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A Brief Analysis on the Canonization of Walden
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作者 周树霞 《海外英语》 2017年第23期186-186,188,共2页
Walden is composed by Henry David Thoreau who is an illustrious and influential American nature writer and an embodiment of American Transcendentalism. It is a household classic and has been a masterpiece in the Ameri... Walden is composed by Henry David Thoreau who is an illustrious and influential American nature writer and an embodiment of American Transcendentalism. It is a household classic and has been a masterpiece in the American literature and world literature. In the contemporary epoch, investigation into the canonization of Walden can be dynamic, progressive and longlasting. This treatise intends to furnish an all-round scholarship on the canonization of Walden from two perspectives: recognizance of Walden in America, development of literature theory. 展开更多
关键词 THOREAU WALDEN canonization
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基于变量进水强化胞外聚合物蛋白质改善CANON污泥流失研究 被引量:1
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作者 李冬 王远欣 +1 位作者 傅思博 张杰 《中国环境科学》 北大核心 2025年第5期2481-2489,共9页
对比研究了3种不同进水策略对CANON污泥EPS中蛋白质的影响,旨在探求变量进水策略对CANON污泥滞留能力的影响.R1采用常规进水策略作为对照组,而R2和R3采用不同的变量进水策略,分别启动CANON工艺.经过90d的运行后,R1,R2和R3反应器中SVI分... 对比研究了3种不同进水策略对CANON污泥EPS中蛋白质的影响,旨在探求变量进水策略对CANON污泥滞留能力的影响.R1采用常规进水策略作为对照组,而R2和R3采用不同的变量进水策略,分别启动CANON工艺.经过90d的运行后,R1,R2和R3反应器中SVI分别达到了62.93,53.10和57.59mL/g,这说明变量进水的策略可以改善污泥的沉降性能.R2和R3的PN/PS分别达到8.21和7.61,明显高于R1的5.56;三维荧光数据显示,R2的TB-EPS中芳香族蛋白占比达到32.47%,显著高于R1的11.58%和R3的10.5%;这表明变量进水策略会促进TB-EPS中芳香族蛋白的生成,进而提高污泥的疏水性,改善污泥沉降性能.比厌氧氨氧化活性(SAA)分别上升至4.03,4.68和4.36mg N/(g VSS·h),其中R2和R3污泥的SAA达到甚至超过了接种前厌氧氨氧化污泥的SAA,这说明反应器中已经形成了成熟的CANON颗粒污泥.虽然在反应初期R2和R3的微生物活性受到负荷波动的抑制,但随着时间的推移,微生物群体适应了环境变化,恢复了稳定的活性,分别在第54d和第51d实现了CANON工艺的启动.最终在第90d时,R1,R2和R3的总氮去除率分别达到了72.54%,70.14%和73.75%左右,实现了良好的脱氮性能. 展开更多
关键词 CANON 变量进水 蛋白质组成 颗粒污泥 间歇曝气
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Crosstalk among canonical Wnt and Hippo pathway members in skeletal muscle and at the neuromuscular junction
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作者 Said Hashemolhosseini Lea Gessler 《Neural Regeneration Research》 SCIE CAS 2025年第9期2464-2479,共16页
Skeletal muscles are essential for locomotion,posture,and metabolic regulation.To understand physiological processes,exercise adaptation,and muscle-related disorders,it is critical to understand the molecular pathways... Skeletal muscles are essential for locomotion,posture,and metabolic regulation.To understand physiological processes,exercise adaptation,and muscle-related disorders,it is critical to understand the molecular pathways that underlie skeletal muscle function.The process of muscle contra ction,orchestrated by a complex interplay of molecular events,is at the core of skeletal muscle function.Muscle contraction is initiated by an action potential and neuromuscular transmission requiring a neuromuscular junction.Within muscle fibers,calcium ions play a critical role in mediating the interaction between actin and myosin filaments that generate force.Regulation of calcium release from the sarcoplasmic reticulum plays a key role in excitation-contraction coupling.The development and growth of skeletal muscle are regulated by a network of molecular pathways collectively known as myogenesis.Myogenic regulators coordinate the diffe rentiation of myoblasts into mature muscle fibers.Signaling pathways regulate muscle protein synthesis and hypertrophy in response to mechanical stimuli and nutrient availability.Seve ral muscle-related diseases,including congenital myasthenic disorders,sarcopenia,muscular dystrophies,and metabolic myopathies,are underpinned by dys regulated molecular pathways in skeletal muscle.Therapeutic interventions aimed at preserving muscle mass and function,enhancing regeneration,and improving metabolic health hold promise by targeting specific molecular pathways.Other molecular signaling pathways in skeletal muscle include the canonical Wnt signaling pathway,a critical regulator of myogenesis,muscle regeneration,and