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Prediction of soil-water retention curves in unsaturated soils based on stacked generalization
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作者 Kaibin Sun You Gao +2 位作者 Wei He Long Wang Xi Sun 《Journal of Rock Mechanics and Geotechnical Engineering》 2026年第3期2421-2436,共16页
The soil-water retention curve(SWRC)plays a pivotal role in understanding water movement across numerous geological engineering applications.Despite significant advancements in theoretical modeling approaches,accurate... The soil-water retention curve(SWRC)plays a pivotal role in understanding water movement across numerous geological engineering applications.Despite significant advancements in theoretical modeling approaches,accurate prediction of SWRCs remains challenging due to the inherently sparse and incomplete nature of site-specific data.This study compiled a comprehensive dataset of SWRCs spanning a wide suction range from various published literature sources.Based on this dataset,multiple machine learning(ML)algorithms were employed to predict SWRCs.The performance of each algorithm was evaluated and ranked using four statistical indicators that quantify simulation accuracy.Feature importance analysis was subsequently conducted to reduce dimensionality by eliminating weakly correlated variables,thereby enhancing both model adaptability and computational efficiency.Following dimensionality reduction,a base learner pool was constructed and integrated through stacked generalization to create a multi-algorithm ensemble model.The proposed stacked model demonstrated robust performance in simulating SWRCs across diverse soil types,using only basic physical properties as inputs,achieving accuracy comparable to or marginally superior to the LightGBM model.The principal advantage of the stacked approach lies in its substantially improved accuracy within high suction ranges,effectively overcoming the limitations observed in LightGBM and enhancing the estimation under these conditions.This study provides valuable insights for researchers evaluating SWRCs through ML algorithms and demonstrates the potential of ensemble techniques in geotechnical prediction tasks. 展开更多
关键词 Unsaturated soil Soil-water retention curve Stacked generalization PREDICTION
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A generalizable physics-informed neural network for lithium-ion battery SOH estimation utilizing partial charging segments
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作者 Sijing Wang Ruoyu Zhou +3 位作者 Yijia Ren Honglai Liu Yiting Lin Cheng Lian 《Journal of Energy Chemistry》 2026年第1期977-986,I0021,共11页
Accurate state of health(SOH)estimation is essential for the safe and reliable operation of lithium-ion batteries.However,existing methods face significant challenges,primarily because they rely on complete charge–di... Accurate state of health(SOH)estimation is essential for the safe and reliable operation of lithium-ion batteries.However,existing methods face significant challenges,primarily because they rely on complete charge–discharge cycles and fixed-form physical constraints,which limit adaptability to different chemistries and real-world conditions.To address these issues,this study proposes an approach that extracts features from segmented state of charge(SOC)intervals and integrates them into an enhanced physics-informed neural network(PINN).Specifically,voltage data within the 25%–75%SOC range during charging are used to derive statistical,time–frequency,and mechanism-based features that capture degradation trends.A hybrid PINN-Lasso-Transformer-BiLSTM architecture is developed,where Lasso regression enables sparse feature selection,and a nonlinear empirical degradation model is embedded as a learnable physical term within a dynamically scaled composite loss.This design adaptively balances data-driven accuracy with physical consistency,thereby enhancing estimation precision,robustness,and generalization.The results show that the proposed method outperforms conventional neural networks across four battery chemistries,achieving root mean square error and mean absolute error below 1%.Notably,features from partial charging segments exhibit higher robustness than those from full cycles.Furthermore,the model maintains strong performance under high temperatures and demonstrates excellent generalization capacity in transfer learning across chemistries,temperatures,and C-rates.This work establishes a scalable and interpretable solution for accurate SOH estimation under diverse practical operating conditions. 展开更多
关键词 State of health Feature extraction Charging process Physics-informed neural network generalization
