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Automated Machine Learning Algorithm Using Recurrent Neural Network to Perform Long-Term Time Series Forecasting

Computers, Materials & Continua 2024年第3期78卷 3529-3549页

作者： ying su Morgan C.Wang Shuai Liu Department of Statistics and Data Science University of Central FloridaOrlandoFL32816-2370USA School of Mathematics and Statistics Beijing Technology and Business UniversityBeijing100048China

Long-term time series forecasting stands as a crucial research domain within the realm of automated machine learning(AutoML).At present,forecasting,whether rooted in machine learning or statistical learning,typically relies on expert input and necessitates substantial manual *** manual effort spans model development,feature engineering,hyper-parameter tuning,and the intricate construction of time series *** complexity of these tasks renders complete automation unfeasible,as they inherently demand human intervention at multiple *** surmount these challenges,this article proposes leveraging Long Short-Term Memory,which is the variant of Recurrent Neural Networks,harnessing memory cells and gating mechanisms to facilitate long-term time series ***,forecasting accuracy by particular neural network and traditional models can degrade significantly,when addressing long-term time-series ***,our research demonstrates that this innovative approach outperforms the traditional Autoregressive Integrated Moving Average(ARIMA)method in forecasting long-term univariate time *** is a high-quality and competitive model in time series prediction,and yet it requires significant preprocessing *** multiple accuracy metrics,we have evaluated both ARIMA and proposed method on the simulated time-series data and real data in both short and long ***,our findings indicate its superiority over alternative network architectures,including Fully Connected Neural Networks,Convolutional Neural Networks,and Nonpooling Convolutional Neural *** AutoML approach enables non-professional to attain highly accurate and effective time series forecasting,and can be widely applied to various domains,particularly in business and finance.

关键词： Automated machine learning autoregressive integrated moving average neural networks time series analysis

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The Influence of Chemical Admixtures on the Fluidity,Viscosity and Rheological Properties of Ultra-High Performance Concrete

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Fluid Dynamics & Materials Processing 2024年第10期20卷 2163-2181页

作者： Jin Yang Hailong Zhao Jingyi Zeng ying su Mengdi Zhu Xingyang He School of Civil Engineering Architecture and EnvironmentHubei University of TechnologyWuhan430068China Building Waterproof Engineering and Technology Research Center of Hubei Province Hubei University of TechnologyWuhan430068China

To achieve higher strength and better durability,ultra-high performance concrete(UHPC)typically employs a relatively small water-binder ***,this generally leads to an undesired increase in the paste *** this study,the effects of liquid and powder polycarboxylate superplasticizers(PCE)on UHPC are compared and critically ***,the following influential factors are considered:air-entraining agents(AE),slump retaining agents(SA),and defoaming agents(DF)and the resulting flow characteristics,mechanical properties,and hydration properties are evaluated assuming UHPC containing 8‰powder PCE(PCE-based UHPC).It is found that the spread diameter of powder PCE is 5%higher than that of liquid *** the chemical admixtures studied,AEs have the best effect on improving UHPC workability,while DFs have the worst *** the addition of AE and SA is 1.25‰and 14.7%of PCE,paste viscosity reduces by 35%and 19%,respectively compared to the paste with only 8‰PCE.A low AE dosage(1.25‰)decreases compressive strength by 4.1%,while SA(8.1%)increases UHPC compressive strength by 9.1%.Both AE and SA significantly delay the UHPC hydration process,reducing the hydration heat release peaks by 76%and 27%,respectively.

关键词： Ultra-high performance concrete polycarboxylate superplasticizer air-entraining agent slump retaining agent rheological properties

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Fluid Dynamics & Materials Processing 2024年第9期20卷 2077-2090页

作者： Jin Yang Senye Liu Xingyang He ying su Jingyi Zeng Bohumír Strnadel School of Civil Engineering Architecture and EnvironmentHubei University of TechnologyWuhan430068China Building Waterproof Engineering and Technology Research Center of Hubei Province Hubei University of TechnologyWuhan430068China Center of Advanced Innovation Technologies VŠB-Technical University of Ostrava70833 Ostrava-PorubaCzech Republic