metabolic function,and the Hippo signaling pathway.In recent years,more details have been uncovered about the role of these two pathways during myogenesis and in developing and adult skeletal muscle fibers,and at the neuromuscular junction.In fact,research in the last few years now suggests that these two signaling pathways are interconnected and that they jointly control physiological and pathophysiological processes in muscle fibers.In this review,we will summarize and discuss the data on these two pathways,focusing on their concerted action next to their contribution to skeletal muscle biology.However,an in-depth discussion of the noncanonical Wnt pathway,the fibro/a dipogenic precursors,or the mechanosensory aspects of these pathways is not the focus of this review. 展开更多
关键词 canonical Wnt"Wingless-related integration site"pathway beta-catenin(CTNNB1) Hippo pathway MYOGENESIS MYOTUBE neuromuscular junction satellite cell skeletal muscle fiber transcriptional co-activator with PDZ-binding motif(TAZ) T-cell-specific transcription factor/lymphoid enhancer-binding factor(TCF/LEF) TEA domain family member(TEAD) transducin-like enhancer of split(TLE) yes-associated protein 1(YAP1)
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The Impact of Major Meteorological Factors in Tobacco Growing Areas on Key Chemical Constituents of Tobacco Leaves
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作者 Guanhui Li Jiati Tang +11 位作者 Qifang Zhang Guilin Ou Yingchao Lin Liping Chen Xiang Li Shengjiang Wu Zhu Ren Zeyu Zhao Xuekun Zhang Benbo Xu Xun Liu Kesu Wei 《Phyton-International Journal of Experimental Botany》 2025年第8期2385-2398,共14页
To clarify the relationships between the main chemical components in flue-cured tobacco in Guizhou and field meteorological factors during the tobacco growing period,the contributions of meteorological factors to the ... To clarify the relationships between the main chemical components in flue-cured tobacco in Guizhou and field meteorological factors during the tobacco growing period,the contributions of meteorological factors to the chemical composition of flue-cured tobacco and related componentswere explored in this study.Theflue-cured tobacco variety Y87 was used as the experimental material,and tobacco samples and meteorological data were collected from seven typical tobacco-growing areas in Guizhou Province.Using a random forest model and canonical correlation analysis,the impact and contribution of the monthly mean temperature,precipitation,and sunshine duration during the field growing period to the chemical indicators of tobacco leaves were investigated.During the growing period of flue-cured tobacco in Guizhou,meteorological factors showed considerable variation,with the magnitude of change decreasing in the order of precipitation,sunshine duration,and mean temperature.Precipitation in April,mean temperature in June and August,and sunshine duration in April and May had the most significant impacts on the main chemical components of tobacco leaves,particularly nicotine,total sugar,and starch,with coefficients of variation reaching 14.93%,14.59%,and 24.27%,respectively.The precipitation in May and June,mean temperature in August,and sunshine duration in June played key roles in influencing the nitrogen-nicotine ratio and total-reducing sugar ratio.Moreover,the mean temperature in May,precipitation in July,and mean temperature in July substantially contributed to the nicotine and total nitrogen contents,with contribution rates of 19.17%,12.19%,and 17.36%,respectively,to the nicotine content.Sunshine duration in May,mean temperature in August,and sunshine duration in July significantly contributed to starch content,with rates of 17.45%,15.34%,and 13.27%.During the root extension stage,vigorous growth stage,and maturation stage,meteorological factors primarily affected the accumulation of nitrogenous compounds such as nicotine and total nitrogen.Themean temperatures in May and July contributed 19.17% and 17.36% respectively to nicotine accumulation;whereas during the maturation stage and harvest stage,these factors mainly impacted the accumulation of carbohydrates such as starch and total sugars,The mean temperature in August and sunshine duration in July contributed 15.34% and 13.27% respectively to starch accumulation.Therefore,ensuring tobacco seedling transplantation is completed before May and appropriately extending the maturation period can promote the accumulation of carbon-nitrogen compounds in tobacco leaves and improve leaf quality. 展开更多
