picoeukaryotes,and recorded environmental variables,along a transect in Zhoushan Fishing Ground.High-throughput sequencing was used for sequencing the V4-V5 variable region within the 18S rRNA gene to analyze genetic diversity and relative abundance of picoeukaryotes.A total of 40 phyla,68 classes,99 orders,126 families,and 140 genera were observed.The estimated richness and diversity indices were both higher in each season.The composition and dominant picoeukaryotes changed significantly at the class level with the seasons alternating.Basidiomycota,Ciliophora,Ascomycota and Cryptomonadales were observed throughout the year.The Linear Discriminant Analysis(LDA)revealed the predominant discriminant taxa of four seasonal groups.Redundancy analysis(RDA)showed that NO2^−and salinity played very important roles to picoeukaryotes for all the spring samples and DS5 sample in winter,PO4^3−and pH affected mostly picoeukaryotes for winter samples and autumn samples. 展开更多
关键词 PICOEUKARYOTES Zhoushan Fishing Ground high-throughput sequencing 18S rRNA gene community structure DIVERSITY
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Expression Profile of Immune-Associated Genes in the Kidney of Cultured Large Yellow Croaker Larimichthys crocea in the East China Sea Area
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作者 zhao shujiang zhao Qian +5 位作者 CHEN Yinghua LV Baoqiang WU Xiongfei LIU Huihui ZHU Aiyi WU Changwen 《Journal of Ocean University of China》 SCIE CAS 2016年第4期731-739,共9页
To explore the effect of environment conditions on immune activity of fish, eight immune-associated genes responsible for innate immunity were selected from the Gen Bank, i.e. Pgrn-a, Ifit2, P-hepcidin, Lect2, β2m, I... To explore the effect of environment conditions on immune activity of fish, eight immune-associated genes responsible for innate immunity were selected from the Gen Bank, i.e. Pgrn-a, Ifit2, P-hepcidin, Lect2, β2m, Irf1, Il25 and Hsp96, and the m RNA expressions of them in the kidney of cultured large yellow croaker Larimichthys crocea in different sea areas in the East China Sea were examined with q PCR techniques. In the contrasts of immune-associated gene expression between areas and populations, significant differences were found, expression levels of these immune-associated genes were lower in the clear water area than in the poor water quantity area, and lower in May than in October. MY was more sensitive to environmental factors than DQ, which was coincident with the water quality in the culturing areas. Differential analyses of the expression levels of these immune-associated genes showed that significant up-regulation could be triggered by poor environmental factors. The expression patterns indicated that the expression levels of these genes were sensitive to ecological changes, thereby the immune-associated genes, especially Pgrn-a, Ifit2, β2m, Il25 and Hsp96, might serve as immediate and sensitive indicators of population immunologic vigor and ecosystem health. But the expression of immunity-associated genes at the level of gene transcription is highly influenced by multiple factors, and the exact causes or influencing factors of the up-regulation or down-regulation of these genes still need further thorough investigation. 展开更多
关键词 immunity Kidney innate Immune Associated yellow cultured exact triggered populations
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A preliminary analysis of fishery resource exhaustion in the context of biodiversity decline 被引量:8
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作者 zhao shujiang Lü BaoQiang +2 位作者 LI RuWei ZHU AiYi WU ChangWen 《Science China Earth Sciences》 SCIE EI CAS CSCD 2016年第2期223-235,共13页
Marine biodiversity in almost all oceans is being threatened at the genetic, species, and ecosystem levels. The marine ecosystem is being degraded and the extinction rate of marine organisms has accelerated. In this p... Marine biodiversity in almost all oceans is being threatened at the genetic, species, and ecosystem levels. The marine ecosystem is being degraded and the extinction rate of marine organisms has accelerated. In this paper, the potential causes of fishery resource exhaustion in the East China Sea are analyzed, including the change in the stoichiometric composition of seawater with regard to the concentrations of N and P, toxic effects of marine pollution, marine habitat destruction, increased seawater temperatures caused by climate warming, ocean acidification, pressure from overfishing, and the spread of marine pathogenic bacteria. It is believed that the factors mentioned above have significant impact on the exhaustion of fishery resources in the East China Sea. However, considering the cumulative, synergistic, and superimposed effects as well as the amplification effects resulting from their interactions, the actual risk of ecological extinction of marine organisms might be even more severe than that previously estimated. Hence, ecosystem management and research focused on a single risk factor or influencing factor is not enough to prevent marine ecosystem degradation and fishery resource exhaustion. A comprehensive, systematic, effective, and ecosystem-based management policy is imperative for healthy and sustainable fishery development in the East China Sea. 展开更多
关键词 Fishery resources EXHAUSTION EXTINCTION Influencing factor Cumulative effect Superimposed effect Amplifi-cation effect
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