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Privacy-Preserving Gender-Based Customer Behavior Analytics in Retail Spaces Using Computer Vision
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作者 Ginanjar Suwasono Adi Samsul Huda +4 位作者 Griffani Megiyanto Rahmatullah Dodit Suprianto Dinda Qurrota Aini Al-Sefy Ivon Sandya Sari Putri Lalu Tri Wijaya Nata Kusuma 《Computers, Materials & Continua》 2026年第1期1839-1861,共23页
In the competitive retail industry of the digital era,data-driven insights into gender-specific customer behavior are essential.They support the optimization of store performance,layout design,product placement,and ta... In the competitive retail industry of the digital era,data-driven insights into gender-specific customer behavior are essential.They support the optimization of store performance,layout design,product placement,and targeted marketing.However,existing computer vision solutions often rely on facial recognition to gather such insights,raising significant privacy and ethical concerns.To address these issues,this paper presents a privacypreserving customer analytics system through two key strategies.First,we deploy a deep learning framework using YOLOv9s,trained on the RCA-TVGender dataset.Cameras are positioned perpendicular to observation areas to reduce facial visibility while maintaining accurate gender classification.Second,we apply AES-128 encryption to customer position data,ensuring secure access and regulatory compliance.Our system achieved overall performance,with 81.5%mAP@50,77.7%precision,and 75.7%recall.Moreover,a 90-min observational study confirmed the system’s ability to generate privacy-protected heatmaps revealing distinct behavioral patterns between male and female customers.For instance,women spent more time in certain areas and showed interest in different products.These results confirm the system’s effectiveness in enabling personalized layout and marketing strategies without compromising privacy. 展开更多
关键词 Business intelligence customer behavior privacy-preserving analytics computer vision deep learning smart retail gender recognition heatmap privacy RCA-TVGender dataset
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Rediscovering Analytical Rigor in Traditional Economic Thought:The“Second Integration”and the Making of a Chinese School of Economics
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作者 Cheng Lin Zhou Rui Chen Xudong 《China Economist》 2026年第1期54-90,共37页
Does traditional Chinese economic thought possess genuine analytical rigor?This question lies at the heart of any serious evaluation of its theoretical value and historical significance.It also matters for understandi... Does traditional Chinese economic thought possess genuine analytical rigor?This question lies at the heart of any serious evaluation of its theoretical value and historical significance.It also matters for understanding how best to preserve,build on its remarkable achievements,and develop its intellectual legacy.Critics such as Schumpeter and Taylor have long argued that the economic reasoning found in ancient China cannot compare with that of classical Greece or medieval Europe.Yet this view often reflects the narrow assumptions of mainstream economics,defining analysis almost entirely in terms of market exchange.As a result,it tends to overlook traditions built around statecraft,governance,and the management of economic order.A careful re-examination and Sino-Western comparative analysis of key thinkers-including Mencius,Guanzi,and Sima Qian-tells a different story.Rooted in China’s distinctive cultural and philosophical heritage,traditional Chinese economic thought not only contains the analytical dimensions(as defined by Schumpeter)but also displays a broader and more diverse set of economic reasoning.Notably,its systematic depth and intellectual precision were,in many respects,remarkably advanced.Therefore,advancing the construction of a Chinese school of economics in the new era under the framework of the“Second Integration”,i.e.,integrating the basic tenets of Marxism with China’s fine traditional culture,should,and indeed can draw essential insights from this analytical tradition. 展开更多
关键词 traditional Chinese economic thought analytical rigor Second Integration Chinese economics
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Finite analytic method for simulating water flow using water content-based Richards'equation
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作者 Zai-yong Zhang Da Xu +4 位作者 Cheng-cheng Gong Bin Ran Xue-ke Wang Wan-yu Zhang Jun-zuo Pan 《Journal of Groundwater Science and Engineering》 2025年第2期147-155,共9页