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Optimal orthogonal block designs for threecomponent symmetric general blending models in mixture experiment
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作者 Jiawei Bao Yu Tang 《Statistical Theory and Related Fields》 2026年第1期117-134,共18页
In mixture experiments,the observed response is determined by the relative proportions of the components,consequently rendering the experimental region a simplex.This paper focuses primarily on the optimal designs of ... In mixture experiments,the observed response is determined by the relative proportions of the components,consequently rendering the experimental region a simplex.This paper focuses primarily on the optimal designs of mixture experiments that involve process variables.Prior research has extensively delved into optimal orthogonal block designs for some classic mixture models with process variables.Based on the framework of general blending models,this paper proposes a class of symmetric linear mixture models,which can be regarded as a generalization of many existing ones.Under the orthogonal blocking conditions,orthogonal block designs are devised through Latin squares in the presence of process variables.TheD-,A-,and E-optimality criteria are utilized to obtain optimal designs at the boundary of the simplex in the case of 3 components.As the values of the exponents change,numerically derived optimal design points are presented to illustrate the pattern of their variations,and to verify the consistency of the results with previous research on some specific symmetric general blending models. 展开更多
关键词 Mixture experiments general blending models optimal designs orthogonal Latin squares block designs
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Improvement of Low-cloud Simulations with a Revised Cloud Microphysics Scheme in an Atmospheric General Circulation Model
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作者 LI Jia-bo PENG Xin-dong +2 位作者 LI Xiao-han GU Juan DUAN Sheng-ni 《Journal of Tropical Meteorology》 2026年第1期1-18,共18页
Clouds play an important role in global atmospheric energy and water vapor budgets, and the low cloud simulations suffer from large biases in many atmospheric general circulation models. In this study, cloud microphys... Clouds play an important role in global atmospheric energy and water vapor budgets, and the low cloud simulations suffer from large biases in many atmospheric general circulation models. In this study, cloud microphysical processes such as raindrop evaporation and cloud water accretion in a double-moment six-class cloud microphysics scheme were revised to enhance the simulation of low clouds using the Global-Regional Integrated Forecast System(GRIST)model. The validation of the revised scheme using a single-column version of the GRIST demonstrated a reasonable reduction in liquid water biases. The revised parameterization simulated medium-and low-level cloud fractions that were in better agreement with the observations than the original scheme. Long-term global simulations indicate the mitigation of the originally overestimated low-level cloud fraction and cloud-water mixing ratio in mid-to high-latitude regions,primarily owing to enhanced accretion processes and weakened raindrop evaporation. The reduced low clouds with the revised scheme showed better consistency with satellite observations, particularly at mid-and high-latitudes. Further improvements can be observed in the simulated cloud shortwave radiative forcing and vertical distribution of total cloud cover. Annual precipitation in mid-latitude regions has also improved, particularly over the oceans, with significantly increased large-scale and decreased convective precipitation. 展开更多
关键词 low cloud cloud microphysics scheme general circulation model accretion process raindrop evaporation
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Construction and Practice of the"Integration of General and Specialized Education"Curriculum System for Smart Agriculture under the Guidance of New Agricultural Science
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作者 Na ZHAO Guoren LAO +2 位作者 Lei LIU Daobo WANG Wei HUANG 《Meteorological and Environmental Research》 2026年第1期66-68,71,共4页