关键词 Meteorological factors chemical composition random forest canonical correlation analysis
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High-throughput screening and evaluation of double-linker metal–organic frameworks for CO_(2)/H_(2)adsorption and separation
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作者 Ji-Long Huang Xiu-Ying Liu +2 位作者 Hao Chen Xiao-Dong Li Jing-Xin Yu 《Chinese Physics B》 2025年第2期408-417,共10页
The capture of CO_(2)from CO_(2)/H_(2)gas mixtures in syngas is a crucial issue for hydrogen production from steam methane reforming in industry,as the presence of CO_(2)directly affects the purity of H_(2).A combinat... The capture of CO_(2)from CO_(2)/H_(2)gas mixtures in syngas is a crucial issue for hydrogen production from steam methane reforming in industry,as the presence of CO_(2)directly affects the purity of H_(2).A combination of a high-throughput screening method and grand canonical Monte Carlo simulation was utilized to evaluate and screen 1725 metal–organic frameworks(MOFs)in detail as a means of determining their adsorption performance for CO_(2)/H_(2)gas mixtures.The adsorption and separation performance of double-linker MOFs was comprehensively evaluated using eight evaluation indicators,namely,the largest cavity diameter,accessible surface area,pore occupied accessible volume,porosity,adsorption selectivity,working capacity,adsorbent performance score and percent regeneration.Six optimal performance frameworks were screened to further study their single-component adsorption and binary competitive adsorption of CO_(2)/H_(2)respectively.The CO_(2)adsorption selectivity at different CO_(2)/H_(2)feed ratios was also evaluated,which indicated their excellent adsorption and separation performance.The microscopic adsorption mechanisms for CO_(2)and H_(2)at the molecular level were investigated by analyzing the radial distribution function and density distribution.This study may provide directional guidance and reference for subsequent experiments on the adsorption and separation of CO_(2)/H_(2). 展开更多
关键词 metal–organic framework ADSORPTION SEPARATION high-throughput screening grand canonical Monte Carlo simulation
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Discrete Bai distribution function and its sampling requirements
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作者 Yushi Zheng Min Wan John J.Healy 《Advanced Photonics Nexus》 2025年第1期30-41,共12页
In recent years,many phase space distributions have been proposed,and one of the more independently interesting is the Bai distribution function(BDF).The BDF has been shown to interpolate between the instantaneous aut... In recent years,many phase space distributions have been proposed,and one of the more independently interesting is the Bai distribution function(BDF).The BDF has been shown to interpolate between the instantaneous auto-correlation function and the Wigner distribution function,and be applied in linear frequency modulated signal parameter estimation and optical partial coherence areas.Currently,the BDF is only defined for continuous signals.However,for both simulation and experimental purposes,the signals must be discrete.This necessitates the development of a BDF analysis workflow for discrete signals.In this work,we analyze the sampling requirements imposed by the BDF and demonstrate their correctness by comparing the continuous BDFs of continuous test signals with their numerically approximated counterparts.Our results permit more accurate simulations using BDFs,which will be useful in applying them to problems such as partial coherence. 展开更多
关键词 phase space optics linear canonical transforms numerical Fourier optics Bai distribution function.