Phosphate tailings are usually used as backfill material in order to recycle tailings *** study considers the effect of the mix proportions of clinker-free binders on the fluidity,compressive strength and other key performances of cementitious backfill materials based on phosphate *** particular,three solid wastes,phosphogypsum(PG),semi-aqueous phosphogypsum(HPG)and calcium carbide slag(CS),were selected to activate wet ground granulated blast furnace slag(WGGBS)and three different phosphate tailings backfill materials were ***,rheology,settling ratio,compressive strength,water resistance and ion leaching behavior of backfill materials were *** to the results,when either PG or HPG is used as the sole activator,the fluidity properties of the materials are *** tailings backfill material activated with PG present the largest fluidity and the lowest yield ***,the backfill material’s compressive strength is considerably increased to 2.9 MPa at 28 days after WGGBS activation using a mix of HPG and CS,all with a settling ratio of only 1.15 ***,all the three ratios of binder have obvious solidification effects on heavy metal ions Cu and Zn,and P in phosphate tailings.

关键词： Fluidity rheology compressive strength phosphate tailing backfill material

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Effect of Shrinkage Reducing Agent and Steel Fiber on the Fluidity and Cracking Performance of Ultra-High Performance Concrete

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Fluid Dynamics & Materials Processing 2024年第9期20卷 1941-1956页

作者： Yong Wan Li Li Jiaxin Zou Hucheng Xiao Mengdi Zhu ying su Jin Yang Wuhan Metro Bridge and Tunnel Management Co. Ltd.Wuhan430068China School of Civil Engineering Architecture and EnvironmentHubei University of TechnologyWuhan430068China

Due to the low water-cement ratio of ultra-high-performance concrete(UHPC),fluidity and shrinkage cracking are key aspects determining the performance and durability of this type of *** this study,the effects of different types of cementitious materials,chemical shrinkage-reducing agents(SRA)and steel fiber(SF)were *** with M2-UHPC and M3-UHPC,M1-UHPC was found to have better fluidity and shrinkage cracking ***,different SRA incorporation methods,dosage and different SF types and aspect ratios were *** incorporation of SRA and SF led to a decrease in the fluidity of *** internal content of 1%(NSRA-1%),SRA external content of 1%(WSRA-1%),STS-0.22 and STE-0.7 decreased the fluidity of UHPC by 3.3%,8.3%,9.2%and 25%,***,SRA and SF improved the UHPC shrinkage cracking ***-1%and STE-0.7 reduced the shrinkage value of UHPC by 40%and 60%,respectively,and increased the crack resistance by 338%and 175%,*** addition,the addition of SF was observed to make the microstructure of UHPC more compact,and the compressive strength and flexural strength of 28 d were increased by 26.9%and 19.9%,respectively.

关键词： Ultra-high performance concrete chemical shrinkage reducing agent steel fiber shrinkage cracking repair and reinforcement

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Cumulative effects of excess high-normal alanine aminotransferase levels in relation to new-onset metabolic dysfunction-associated fatty liver disease in China

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World Journal of Gastroenterology 2024年第10期30卷 1346-1357页

作者： Jing-Feng Chen Zhuo-Qing Wu Hao-Shuang Liu su Yan You-Xiang Wang Miao Xing Xiao-Qin Song su-ying Ding Health Management Center The First Affiliated Hospital of Zhengzhou UniversityZhengzhou 450052Henan ProvinceChina Institute of Systems Engineering Dalian University of TechnologyDalian 116024Liaoning ProvinceChina College of Public Health Zhengzhou UniversityZhengzhou 450001Henan ProvinceChina School of Basic Medicine and Forensic Medicine Henan University of Science and TechnologyLuoyang 471003Henan ProvinceChina