The construction of new agricultural science has put forward the core requirements of"interdisciplinary integration,service industry demand,and cultivation of composite talents"for the smart agriculture majo... The construction of new agricultural science has put forward the core requirements of"interdisciplinary integration,service industry demand,and cultivation of composite talents"for the smart agriculture major.The"integration of general and specialized education"is the key path to solve the problems of"prominent disciplinary barriers,fragmented knowledge structure,and weak practical ability"in the traditional curriculum system.In this paper,the College of Smart Agriculture from Yulin Normal University is taken as the research object.Based on the characteristics of regional agricultural industry and the positioning of professional education,the prominent problems in the current professional curriculum system of smart agriculture are analyzed,the construction concept of"strong foundation in general education,precise core in professional education,and breaking through boundaries in integrated education"is proposed,and a"three dimensions and four layers"integrated curriculum system framework for general and specialized education is constructed.Moreover,practical exploration is conducted from the aspects of curriculum module design,teaching mode innovation,and guarantee mechanism construction.Practice has shown that this curriculum system effectively enhances students'interdisciplinary application abilities and industry adaptability,and provides a practical sample for the reform of smart agriculture courses in local universities under the background of new agricultural science. 展开更多
关键词 New agricultural science Smart agriculture Integration of general and specialized education Curriculum system Talent cultivation
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The intrinsic excitability of and autophagy protein expression levels in dentate gyrus ensembles regulate fear generalization
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作者 Qing Lin Tao Jin +5 位作者 Yang Yang Xutian Hou Ruyan Chen Lan Ma Xing Liu Feifei Wang 《Neural Regeneration Research》 2026年第7期3073-3082,共10页
The overgeneralization of fear is associated with psychiatric disorders and cognitive decline.Recent studies have shown that engram cells in the dorsal dentate gyrus are integrated into functionally heterogeneous ense... The overgeneralization of fear is associated with psychiatric disorders and cognitive decline.Recent studies have shown that engram cells in the dorsal dentate gyrus are integrated into functionally heterogeneous ensembles that are involved in contextual fear memory generalization and discrimination.However,the intracellular signals that promote fear generalization remain to be fully elucidated.In this study,we labeled and manipulated the c-Fos+and Npas4+ensembles in the dorsal dentate gyrus that are activated by contextual fear conditioning using a robust activity marking system.The results showed that increasing the excitability of Fos-dependent robust activity marking by overexpressing NaChBac or decreasing the excitability of Npas4-dependent robust activity marking by overexpressing Kir2.1 promoted fear memory generalization.Furthermore,CRISPR-mediated downregulation of the autophagy-related Atg5 or Atg7 genes in dorsal dentate gyrus neurons inhibited activation of c-Fos,but not Npas4.Knockdown of Atg5 or Atg7 in the Fos-dependent robust activity marking or Npas4-dependent robust activity marking ensemble led to an increase in neuronal excitability and a decrease in spine density in both ensembles.However,Atg7 knockdown in the Fos-dependent robust activity marking ensemble promoted memory generalization,while knockdown of Atg5 or Atg7 in the Npas4-dependent robust activity marking ensemble increased anxiety levels.These results contribute to our understanding of how the varying plasticity of memory engrams is involved in regulating fear memory generalization and anxiety. 展开更多
关键词 ANXIETY ATG7/5 C-FOS dendritic spine dentate gyrus intrinsic excitability memory generalization Npas4
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Decoherence and evolution of a general quadratic state for amplitude decay
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作者 Zhi-Long Wan Hong-Chun Yuan +1 位作者 Xiao-Lei Yin Chang-Ying Wang 《Chinese Physics B》 2026年第2期401-407,共7页
Making full use of the operator ordering method and the integration within ordered products,we obtain the analytical evolution law of a general quadratic state in the amplitude decay channel,and find that it is determ... Making full use of the operator ordering method and the integration within ordered products,we obtain the analytical evolution law of a general quadratic state in the amplitude decay channel,and find that it is determined not only by the decay rate of the amplitude decay channel but also by the coefficients of the initial quadratic state.Further,the quantum statistical properties of the initial quadratic state for amplitude decay are investigated via its average photon number and photon-counting distribution,and its Wigner distribution function evolution is discussed in detail. 展开更多