Accurately simulating water flow movement in vadose zone is crucial for effective water resources assessment.Richards'equation,which describes the movement of water flow in the vadose zone,is highly nonlinear and ... Accurately simulating water flow movement in vadose zone is crucial for effective water resources assessment.Richards'equation,which describes the movement of water flow in the vadose zone,is highly nonlinear and challenging to solve.Existing numerical methods often face issues such as numerical dispersion,oscillation,and mass non-conservation when spatial and temporal discretization conditions are not appropriately configured.To address these problems and achieve accurate and stable numerical solutions,a finite analytic method based on water content-based Richards'equation(FAM-W)is proposed.The performance of the FAM-W is compared with analytical solutions,Finite Difference Method(FDM),and Finite Analytic Method based on the pressure Head-based Richards'equation(FAM-H).Compared to analytical solution and other numerical methods(FDM and FAM-H),FAM-W demonstrates superior accuracy and efficiency in controlling mass balance errors,regardless of spatial step sizes.This study introduces a novel approach for modelling water flow in the vadose zone,offering significant benefits for water resources management. 展开更多
关键词 Finite analytic method Vadose zone Soil moisture Finite difference method analytical solution Richards'equation Water resources management
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Greenness evaluation metric for analytical methods and software
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作者 Tong Xin Luyao Yu +7 位作者 Wenying Zhang Yingxia Guo Chuya Wang Zhong Li Jiansong You Hongyu Xue Meiyun Shi Lei Yin 《Journal of Pharmaceutical Analysis》 2025年第7期1667-1676,共10页
The focus of green analytical chemistry(GAC)is to minimize the negative impacts of analytical procedures on human safety,human health,and the environment.Several factors,such as the reagents used,sample collection,sam... The focus of green analytical chemistry(GAC)is to minimize the negative impacts of analytical procedures on human safety,human health,and the environment.Several factors,such as the reagents used,sample collection,sample processing,instruments,energy consumed,and the quantities of hazardous materials and waste generated during analytical procedures,need to be considered in the evaluation of the greenness of analytical assays.In this study,we propose a greenness evaluation metric for analytical methods(GEMAM).The new greenness metric is simple,flexible,and comprehensive.The evaluation criteria are based on both the 12 principles of GAC(SIGNIFICANCE)and the 10 factors of sample preparation,and the results are presented on a 0–10 scale.The GEMAM calculation process is easy to perform,and its results are easy to interpret.The output of GEMAM is a pictogram that can provide both qualitative and quantitative information based on color and number. 展开更多
关键词 Green analytical chemistry analytical methods Greenness evaluation METRIC
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Discipline development and perspectives of analytical pharmacology
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作者 Haiping Hao Su Zeng 《Journal of Pharmaceutical Analysis》 2025年第1期1-3,共3页
1.Discipline origins In 1984,“analytical pharmacology”was firstly used in the paper entitled“The future of analytical pharmacologyda personal view”by Dr.J.S.Cridland,director of a clinical pharmacological laborato... 1.Discipline origins In 1984,“analytical pharmacology”was firstly used in the paper entitled“The future of analytical pharmacologyda personal view”by Dr.J.S.Cridland,director of a clinical pharmacological laboratory at Department of Pharmacology,University of Cape Town.He proposed“Analytical pharmacology is at present usually a tool of clinical pharmacology”,which is mainly used for therapeutic drug monitoring,analysis of clinical pharmacokinetics,and toxicological screening to provide a basis for reasonable medication and clinical dose adjustment[1].In 1984,W.J.Black,Director of Wellcome Research Laboratories,was offered a personal Chair at King's College Hospital School of Medicine and Dentistry,part of King's College London.He chose“Analytical Pharmacology”as a title for the Chair[2]. 展开更多
关键词 therapeutic drug monitoringanalysis clinical pharmacokineticsand clinical pharmacology which clinical pharmacokinetics analytical pharmacology toxicological screening analytical pharmacologyda clinical pharmacological laboratory therapeutic drug monitoring
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Impact of Laboratory Analytical Indicators on Positive Blood Culture Detection Rates: A Single Center Study
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作者 Di Wang Lingli Liu +5 位作者 Ruirui Ma Lijun Du Guixue Cheng Yali Liu Qiaolian Yi Yingchun Xu 《Biomedical and Environmental Sciences》 2025年第3期303-312,共10页