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Research on the Impact of Conception Vessel Dredging Therapy Based on the Theory of Shifting Essence and Changing Qi in Inner Canon of Huangdi on Physical and Mental Health
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作者 Yizhou Shen Fengrun Liu 《Journal of Clinical and Nursing Research》 2025年第5期152-158,共7页
This study,based on the theory of shifting essence and changing Qi in Inner Canon of Huangdi,deeply explores the theoretical basis,operation method of Conception Vessel Dredging Therapy and its influence on human heal... This study,based on the theory of shifting essence and changing Qi in Inner Canon of Huangdi,deeply explores the theoretical basis,operation method of Conception Vessel Dredging Therapy and its influence on human health.Through case analysis and the statistical analysis of medical records during the pandemic,it reveals the remarkable effects of this method in regulating the endocrine system,improving metabolism,and relieving physical and mental diseases.It provides a theoretical and practical basis for the application of traditional Chinese medicine anti-aging therapy in the modern health field,and helps to explore new ways to delay aging and improve physical and mental health. 展开更多
关键词 Shifting essence and changing Qi Conception vessel dredging therapy Inner canon of Huangdi Endocrine regulation Metabolic improvement Anti-aging Mental health
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Anthology, Criticism, and Canonization An In-Depth Analysis of Ancient Chinese Literary Anthologies
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作者 BingWang 《Frontiers of Literary Studies in China-Selected Publications from Chinese Universities》 2012年第4期526-538,共13页
The literary anthology is one of the key categories in ancient Chinese literary theory and criticism. Theoretically, anthology criticism focuses on three main areas: the preface and postscript, the annotation of the ... The literary anthology is one of the key categories in ancient Chinese literary theory and criticism. Theoretically, anthology criticism focuses on three main areas: the preface and postscript, the annotation of the anthology, and the works selected for inclusion in the anthology. Anthology criticism is unique in its methodological synergy, including the direct and indirect communication of literary judgments and the amalgamation of critical theory and practice. This paper argues that the anthology as a form of literary criticism possesses great theoretical value; it sheds light on the development of literary concepts and forms, as well as suggesting the nature of literary transmission. Therefore, the literary anthology plays a key role in the canonization of Chinese literature. 展开更多
关键词 literary anthology critical system theoretical values canonization
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Fe(Ⅱ)对CANON工艺处理城镇污水脱氮性能的影响 被引量:1
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作者 张倩倩 廖祖刚 +3 位作者 冯泽通 刘金泽 符文婧 赵剑强 《安全与环境工程》 CAS CSCD 北大核心 2024年第2期291-300,共10页
全程自养脱氮(CANON)工艺,作为新型脱氮工艺应用于城镇污水深度脱氮过程中,有望降低污水处理的运行费用。考察了亚铁离子[Fe(Ⅱ)]对CANON工艺启动及稳定运行时脱氮性能的影响。结果表明:15~23℃条件下投加6.3 mg/L Fe(Ⅱ)时,可有效启动... 全程自养脱氮(CANON)工艺,作为新型脱氮工艺应用于城镇污水深度脱氮过程中,有望降低污水处理的运行费用。考察了亚铁离子[Fe(Ⅱ)]对CANON工艺启动及稳定运行时脱氮性能的影响。结果表明:15~23℃条件下投加6.3 mg/L Fe(Ⅱ)时,可有效启动并稳定运行CANON工艺处理城镇污水,该工艺氮去除负荷(NRR)、总氮去除率(TNRE)和氨氮去除率(ARE)分别为(4.8±1.1)g-N/(L^(3)·d)、(97±1)%和(44.2±9.3)%;相关性分析表明,通过调控Fe(Ⅱ)投加量可有效抑制亚硝酸盐氧化菌(NOB)的活性;本次优化的Fe(Ⅱ)投加量为6.3 mg/L,其对CANON工艺脱氮性能的影响机制与CANON工艺中功能微生物活性的提高、Fe(Ⅱ)与进水氨氮及其他氮化合物的循环反应、铁型反硝化过程以及铁型厌氧氨氧化过程的耦合有关。 展开更多
关键词 CANON工艺 城镇污水 Fe(Ⅱ) 脱氮效能
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Wnt/β-catenin signaling components and mechanisms in bone formation,homeostasis,and disease 被引量:14
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作者 Lifang Hu Wei Chen +1 位作者 Airong Qian Yi-Ping Li 《Bone Research》 SCIE CAS CSCD 2024年第3期469-501,共33页