关键词 general quadratic state amplitude decay channel quantum statistical property operator ordering integration within ordered products
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Innovation and Practice Research on the Modern Apprenticeship Training Model for Nursing Talents Integrating General-Specialty Integration, Moral-Technical Fusion, and Specialty-Innovation Union
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作者 Yuan Yuan Ling Shen Lei Yin 《Journal of Clinical and Nursing Research》 2026年第2期176-183,共8页
Modern apprenticeship emphasizes strengthening school-enterprise cooperation,deepening the integration of production and education,and promoting the combination of work and study to achieve seamless connection between... Modern apprenticeship emphasizes strengthening school-enterprise cooperation,deepening the integration of production and education,and promoting the combination of work and study to achieve seamless connection between professional education and industrial needs,thereby improving the quality of talent training.This paper analyzes the current problems in the nursing talent training system,elaborates on the significance of cultivating nursing talents based on modern apprenticeship,and proposes new ideas for constructing a modern apprenticeship training model for nursing talents from the perspectives of“integrating general and specialized education,merging virtue and skills,and linking specialization and innovation”.The aim is to further promote the organic combination of nursing talent training goals and post needs,for reference only. 展开更多
关键词 Integration of general and specialized education Merging of virtue and skills Linking of specialization and innovation Nursing talent training Modern apprenticeship
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SPME-GCMS分析不同芒果品种香气成分差异 被引量:2
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作者 李玖慧 彭云露 +2 位作者 陈清勉 袁靖喆 易小平 《广州化工》 2025年第8期112-114,130,共4页
选取台农、贵妃、凯特三种芒果为研究对象,对其果实中挥发性成分进行分析。比较不同萃取材料、不同萃取温度等因素对萃取结果的影响,并对进样时间、柱温程序进行比较和方法优化,确定一种顶空-微固萃取-气质联用测定芒果香气成分的方法... 选取台农、贵妃、凯特三种芒果为研究对象,对其果实中挥发性成分进行分析。比较不同萃取材料、不同萃取温度等因素对萃取结果的影响,并对进样时间、柱温程序进行比较和方法优化,确定一种顶空-微固萃取-气质联用测定芒果香气成分的方法。结果表明,三种芒果品种的主要香气成分均为萜烯类化合物。台农和贵妃中异松油烯的相对含量最高,分别为79.94%、67.88%,凯特芒果相对含量最高的香气成分为3-蒈烯,相对含量为55.68%。 展开更多
关键词 挥发性气味 SPME-gcms 芒果 不同品种
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EXPERIMENTS OF A REDUCED GRID IN LASG/IAP WORLD OCEAN GENERAL CIRCULATION MODELS (OGCMs) 被引量:1
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作者 刘喜迎 刘海龙 +1 位作者 张学洪 宇如聪 《Journal of Tropical Meteorology》 SCIE 2006年第1期9-15,共7页
Due to the decrease in grid size associated with the convergence of meridians toward the poles inspherical coordinates, the time steps in many global climate models with finite-difference method are restrictedto be un... Due to the decrease in grid size associated with the convergence of meridians toward the poles inspherical coordinates, the time steps in many global climate models with finite-difference method are restrictedto be unpleasantly small. To overcome the problem, a reduced grid is introduced to LASG/IAP world oceangeneral circulation models. The reduced grid is implemented successfully in the coarser resolutions versionmodel L30T63 at first. Then, it is carried out in the improved version model LICOM with finer resolutions. Inthe experiment with model L30T63, under time step unchanged though, execution time per single model run isshortened significantly owing to the decrease of grid number and filtering execution in high latitudes. Resultsfrom additional experiments with L30T63 show that the time step of integration can be quadrupled at most inreduced grid with refinement ratio 3. In the experiment with model LICOM and with the model’s original timestep unchanged, the model covered area is extended to the whole globe from its original case with the grid pointof North Pole considered as an isolated island and the results of experiment are shown to be acceptable. 展开更多
关键词 spherical coordinates reduced grid ocean general circulation model
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基于Py-GCMS定量分析不同覆膜年限土壤中微塑料含量以及微生物群落变化 被引量:1
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作者 黄彭鑫悦 刘宇航 +2 位作者 吕凤媛 张艳艳 高雪松 《农业环境科学学报》 北大核心 2025年第5期1303-1311,共9页