Objective Blood culture remains the gold standard for diagnosing bloodstream infections.Clinical laboratories must ensure the quality of blood culture processes from receipt to obtaining definitive results.We examined... Objective Blood culture remains the gold standard for diagnosing bloodstream infections.Clinical laboratories must ensure the quality of blood culture processes from receipt to obtaining definitive results.We examined laboratory analytical indicators associated with positive blood culture results.Methods Blood cultures collected from Peking Union Medical College Hospital between January 1,2020,and December 31,2022,were retrospectively analyzed.The mode of transportation(piping logistics delivery vs.staff),source of blood cultures(outpatient/emergency department vs.inpatient department),rotation of personnel,and time of reception(8:00–19:59 vs.20:00–07:59)were compared between blood culture-positive and-negative results.Results Between 2020 and 2022,the total positive rate of blood culture was 8.07%.The positive rate of blood cultures in the outpatient/emergency department was significantly higher than that in the inpatient department(12.46%vs.5.83%;P<0.0001).The time-to-detection of blood cultures was significantly affected by the delivery mode and personnel rotation.The blood culture positive rate of the total pre-analytical time within 1 h was significantly higher than that within 1–2 h or>2 h(P<0.0170).Conclusion Laboratory analytical indicators such as patient source,transportation mode,and personnel rotation significantly impacted the positive detection rate or time of blood culture. 展开更多
关键词 Blood culture Laboratory analytical indicators Total pre-analytical time Time-to-detection PATHOGENS
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Geometric size and forming force prediction in incremental flanging:A new analytical model 被引量:1
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作者 Chong TIAN Dawei ZHANG +1 位作者 Guangcan YANG Shengdun ZHAO 《Chinese Journal of Aeronautics》 2025年第2期519-540,共22页
A new analytical model for geometric size and forming force prediction in incremental flanging(IF)is presented in this work.The complex deformation characteristics of IF are considered in the modeling process,which ca... A new analytical model for geometric size and forming force prediction in incremental flanging(IF)is presented in this work.The complex deformation characteristics of IF are considered in the modeling process,which can accurately describe the strain and stress states in IF.Based on strain analysis,the model can predict the material thickness distribution and neck height after IF.By considering contact area,strain characteristics,material thickness changes,and friction,the model can predict specific moments and corresponding values of maximum axial forming force and maximum horizontal forming force during IF.In addition,an IF experiment involving different tool diameters,flanging diameters,and opening hole diameters is conducted.On the basis of the experimental strain paths,the strain characteristics of different deformation zones are studied,and the stable strain ratio is quantitatively described through two dimensionless parameters:relative tool diameter and relative hole diameter.Then,the changing of material thickness and forming force in IF,and the variation of minimum material thickness,neck height,maximum axial forming force,and maximum horizontal forming force with flanging parameters are studied,and the reliability of the analytical model is verified in this process.Finally,the influence of the horizontal forming force on the tool design and the fluctuation of the forming force are explained. 展开更多
关键词 Incremental flanging analytical model Strain characteristic Geometric size Forming force
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Hydraulic fracturing-based analytical method for determining seepage characteristics at tunnel-gasketed joints 被引量:1
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作者 GONG Chen-jie CHENG Ming-jin +2 位作者 FAN Xuan PENG Yi-cheng DING Wen-qi 《Journal of Central South University》 2025年第4期1520-1534,共15页
Waterproof performance of gaskets between segments is the focus of shield tunnels.This paper proposed an analytical method for determining seepage characteristics at tunnel-gasketed joints based on the hydraulic fract... Waterproof performance of gaskets between segments is the focus of shield tunnels.This paper proposed an analytical method for determining seepage characteristics at tunnel-gasketed joints based on the hydraulic fracturing theories.First,the mathematical model was established,and the seepage governing equation and boundary conditions were obtained.Second,three dimensionless parameters were introduced for simplifying the expressions,and the seepage governing equations were normalized.Third,analytical expressions were derived for the interface opening and liquid pressure.Moreover,the influencing