Wnts are secreted,lipid-modified proteins that bind to different receptors on the cell surface to activate canonical or non-canonical Wnt signaling pathways,which control various biological processes throughout embryo... Wnts are secreted,lipid-modified proteins that bind to different receptors on the cell surface to activate canonical or non-canonical Wnt signaling pathways,which control various biological processes throughout embryonic development and adult life.Aberrant Wnt signaling pathway underlies a wide range of human disease pathogeneses. 展开更多
关键词 HOMEOSTASIS CANONICAL MECHANISMS
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Canonical Transformations and Poisson Theory for Dynamics with Non-Standard Lagrangians 被引量:2
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作者 ZHU Lin ZHANG Yi 《Wuhan University Journal of Natural Sciences》 CAS CSCD 2024年第2期106-116,共11页
The canonical transformation and Poisson theory of dynamical systems with exponential,power-law,and logarithmic non-standard Lagrangians are studied,respectively.The criterion equations of canonical transformation are... The canonical transformation and Poisson theory of dynamical systems with exponential,power-law,and logarithmic non-standard Lagrangians are studied,respectively.The criterion equations of canonical transformation are established,and four basic forms of canonical transformations are given.The dynamic equations with non-standard Lagrangians admit Lie algebraic structure.From this,we es-tablish the Poisson theory,which makes it possible to find new conservation laws through known conserved quantities.Some examples are put forward to demonstrate the use of the theory and verify its effectiveness. 展开更多
关键词 non-standard Lagrangians dynamical equations canonical transformation Poisson theory
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A Novel 3D Gait Model for Subject Identification Robust against Carrying and Dressing Variations 被引量:1
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作者 Jian Luo Bo Xu +1 位作者 Tardi Tjahjadi Jian Yi 《Computers, Materials & Continua》 SCIE EI 2024年第7期235-261,共27页
Subject identification via the subject’s gait is challenging due to variations in the subject’s carrying and dressing conditions in real-life scenes.This paper proposes a novel targeted 3-dimensional(3D)gait model(3... Subject identification via the subject’s gait is challenging due to variations in the subject’s carrying and dressing conditions in real-life scenes.This paper proposes a novel targeted 3-dimensional(3D)gait model(3DGait)represented by a set of interpretable 3DGait descriptors based on a 3D parametric body model.The 3DGait descriptors are utilised as invariant gait features in the 3DGait recognition method to address object carrying and dressing.The 3DGait recognitionmethod involves 2-dimensional(2D)to 3DGaitdata learningbasedon3Dvirtual samples,a semantic gait parameter estimation Long Short Time Memory(LSTM)network(3D-SGPE-LSTM),a feature fusion deep model based on a multi-set canonical correlation analysis,and SoftMax recognition network.First,a sensory experiment based on 3D body shape and pose deformation with 3D virtual dressing is used to fit 3DGait onto the given 2D gait images.3Dinterpretable semantic parameters control the 3D morphing and dressing involved.Similarity degree measurement determines the semantic descriptors of 2D gait images of subjects with various shapes,poses and styles.Second,using the 2D gait images as input and the subjects’corresponding 3D semantic descriptors as output,an end-to-end 3D-SGPE-LSTM is constructed and trained.Third,body shape,pose and external gait factors(3D-eFactors)are estimated using the 3D-SGPE-LSTM model to create a set of interpretable gait descriptors to represent the 3DGait Model,i.e.,3D intrinsic semantic shape descriptor(3DShape);3D skeleton-based gait pose descriptor(3D-Pose)and 3D dressing with other 3D-eFators.Finally,the 3D-Shape and 3D-Pose descriptors are coupled to a unified pattern space by learning prior knowledge from the 3D-eFators.Practical research on CASIA B,CMU MoBo,TUM GAID and GPJATK databases shows that 3DGait is robust against object carrying and dressing variations,especially under multi-cross variations. 展开更多
关键词 Gait recognition human identification three-dimensional gait canonical correlation analysis