BACKGROUND Within the normal range,elevated alanine aminotransferase(ALT)levels are associated with an increased risk of metabolic dysfunction-associated fatty liver disease(MAFLD).AIM To investigate the associations between repeated high-normal ALT measurements and the risk of new-onset MAFLD *** A cohort of 3553 participants followed for four consecutive health examinations over 4 years was *** incidence rate,cumulative times,and equally and unequally weighted cumulative effects of excess high-normal ALT levels(ehALT)were *** proportional hazards regression was used to analyse the association between the cumulative effects of ehALT and the risk of new-onset *** A total of 83.13%of participants with MAFLD had normal ALT *** incidence rate of MAFLD showed a linear increasing trend in the cumulative ehALT *** with those in the low-normal ALT group,the multivariate adjusted hazard ratios of the equally and unequally weighted cumulative effects of ehALT were 1.651[95%confidence interval(CI):1.199-2.273]and 1.535(95%CI:1.119-2.106)in the third quartile and 1.616(95%CI:1.162-2.246)and 1.580(95%CI:1.155-2.162)in the fourth quartile,*** Most participants with MAFLD had normal ALT ***-term high-normal ALT levels were associated with a cumulative increased risk of new-onset MAFLD.

关键词： Metabolic dysfunction-associated fatty liver disease High-normal alanine aminotransferase level Cumulative effect Cox proportional hazards regression Cohort study

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Generalized Newton-Busemann Law for Two-dimensional Steady Hypersonic-limit Euler Flows Passing Ramps with Skin-frictions

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Acta Mathematicae Applicatae Sinica 2024年

作者： Ai-fang QU Xue-ying su Hai-rong YUAN School of Mathematical Sciences Key Laboratory of Mathematics and Engineering Applications (Ministry of Education) & Shanghai Key Laboratory of PMMP East China Normal University School of Mathematics and Statistics Xi'an Jiaotong University Department of Mathematics Shanghai Normal University

By considering Radon measure solutions for boundary value problems of stationary non-isentropic compressible Euler equations on hypersonic-limit flows passing ramps with frictions on their boundaries, we construct solutions with density containing Dirac measures supported on the boundaries of the ramps, which represent the infinite-thin shock layers under different assumptions on the skin-frictions. We thus derive corresponding generalizations of the celebrated Newton-Busemann law in hypersonic aerodynamics for distributions of drags/lifts on ramps.

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动态人工模拟海水环境下两种B10铜镍合金腐蚀行为

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材料工程 2024年第6期52卷 201-210页

作者：苏英管勇中国科学技术大学材料科学与工程学院合肥230026 中国科学院金属所沈阳110016

采用动电位极化曲线和电化学阻抗谱测试并结合XPS测试和SEM/EDS微观表征,通过自制的冲刷腐蚀实验装置研究了两种B10铜镍合金在不同流速和不同时间下的冲刷腐蚀行为,比较了两种铜镍合金在不同冲刷条件下的腐蚀差异。结果表明,两种铜镍合... 详细信息

采用动电位极化曲线和电化学阻抗谱测试并结合XPS测试和SEM/EDS微观表征,通过自制的冲刷腐蚀实验装置研究了两种B10铜镍合金在不同流速和不同时间下的冲刷腐蚀行为,比较了两种铜镍合金在不同冲刷条件下的腐蚀差异。结果表明,两种铜镍合金的腐蚀速率随时间的变化规律相似,在不同的流速下冲刷2 h后腐蚀速率较高,冲刷8 h后腐蚀速率较低。在低于4 m/s的流速冲刷不同时间后,A合金的耐蚀性整体上高于B合金的耐蚀性;当流速高于3 m/s且较长时间冲刷后,B合金的耐蚀性更好。这与钝化膜中Ni,Fe的化学态无关而与晶粒尺寸和孪晶数量以及Ni,Fe元素的富集有关。长时间高流速冲刷会促进钝化膜中Ni和Fe元素的富集,有利于增强钝化膜的耐蚀性。

关键词： B10铜镍合金电化学技术冲刷腐蚀钝化膜腐蚀形貌

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Phase separation of Nur77 mediates XS561-induced apoptosis by promoting the formation of Nur77/Bcl-2 condensates

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Acta Pharmaceutica Sinica B 2024年第3期14卷 1204-1221页

作者： Xiaohui Chen Meichun Gao Yongzhen Xia Xin Wang Jingbo Qin Hongying He Weirong Liu Xiaowei Zhang Shuangzhou Peng Zhiping Zeng ying su Xiaokun Zhang School of Pharmaceutical Science Fujian Provincial Key Laboratory of Innovative Drug Target ResearchXiamen UniversityXiamen 361002China NucMito Pharmaceuticals Co. Ltd.Xiamen 361000China Department of Clinical Laboratory the Fifth Affiliated Hospital of Sun Yat-sen UniversityZhuhai 519000China