factors of seepage process at the gasketed interface were analyzed.Parametric analyses revealed that,in the normalized criterion of liquid viscosity,the liquid tip coordinate was influenced by the degree of negative pressure in the liquid lag region,which was related to the initial contact stress.The coordinate of the liquid tip affected the liquid pressure distribution and the interface opening,which were analyzed under different liquid tip coordinate conditions.Finally,under two limit states,comparative analysis showed that the results of the variation trend of the proposed method agree well with those of previous research.Overall,the proposed analytical method provides a novel solution for the design of the waterproof in shield tunnels. 展开更多
关键词 shield tunnels segment joints seepage characteristics hydraulic fracture analytical solution
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Research Progress on Microfluidic Paper-based Analytical Devices for Point-of-care Testing 被引量:1
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作者 ZHANG Yuji XU Ruicheng SHAN Dan 《激光生物学报》 2025年第1期1-11,共11页
Point-of-care testing(POCT)refers to a category of diagnostic tests that are performed at or near to the site of the patients(also called bedside testing)and is capable of obtaining accurate results in a short time by... Point-of-care testing(POCT)refers to a category of diagnostic tests that are performed at or near to the site of the patients(also called bedside testing)and is capable of obtaining accurate results in a short time by using portable diagnostic devices,avoiding sending samples to the medical laboratories.It has been extensively explored for diagnosing and monitoring patients’diseases and health conditions with the assistance of development in biochemistry and microfluidics.Microfluidic paper-based analytical devices(μPADs)have gained dramatic popularity in POCT because of their simplicity,user-friendly,fast and accurate result reading and low cost.SeveralμPADs have been successfully commercialized and received excellent feedback during the past several decades.This review briefly discusses the main types ofμPADs,preparation methods and their detection principles,followed by a few representative examples.The future perspectives of the development inμPADs are also provided. 展开更多
关键词 point-of-care testing microfluidic paper-based analytical devices SENSOR personalized medical treatment portable diagnostic equipment
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Segmented predictor-corrector reentry guidance based on an analytical profile 被引量:1
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作者 Hui XU Guangbin CAI +2 位作者 Chaoxu MU Xin LI Hao WEI 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 2025年第1期50-65,共16页
A segmented predictor-corrector method is proposed for hypersonic glide vehicles to address the issue of the slow computational speed of obtaining guidance commands using the traditional predictor-corrector guidance m... A segmented predictor-corrector method is proposed for hypersonic glide vehicles to address the issue of the slow computational speed of obtaining guidance commands using the traditional predictor-corrector guidance method.Firstly,an altitude-energy profile is designed,and the bank angle is derived analytically as the initial iteration value for the predictor-corrector method.The predictor-corrector guidance method has been improved by deriving an analytical form for predicting the range-to-go error,which greatly accelerates the iterative speed.Then,a segmented guidance algorithm is proposed.The above analytically predictor-corrector guidance method is adopted when the energy exceeds an energy threshold.When the energy is less than the threshold,the equidistant test method is used to calculate the bank angle command,which ensures guidance accuracy as well as computational efficiency.Additionally,an adaptive guidance cycle strategy is applied to reduce the computational time of the reentry guidance trajectory.Finally,the accuracy and robustness of the proposed method are verified through a series of simulations and Monte-Carlo experiments.Compared with the traditional integral method,the proposed method requires 75%less computation time on average and achieves a lower landing error. 展开更多
关键词 Hypersonic glide vehicle(HGV) Segmented reentry guidance method analytical profile Adaptive guidance cycle Reentry trajectory
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Analytic Smoothing Effect of Cauchy Problem for a Class of Kolmogorov-Fokker-Planck Equations
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作者 CAO Xiaodong XU Chaojiang XU Yan 《数学进展》 北大核心 2025年第5期1015-1030,共16页
We study the Cauchy problem of the Kolmogorov-Fokker-Planck equations and show that the solution enjoys an analytic smoothing effect with L?initial datum for positive time.