为探究不同覆膜年限农田中微塑料的污染水平及微生物群落的变化,本研究采集覆膜年限为5、15 a以及从未覆膜的农田土壤,采用热裂解气相色谱质谱联用仪(Py-GCMS)定量微塑料含量并采用高通量测序手段,探讨不同覆膜年限对土壤微塑料含量的影... 为探究不同覆膜年限农田中微塑料的污染水平及微生物群落的变化,本研究采集覆膜年限为5、15 a以及从未覆膜的农田土壤,采用热裂解气相色谱质谱联用仪(Py-GCMS)定量微塑料含量并采用高通量测序手段,探讨不同覆膜年限对土壤微塑料含量的影响,以及残膜生态位微生物和土壤微生物群落的变化。结果表明:随着覆膜年限的增加,土壤中微塑料的含量呈上升趋势。5 a覆膜(A地)土壤中微塑料含量为0.47 g·kg^(-1),而15 a覆膜(B地)土壤中微塑料含量为2.66 g·kg^(-1);此外,覆膜时间对土壤微生物群落丰度、多样性和种类组成产生了显著影响。5 a覆膜(A地)土壤中的细菌丰富度和多样性均高于膜上细菌,而15 a覆膜(B地)土壤中的细菌丰富度虽然低于膜上细菌,但多样性却高于膜上细菌。5 a覆膜(A地)土壤中的真菌丰富度高于膜上真菌,但土壤中的真菌多样性低于膜上真菌,而15 a覆膜(B地)土壤中的真菌丰富度和多样性均高于膜上真菌。尽管地理位置、作物种植种类以及农业生产方式不同,但两地残膜表面均富集了具有降解塑料能力的菌株,包括假单胞细菌属、类诺卡氏菌属等,证明塑料残膜的存在促进了土壤中特异细菌的生长。研究表明,随着覆膜年限增加土壤微塑料污染水平加剧,同时微塑料会导致周围环境的微生物群落发生改变。 展开更多
关键词 微塑料 Py-gcms 微塑料含量 微生物群落 地膜
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Validation of General Climate Models (GCMs) over Upper Blue Nile River Basin, Ethiopia
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作者 Andualem Shigute Bokke Meron Teferi Taye +1 位作者 Patrick Willems Shimelis Asefu Siyoum 《Atmospheric and Climate Sciences》 2017年第1期65-75,共11页
Potential of climate change impact assessment on hydrology and water resources of rivers is increasing from time to time due to its importance for water resources planning and management in the future. In order to car... Potential of climate change impact assessment on hydrology and water resources of rivers is increasing from time to time due to its importance for water resources planning and management in the future. In order to carry out climate change impact studies, using General Climate Models (GCM) is a common practice and before using any of these models, it is essential to validate the models for the selected study area. Blue Nile River is one of the most sensitive rivers towards climate change impacts. The main source of Blue Nile River is Lake Tana where the two adjacent tributary rivers, Ribb & Gumera, are located and the main object of this paper is validation of current 15 GCM outputs (IPCC-AR5) over these two rivers using empirical quantile perturbation downscaling technique. The performance of the downscaled outputs of GCMs were evaluated using statistical indicators and graphical techniques for evapotranspiration, rainfall and temperature variables using observed daily meteorological datasets collected from five stations (Addis Zemen, Bahirdar, Debretabor, Woreta and Yifag) for the control period 1971-2000. Analysis results showed that the correlation coefficient of all models for mean monthly (MM) rainfall are 12% - 45%;and the Bias and RMSE -46 mm to +169 mm and 62 mm to 241 mm, respectively. The Bias and RMSE for MM maximum temperature are -2.5°C to +35°C;and 1°C to 35°C whereas for MM minimum temperature -6°C to +22°C and 1.7°C to 23°C, respectively. For the case of MM evapotranspiration, which is estimated using FAO-Penman-Montheith equation, the Bias and RMSE values vary from -35 mm to +10 mm;and +11 mm to +36 mm, respectively. The variation in the performance level of these models indicates that there is high uncertainty in the GCM outputs. Therefore, to use these GCM models for any climate change studies in the basin, careful selection has to be made. 展开更多
关键词 BLUE NILE DOWNSCALING GCM VALIDATION
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AntDAS-GCMS结合DLLME-GCMS高通量精准表征不同来源无花果提取物中的挥发性成分
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作者 仝智强 樊亚玲 +2 位作者 何育萍 王瑶 彭军仓 《化学试剂》 2025年第11期87-94,共8页
天然植物提取物在食品饮料、日化产品、烟草等领域应用广泛,产品品质极易受原料产地、品种、工艺等因素影响,波动较大。如何实现高效、精准的化学成分解析是产品品质中亟待解决的一个难题。以无花果提取物为例,提出了基于AntDAS-GCMS结... 天然植物提取物在食品饮料、日化产品、烟草等领域应用广泛,产品品质极易受原料产地、品种、工艺等因素影响,波动较大。如何实现高效、精准的化学成分解析是产品品质中亟待解决的一个难题。以无花果提取物为例,提出了基于AntDAS-GCMS结合Dispersive Liquid-Liquid Microextraction-Mass Spectrometry(DLLME-GCMS)实现天然植物提取物中挥发性成分解析的新策略。基于AntDAS-GCMS解析结果为导向的样本前处理条件优化有助于提升化合物提取效率,从而提高化合物覆盖度。多样本分析中的批处理分析结果表明AntDAS-GCMS能够发现不同来源无花果提取物的整体及细节差异,并实现化合物的高通量精准鉴定。最终,基于所开发的植物提取物挥发性成分高通量精准解析策略,实现了无花果中36种化合物的鉴定,涵盖了酯类(9种)、酮类(7种)、醇类(7种)、醛类(5种)、萜类(4种)、杂环类(2种)、酚类(1种)以及二肽类(1种)。不同类别化合物的峰面积总和分析表明醇类占比最高(31.8%),其次为醛类(30.3%)和酯类(25.0%)。所发展的分析策略有望为植物中挥发性成分的解析及品质监控提供新的研究思路。 展开更多
关键词 植物提取物 无花果提取物 AntDAS-gcms DLLME-gcms 化学计量学
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Analgesic effect and safety of dexmedetomidine-assisted intravenous-inhalation combined general anesthesia in laparoscopic minimally invasive inguinal hernia surgery 被引量:3
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作者 Qian-Xing Lou Ke-Ping Xu 《World Journal of Gastrointestinal Surgery》 2025年第3期161-170,共10页