The orphan nuclear receptor Nur77 is a critical regulator of the survival and death of tumor *** pro-death effect of Nur77 can be regulated by its interaction with Bcl-2,resulting in conversion of Bcl-2 from a survival to *** Bcl-2 is overexpressed in various cancers preventing them from apoptosis and promoting their resistance to chemotherapy,targeting the apoptotic pathway of Nur77/Bcl-2 may lead to new cancer ***,we report our identification of XS561 as a novel Nur77 ligand that induces apoptosis of tumor cells by activating the Nur77/Bcl-2 *** vitro and animal studies revealed an apoptotic effect of XS561 in a range of tumor cell lines including MDA-MB-231 triple-negative breast cancer(TNBC)and MCF-7/LCC2 tamoxifen-resistant breast cancer(TAMR)in a Nur77-dependent *** studies showed XS561 potently induced the translocation of Nur77 from the nucleus to mitochondria,resulting in mitochondria-related ***,XS561-induced accumulation of Nur77 at mitochondria was associated with XS561 induction of Nur77 phase separation and the formation of Nur77/Bcl-2 ***,our studies identify XS561 as a new activator of the Nur77/Bcl-2 apoptotic pathway and reveal a role of phase separation in mediating the apoptotic effect of Nur77 at mitochondria.

关键词： XS561 Nur77 Bcl-2 Apoptosis Mitochondria Phase separation TNBC TAMR

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Mechanism underlying the effects of exercise against type 2 diabetes:A review on research progress

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World Journal of Diabetes 2024年第8期15卷 1704-1711页

作者： Chen-Jian Peng Shuo Chen su-ying Yan Jian-Ning Zhao Zhi-Wen Luo Yuan Qian Guo-Liang Zhao Department of Sports Medicine Nanjing Hospital of Chinese Medicine Affiliated to Nanjing University of Chinese MedicineNanjing 210022Jiangsu ProvinceChina Department of Sports Medicine Huashan HospitalFudan UniversityShanghai 200040China Department of Outpatient Nanjing Hospital of Chinese Medicine affiliated to Nanjing University of Chinese MedicineNanjing 210006Jiangsu ProvinceChina

Exercise has emerged as one of the important and effective non-drug therapies used for management of type 2 diabetes(T2D)in certain *** present report summarizes the latest findings from the research on the beneficial effect of exercise on *** objectives were to provide references for the theoretical study and the clinical practice of exercise-based management of T2D,in addition to identify the limitations of the existing literature,thereby provide direction for future research in this field.

关键词： Type 2 diabetes Diabetes Exercise Mechanism Inflammation

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也门胡塞武装在国家重构中的角色及影响

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现代国际关系 2024年第2期 23-41,138页

作者：苏瑛任华石河子大学马克思主义学院云南大学周边外交研究中心、国际关系研究院

也门胡塞武装的产生和发展不只是什叶派的栽德派在政治社会生活中边缘化时寻求复兴的直接结果,更折射出现代民族国家构建中的国家世俗化与政治伊斯兰运动、国家加强控制力与部落自治传统之间的结构性矛盾。伴随胡塞武装强势夺权,其对国... 详细信息

也门胡塞武装的产生和发展不只是什叶派的栽德派在政治社会生活中边缘化时寻求复兴的直接结果,更折射出现代民族国家构建中的国家世俗化与政治伊斯兰运动、国家加强控制力与部落自治传统之间的结构性矛盾。伴随胡塞武装强势夺权,其对国家重构的影响力与日俱增,既改变了也门逊尼派主导政治权力的格局,还进一步削弱合法政府的控制力,在更大程度上主导着国家重构和地区安全形势。但是,也门国家政治重构将会持续一个较长时期,即便是胡塞武装与总统委员会作出实现也门内部长久和平的承诺后,也门政治和解依然任重而道远。

关键词：也门胡塞武装什叶派栽德派民族国家重构

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