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厌氧氨氧化相关工艺处理垃圾渗滤液的研究进展 被引量:3
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作者 李环宇 白玥萌 《辽宁化工》 CAS 2024年第5期738-741,共4页
垃圾渗滤液具有氨氮浓度高、有机物浓度高和碳氮比低的特点。厌氧氨氧化工艺脱氮能力强、能耗低,适用于垃圾渗滤液脱氮处理。对比了传统硝化反硝化工艺、短程硝化耦合厌氧氨氧化工艺和短程反硝化耦合厌氧氨氧化工艺,介绍了基于厌氧氨氧... 垃圾渗滤液具有氨氮浓度高、有机物浓度高和碳氮比低的特点。厌氧氨氧化工艺脱氮能力强、能耗低,适用于垃圾渗滤液脱氮处理。对比了传统硝化反硝化工艺、短程硝化耦合厌氧氨氧化工艺和短程反硝化耦合厌氧氨氧化工艺,介绍了基于厌氧氨氧化技术处理垃圾渗滤液的相关工艺,为垃圾渗滤液处理和厌氧氨氧化工艺研究提出了思路。 展开更多
关键词 垃圾渗滤液 厌氧氨氧化 短程硝化 短程反硝化 CANON
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A systematic evaluation of computational methods for predicting translated non-canonical ORFs from ribosome profiling data
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作者 Tianyu Lei Yue Chang +1 位作者 Chao Yao Hong Zhang 《Journal of Genetics and Genomics》 SCIE CAS CSCD 2024年第1期105-108,共4页
Ribosome profiling(Ribo-Seg)enables genome-wide survey of translational activities at nucleotide resolution by enriching and sequencing ribosome-protected fragments(RPFs)in the cell(Ingolia et al.,2009).Based on the c... Ribosome profiling(Ribo-Seg)enables genome-wide survey of translational activities at nucleotide resolution by enriching and sequencing ribosome-protected fragments(RPFs)in the cell(Ingolia et al.,2009).Based on the characteristic distribution of RPFs in Ribo-Seq,such as enrichment in open reading frames(ORFs)and three-nucleotide periodicity,many computational methods have been developed to detect translated ORFs from Ribo-Seq data(Wang et al.,2020a). 展开更多
关键词 translated enable CANONICAL
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CRABP1-mediated non-canonical retinoic acid signaling in motor neurons and neural stem cells
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作者 Li-Na Wei 《Neural Regeneration Research》 SCIE CAS CSCD 2024年第6期1169-1170,共2页
Retinoic acid(RA),the active metabolite of vitamin A(the retinoids),elicits a wide spectrum of biological activities critical to the development and health of most of the organ systems including the nervous systems(Co... Retinoic acid(RA),the active metabolite of vitamin A(the retinoids),elicits a wide spectrum of biological activities critical to the development and health of most of the organ systems including the nervous systems(Corcoran et al.,2002).The effects of RA are mediated by two very distinct pathways;the first is manifested in the nucleus by binding to a large family of nuclear RA receptors(RARs)to regulate proper expression of RAtargeted genes. 展开更多
关键词 CANONICAL SPECTRUM CRITICAL
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Physical Experiments and Mechanism Study on the Occurrence State of Hydrogen in Clay Minerals
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作者 WANG Lu JIN Zhijun 《Acta Geologica Sinica(English Edition)》 SCIE CAS CSCD 2024年第S01期70-71,共2页
In recent years,natural hydrogen has been discovered in various geological environments both domestically and internationally,which has sparked a global interest among geologists and led to a surge in the exploration ... In recent years,natural hydrogen has been discovered in various geological environments both domestically and internationally,which has sparked a global interest among geologists and led to a surge in the exploration of hydrogen gas(Klein et al.,2019;Prinzhofer et al.,2019;Moretti and Webber,2021;Scott,2021;Bezruchko,2022).However,there is a lack of research on the occurrence state of natural hydrogen gas,which hinders a deeper understanding of its behavior in underground storage and migration. 展开更多
关键词 natural hydrogen clay minerals hydrogen adsorption density functional theory natural hydrogen exploration grand canonical Monte Carlo
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An overview on the distributed internal model approach and its applications
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作者 Youfeng Su He Cai Jie Huang 《Control Theory and Technology》 EI CSCD 2024年第3期345-359,共15页