BACKGROUND Currently,very few studies have examined the analgesic effectiveness and safety of dexmedetomidine-assisted intravenous-inhalation combined general anesthesia in laparoscopic minimally invasive surgery for ... BACKGROUND Currently,very few studies have examined the analgesic effectiveness and safety of dexmedetomidine-assisted intravenous-inhalation combined general anesthesia in laparoscopic minimally invasive surgery for inguinal hernia.AIM To investigate the analgesic effect and safety of dexmedetomidine-assisted intravenous-inhalation combined general anesthesia in laparoscopic minimally invasive surgery for inguinal hernia.METHODS In this retrospective study,94 patients scheduled for laparoscopic minimally invasive surgery for inguinal hernia,admitted to Yiwu Central Hospital between May 2022 and May 2023,were divided into a control group(inhalation combined general anesthesia)and a treatment group(dexmedetomidine-assisted intrave-nous-inhalation combined general anesthesia).Perioperative indicators,analgesic effect,preoperative and postoperative 24-hours blood pressure(BP)and heart rate(HR),stress indicators,immune function levels,and adverse reactions were com-pared between the two groups.RESULTS Baseline data,including age,hernia location,place of residence,weight,monthly income,education level,and underlying diseases,were not significantly different between the two groups,indicating comparability(P>0.05).No significant difference was found in operation time and anesthesia time between the two groups(P>0.05).However,the treatment group exhibited a shorter postoperative urinary catheter removal time and hospital stay than the control group(P<0.05).Preoperatively,no significant differences were found in the visual analog scale(VAS)scores between the two groups(P>0.05).However,at 12,18,and 24 hours postoper-atively,the treatment group had significantly lower VAS scores than the control group(P<0.05).Although no significant differences in preoperative hemodynamic indicators were found between the two groups(P>0.05),both groups experienced some extent of changes in postoperative HR,diastolic BP(DBP),and systolic BP(SBP).Nevertheless,the treatment group showed smaller changes in HR,DBP,and SBP than the control group(P<0.05).Preoperative immune function indicators showed no significant differences between the two groups(P>0.05).However,postoperatively,the treatment group demonstrated higher levels of CD3+,CD4+,and CD4+/CD8+and lower levels of CD8+than the control group(P<0.05).The rates of adverse reactions were 6.38%and 23.40%in the treatment and control groups,respectively,revealing a significant difference(χ2=5.371,P=0.020).CONCLUSION Dexmedetomidine-assisted intravenous-inhalation combined general anesthesia can promote early recovery of patients undergoing laparoscopic minimally invasive surgery for inguinal hernia.It ensures stable blood flow,improves postoperative analgesic effects,reduces postoperative pain intensity,alleviates stress response,improves immune function,facilitates anesthesia recovery,and enhances safety. 展开更多
关键词 DEXMEDETOMIDINE Intravenous-inhalation combined general anesthesia Inguinal hernia Laparoscopic minimally invasive surgery Analgesia SAFETY
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Comparative analysis of general anesthesia and ultrasound-guided intercostal nerve block in subcutaneous implantable cardioverter-defibrillator perioperative care 被引量:1
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作者 Chun-Jie Wen Ji-Fang Cheng +5 位作者 Sheng-Bo Jiang Meng Wang Xiao-Xiao Yin Rui Liu Wen Shen Ying Zhong 《World Journal of Cardiology》 2025年第10期112-119,共8页
BACKGROUND Subcutaneous implantable cardioverter-defibrillator(S-ICD)implantation requires effective anesthesia.General anesthesia(GA)carries risks like hemodynamic instability,while ultrasound-guided intercostal nerv... BACKGROUND Subcutaneous implantable cardioverter-defibrillator(S-ICD)implantation requires effective anesthesia.General anesthesia(GA)carries risks like hemodynamic instability,while ultrasound-guided intercostal nerve block(US-ICNB)may offer better pain control.This study hypothesized US-ICNB is superior in perioperative safety and pain management.AIM To compare perioperative outcomes of GA and US-ICNB in S-ICD implantation.METHODS This retrospective single-center study included 64 patients who received S-ICD implantation between February 2021 and December 2024.They were divided into GA and US-ICNB groups based on anesthesia type.Demographic data,perioperative parameters(operation time,pain scores,analgesic usage),and postoperative outcomes(complications,defibrillation events)were collected and analyzed.Statistical tests were used to compare the two groups.RESULTS This study included 64 patients(20 in the GA group and 44 in the US-ICNB group).Baseline left ventricular ejection fraction was significantly lower in the US-ICNB group(39.20%±12.00%vs 56.20%±11.50%in GA,P<0.001),while American Society of Anesthesiologists scores and comorbidities were comparable.US-ICNB showed superior pain control,with significantly lower numeric rating scale scores at 6-48 hours(P<0.001)and fewer patients requiring analgesics(P=0.02).The US-ICNB group had shorter operation times(P<0.001),total hospital stays(P<0.001),and later first analgesia times(P<0.001).No anesthesia-related complications occurred in either group.CONCLUSION Both anesthetic methods were safe in the short term.However,US-ICNB was superior in reducing operation and hospital stay times and alleviating peri-operative pain.It has high safety in S-ICD implantation and deserves further clinical promotion,though large-scale,multi-center,randomized controlled trials are needed to confirm these findings. 