关键词 Kolmogorov-Fokker-Planck equation analytic smoothing effect
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Improved Bound of the Fourth Hankel Determinant for a Class of Analytic Functions with Bounded Turnings Involving Cardioid Domain
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作者 Dong GUO Huo TANG +1 位作者 Xi LUO Zongtao LI 《Journal of Mathematical Research with Applications》 2025年第1期39-55,共17页
In the paper,a class of functions with bounded turnings involving cardioid domain,are studied in the region of the unit disc.The bounds of|a_(5)|,|a_(6)|,|a_(7)|and the fourth Hankel determinant are obtained,which are... In the paper,a class of functions with bounded turnings involving cardioid domain,are studied in the region of the unit disc.The bounds of|a_(5)|,|a_(6)|,|a_(7)|and the fourth Hankel determinant are obtained,which are more accurate than those obtained by Srivastava. 展开更多
关键词 analytic functions starlike functions convex functions Schwarz function cardioid domain Hankel determinant
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Analytic approximation of periodic orbits with renormalization group
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作者 Haoyi Huang Tianyi Wang +1 位作者 Pengfei Guo Yueheng Lan 《Communications in Theoretical Physics》 2025年第8期11-24,共14页
Renormalization group analysis has been proposed to eliminate secular terms in perturbation solutions of differential equations and thus expand the domain of their validity.Here we extend the method to treat periodic ... Renormalization group analysis has been proposed to eliminate secular terms in perturbation solutions of differential equations and thus expand the domain of their validity.Here we extend the method to treat periodic orbits or limit cycles.Interesting normal forms could be derived through a generalization of the concept'resonance',which offers nontrivial analytic approximations.Compared with traditional techniques such as multi-scale methods,the current scheme proceeds in a very straightforward and simple way,delivering not only the period and the amplitude but also the transient path to limit cycles.The method is demonstrated with several examples including the Duffing oscillator,van der Pol equation and Lorenz equation.The obtained solutions match well with numerical results and with those derived by traditional analytic methods. 展开更多
关键词 nonlinear dynamics cycles renormalization group analytic solution normal forms
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Stress gradient analytic solution and reasonable support prestress of roadway surrounding rock based on unified strength criterion:A case study
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作者 JING Suo-lin WEN Zhi-jie +2 位作者 ZUO Yu-jun LI Qiu-ju HAO Peng 《Journal of Central South University》 2025年第2期449-468,共20页
The stress gradient of surrounding rock and reasonable prestress of support are the keys to ensuring the stability of roadways.The elastic-plastic analytical solution for surrounding rock was derived based on unified ... The stress gradient of surrounding rock and reasonable prestress of support are the keys to ensuring the stability of roadways.The elastic-plastic analytical solution for surrounding rock was derived based on unified strength theory.A model for solving the stress gradient of the surrounding rock with the intermediate principal stress parameter b was established.The correctness and applicability of the solution for the stress gradient in the roadway surrounding rock was verified via multiple methods.Furthermore,the laws of stress,displacement,and the plastic zone of the surrounding rock with different b values and prestresses were revealed.As b increases,the stress gradient in the plastic zone increases,and the displacement and plastic zone radius decrease.As the prestress increases,the peak stress shifts toward the sidewalls,and the stress and stress gradient increments decrease.In addition,the displacement increment and plastic zone increment were proposed to characterize the support effect.The balance point of the plastic zone area appears before that of the displacement zone.The relationship between the stress gradient compensation coefficient and the prestress is obtained.This study provides a research method and idea for determining the reasonable prestress of support in roadways. 展开更多
关键词 PRESTRESS support compensation surrounding rock damage stress gradient analytic solution unified strength theory
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Optimizing the Film Forming Agent Combination for Foundation Liquid Using the Analytic Hierarchy Process and Orthogonal Experiment With Multiple Indicators
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作者 Zheng Huichun Huang Xiaohong +4 位作者 Zheng Jiacheng Liu Guangyu Zhou Jianfang Jeonyun Yun Liu Shan 《China Detergent & Cosmetics》 2025年第4期61-69,共9页
The parameters of facial skin on human body were measured by Visia-CR,and the weight coefficients of each evaluation index were clarified by the analytic hierarchy process,thus the comprehensive score was calculated.T... The parameters of facial skin on human body were measured by Visia-CR,and the weight coefficients of each evaluation index were clarified by the analytic hierarchy process,thus the comprehensive score was calculated.The influence of four film-forming agents on the comprehensive score at different quality fractions was examined by single factor experiment to determine the level of each factor.In addition,the optimal proportion of the four film-forming agents was selected by combining multi-indicator comprehensive scoring method and orthogonal experiment.The results show that the best combination of the four film-forming agents in the 8 h wear test is A_(2)B_(2)C_(2)D_(1),and the quality fractions of each component are 2%of trimethylsiloxy silicate,1%of polydimethylsiloxane,2%of(acrylate(ester)/poly(dimethylsiloxane)copolymer,cyclopentasiloxane)and 0.5%of VP/hexadecene copolymer. 展开更多