The cooperative output regulation problem has been studied by two approaches:the distributed observer(DO)approach and the distributed internal model(DIM)approach,respectively.Each of these two approaches has its own m... The cooperative output regulation problem has been studied by two approaches:the distributed observer(DO)approach and the distributed internal model(DIM)approach,respectively.Each of these two approaches has its own merits and weaknesses.Recently,we presented an overview on the cooperative output regulation problem by the DO approach.This paper further surveys the cooperative output regulation problem by the DIM approach.We first summarize the constructions and the roles of two different versions of the internal models:the distributed p-copy internal model and the distributed canonical internal model.Then,we describe an integrated framework that combines the DO approach and the DIM approach.Extensions and variants of the DIM and their applications will also be highlighted. 展开更多
关键词 Cooperative output regulation Distributed p-copy internal model Distributed canonical internal model Integrated approach
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Cross-Project Software Defect Prediction Based on SMOTE and Deep Canonical Correlation Analysis
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作者 Xin Fan Shuqing Zhang +2 位作者 Kaisheng Wu Wei Zheng Yu Ge 《Computers, Materials & Continua》 SCIE EI 2024年第2期1687-1711,共25页
Cross-Project Defect Prediction(CPDP)is a method that utilizes historical data from other source projects to train predictive models for defect prediction in the target project.However,existing CPDP methods only consi... Cross-Project Defect Prediction(CPDP)is a method that utilizes historical data from other source projects to train predictive models for defect prediction in the target project.However,existing CPDP methods only consider linear correlations between features(indicators)of the source and target projects.These models are not capable of evaluating non-linear correlations between features when they exist,for example,when there are differences in data distributions between the source and target projects.As a result,the performance of such CPDP models is compromised.In this paper,this paper proposes a novel CPDP method based on Synthetic Minority Oversampling Technique(SMOTE)and Deep Canonical Correlation Analysis(DCCA),referred to as S-DCCA.Canonical Correlation Analysis(CCA)is employed to address the issue of non-linear correlations between features of the source and target projects.S-DCCA extends CCA by incorporating the MlpNet model for feature extraction from the dataset.The redundant features are then eliminated by maximizing the correlated feature subset using the CCA loss function.Finally,cross-project defect prediction is achieved through the application of the SMOTE data sampling technique.Area Under Curve(AUC)and F1 scores(F1)are used as evaluation metrics.This paper conducted experiments on 27 projects from four public datasets to validate the proposed method.The results demonstrate that,on average,our method outperforms all baseline approaches by at least 1.2%in AUC and 5.5%in F1 score.This indicates that the proposed method exhibits favorable performance characteristics. 展开更多
关键词 Cross-project defect prediction deep canonical correlation analysis feature similarity
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长期Hg(Ⅱ)暴露对断流CANON工艺恢复性能的影响
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作者 马冰冰 张肖静 +4 位作者 张楠 张涵 张佳杰 龚瑶瑶 左琦月 《中国给水排水》 CAS CSCD 北大核心 2024年第17期84-91,共8页
为研究长期Hg(Ⅱ)暴露对断流后全程自养脱氮(CANON)工艺恢复性能的影响,采用无Hg(Ⅱ)暴露(R1)与Hg(Ⅱ)暴露(R2)2个反应器,通过延长水力停留时间和控制溶解氧浓度为0.1 mg/L的策略,在进水氨氮为200 mg/L条件下进行脱氮性能的恢复。结果表... 为研究长期Hg(Ⅱ)暴露对断流后全程自养脱氮(CANON)工艺恢复性能的影响,采用无Hg(Ⅱ)暴露(R1)与Hg(Ⅱ)暴露(R2)2个反应器,通过延长水力停留时间和控制溶解氧浓度为0.1 mg/L的策略,在进水氨氮为200 mg/L条件下进行脱氮性能的恢复。结果表明,R1经过55 d的运行,总氮去除率和总氮去除负荷分别从-24.7%、-0.201 kg/(m^(3)·d)恢复至(68.8±10.8)%、(0.273±0.043)kg/(m^(3)·d);R2经过52 d的运行,总氮去除率始终低于30%,而亚硝态氮积累率达到(93.5±6.5)%,CANON系统转变为短程硝化系统。在恢复初期R2出水中检测到6.0μg/L的Hg(Ⅱ),厌氧氨氧化菌受到了Hg(Ⅱ)的持久性抑制。高通量测序结果表明,R1中厌氧氨氧化菌和好氧氨氧化菌的相对丰度在断流前分别为16.0%、0.6%,恢复前为9.4%、21.0%,恢复后为4.8%、4.8%;而R2在断流前分别为10.3%、0.5%,恢复前为10.8%、0.5%,恢复后为8.4%、11.9%。Hg(Ⅱ)长期暴露后断流的污泥无法恢复高效脱氮性能,但可作为短程硝化污泥的来源。 展开更多
关键词 全程自养脱氮(CANON)工艺 污泥活性恢复 Hg(Ⅱ) 厌氧氨氧化
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