展开更多
关键词 Subcutaneous implantable cardioverter-defibrillator general anesthesia Ultrasound-guided intercostal nerve block Perioperative period Clinical effect
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Optimizing CNN Architectures for Face Liveness Detection:Performance,Efficiency,and Generalization across Datasets 被引量:1
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作者 Smita Khairnar Shilpa Gite +2 位作者 Biswajeet Pradhan Sudeep D.Thepade Abdullah Alamri 《Computer Modeling in Engineering & Sciences》 2025年第6期3677-3707,共31页
Face liveness detection is essential for securing biometric authentication systems against spoofing attacks,including printed photos,replay videos,and 3D masks.This study systematically evaluates pre-trained CNN model... Face liveness detection is essential for securing biometric authentication systems against spoofing attacks,including printed photos,replay videos,and 3D masks.This study systematically evaluates pre-trained CNN models—DenseNet201,VGG16,InceptionV3,ResNet50,VGG19,MobileNetV2,Xception,and InceptionResNetV2—leveraging transfer learning and fine-tuning to enhance liveness detection performance.The models were trained and tested on NUAA and Replay-Attack datasets,with cross-dataset generalization validated on SiW-MV2 to assess real-world adaptability.Performance was evaluated using accuracy,precision,recall,FAR,FRR,HTER,and specialized spoof detection metrics(APCER,NPCER,ACER).Fine-tuning significantly improved detection accuracy,with DenseNet201 achieving the highest performance(98.5%on NUAA,97.71%on Replay-Attack),while MobileNetV2 proved the most efficient model for real-time applications(latency:15 ms,memory usage:45 MB,energy consumption:30 mJ).A statistical significance analysis(paired t-tests,confidence intervals)validated these improvements.Cross-dataset experiments identified DenseNet201 and MobileNetV2 as the most generalizable architectures,with DenseNet201 achieving 86.4%accuracy on Replay-Attack when trained on NUAA,demonstrating robust feature extraction and adaptability.In contrast,ResNet50 showed lower generalization capabilities,struggling with dataset variability and complex spoofing attacks.These findings suggest that MobileNetV2 is well-suited for low-power applications,while DenseNet201 is ideal for high-security environments requiring superior accuracy.This research provides a framework for improving real-time face liveness detection,enhancing biometric security,and guiding future advancements in AI-driven anti-spoofing techniques. 展开更多
关键词 Face liveness detection cross-dataset generalization real-time face authentication transfer learning DenseNet201 VGG16 InceptionV3 deep learning
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Dual encoding feature filtering generalized attention UNET for retinal vessel segmentation
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作者 ISLAM Md Tauhidul WU Da-Wen +6 位作者 TANG Qing-Qing ZHAO Kai-Yang YIN Teng LI Yan-Fei SHANG Wen-Yi LIU Jing-Yu ZHANG Hai-Xian 《四川大学学报(自然科学版)》 北大核心 2025年第1期79-95,共17页
Retinal blood vessel segmentation is crucial for diagnosing ocular and cardiovascular diseases.Although the introduction of U-Net in 2015 by Olaf Ronneberger significantly advanced this field,yet issues like limited t... Retinal blood vessel segmentation is crucial for diagnosing ocular and cardiovascular diseases.Although the introduction of U-Net in 2015 by Olaf Ronneberger significantly advanced this field,yet issues like limited training data,imbalance data distribution,and inadequate feature extraction persist,hindering both the segmentation performance and optimal model generalization.Addressing these critical issues,the DEFFA-Unet is proposed featuring an additional encoder to process domain-invariant pre-processed inputs,thereby improving both richer feature encoding and enhanced model generalization.A feature filtering fusion module is developed to ensure the precise feature filtering and robust hybrid feature fusion.In response to the task-specific need for higher precision where false positives are very costly,traditional skip connections are replaced with the attention-guided feature reconstructing fusion module.Additionally,innovative data augmentation and balancing methods are proposed to counter data scarcity and distribution imbalance,further boosting the robustness and generalization of the model.With a comprehensive suite of evaluation metrics,extensive validations on four benchmark datasets(DRIVE,CHASEDB1,STARE,and HRF)and an SLO dataset(IOSTAR),demonstrate the proposed method’s superiority over both baseline and state-of-the-art models.Particularly the proposed method significantly outperforms the compared methods in cross-validation model generalization. 展开更多
关键词 Vessel segmentation Data balancing Data augmentation Dual encoder Attention Mechanism Model generalization
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2024 US General Election and Changes in its Party Politics
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作者 Xie Tao 《Contemporary World》 2025年第1期44-48,共5页
The US 2024 general election ended with the Republican Party winning the presidential, House and Senate elections at the same time. In the presidential election, the Republican Party not only won more popular votes in... The US 2024 general election ended with the Republican Party winning the presidential, House and Senate elections at the same time. In the presidential election, the Republican Party not only won more popular votes in over 90% counties than in the 2020 general election, but also won seven highly contested swing States with greater edges. This also marks the first time since 2004 that the Republican Party has won a relative majority of popular votes in the presidential election. 展开更多
关键词 House elections US general election presidential election general election Senate elections republican party Republican Party popular votes
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Exploration and Practice of General Education Courses on Cybersecurity in Higher Education Institutions
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作者 Xuejing Zhang Yueqin Li +1 位作者 Fang Yang Jingjing Wu 《Journal of Contemporary Educational Research》 2025年第11期306-310,共5页
Strengthening cybersecurity education for college students holds significant importance in achieving the strategic goal of building China into a cyber power.This article begins by discussing the significance and neces... Strengthening cybersecurity education for college students holds significant importance in achieving the strategic goal of building China into a cyber power.This article begins by discussing the significance and necessity of implementing cybersecurity education for university students.Drawing on disciplinary characteristics and student learning analysis,it presents a comprehensive construction process and countermeasures for a general cybersecurity education course,covering aspects such as teaching content development,teaching resource creation,and pedagogical approaches.The aim is to provide reference and guidance for other universities in developing general cybersecurity education courses. 展开更多
关键词 CYBERSECURITY general education Security awareness
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A Generalized Satellite Digital Twin System for Satellite Operations
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作者 LIN Jiawei ZHANG Yujie +1 位作者 WU Xiaoming LIU Jianhua 《Aerospace China》 2025年第1期14-23,共10页
Digital twin shows broad application prospects in the aerospace field.This paper introduces a generalized satellite digital twin system in detail.With the innovative design concepts of modularization,generalization an... Digital twin shows broad application prospects in the aerospace field.This paper introduces a generalized satellite digital twin system in detail.With the innovative design concepts of modularization,generalization and modeling,on the one hand,the system has successfully achieved the reuse of software modules among different satellite models;on the other hand,it has achieved the reuse of software modules between the digital twin and the testing system,significantly improving the development efficiency of the digital twin system.The paper elaborates on the technical architecture and application fields of this digital twin system,and further prospects its future development.At the same time,through a real inorbit case,the engineering value of the digital twin system is strongly demonstrated. 展开更多
关键词 satellite operation generalIZATION digital twin
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