关键词 FOUNDATION film-forming agents human body analytic hierarchy process orthogonal experiment method
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An Application of Fuzzy Analytic Hierarchy Process in Risk Evaluation of Chinese Renewable Energy Overseas Investment
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作者 Xian Wang Zdeněk Zmeškal 《Economics World》 2025年第2期132-141,共10页
Renewable energy sources,including wind,solar,and biofuels,are essential for promoting sustainable economic development and mitigating environmental challenges.As China’s overseas investments in renewable energy expa... Renewable energy sources,including wind,solar,and biofuels,are essential for promoting sustainable economic development and mitigating environmental challenges.As China’s overseas investments in renewable energy expand,effective risk assessment and management have become critical.This study develops a comprehensive risk evaluation framework for China’s overseas renewable energy investments using the Fuzzy Analytic Hierarchy Process(FAHP).The framework incorporates political,economic,and project-specific risks,organized through three primary criteria,nine sub-criteria,and thirty tertiary indicators.By integrating expert judgments with fuzzy set theory,the FAHP methodology assigns accurate weights to risk factors and ensures consistency in evaluation.The findings identify political risks as the most significant,emphasizing their influence on investment strategies.These insights offer valuable guidance for policymakers and investors to enhance risk management strategies and ensure the sustainability of China’s renewable energy initiatives abroad. 展开更多
关键词 renewable energy overseas investment risk evaluation multi-criteria decision-making(MCDM) Fuzzy analytic Hierarchy Process(FAHP)
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Holder’s inequalities for a class of analytic functions connected with a certain hybrid-type convolution operator
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作者 H.M.Srivastava Sheza M.El-Deeb 《Applied Mathematics(A Journal of Chinese Universities)》 2025年第2期443-457,共15页
By using a certain hybrid-type convolution operator,we first introduce a new subclass of normalized analytic functions in the open unit disk.For members of this analytic function class,we then derive several propertie... By using a certain hybrid-type convolution operator,we first introduce a new subclass of normalized analytic functions in the open unit disk.For members of this analytic function class,we then derive several properties and characteristics including(for example)the modified Hadamard products,Holder's inequalities and convolution properties as well as some closure properties under a general family of integral transforms. 展开更多
关键词 analytic functions univalent functions binomial series:hybrid-type convolution operator Holder's inequalities modi ed Hadamard product convolution properties closure properties under integral transforms
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Research on Visual Teaching of Analytic Geometry Based on GeoGebra Software
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作者 Lianxia Jiang 《Journal of Contemporary Educational Research》 2025年第5期173-180,共8页
This paper delves into the visual teaching of analytic geometry facilitated by GeoGebra software.Through a meticulous analysis of the current landscape of analytic geometry instruction and the distinct advantages of G... This paper delves into the visual teaching of analytic geometry facilitated by GeoGebra software.Through a meticulous analysis of the current landscape of analytic geometry instruction and the distinct advantages of GeoGebra software,it expounds upon the imperative and feasibility of its application within the realm of analytic geometry teaching.Furthermore,it presents a detailed account of the teaching practice process grounded in this software,encompassing teaching design and the demonstration of teaching cases,and conducts an in-depth investigation and analysis of the teaching outcomes.The research findings indicate that the GeoGebra software can effectively elevate the level of visualization in analytic geometry teaching,thereby augmenting students’learning enthusiasm and comprehension capabilities.It thus offers novel perspectives and methodologies for the pedagogical reform of analytic geometry. 展开更多
关键词 GeoGebra software analytic geometry Visual teaching
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Machine-Learning-Improved Analytic Continuation for Quantum Impurity Model
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作者 Shengyan Li Liang Chen 《Journal of Harbin Institute of Technology(New Series)》 2025年第4期29-44,共16页
The analytic continuation serves as a crucial bridge between quantum Monte Carlo calculations in imaginary-time formalism,specifically the Green's functions,and physical measurements(the spectral functions)in real... The analytic continuation serves as a crucial bridge between quantum Monte Carlo calculations in imaginary-time formalism,specifically the Green's functions,and physical measurements(the spectral functions)in real time.Various approaches have been developed to enhance the accuracy of analytic continuation,including the Padéapproximation,the maximum entropy method,and stochastic analytic continuation.In this study,we employ different deep learning techniques to investigate the analytic continuation for the quantum impurity model.A significant challenge in this context is that the sharp Abrikosov-Suhl resonance peak may be either underestimated or overestimated.We fit both the imaginary-time Green's function and the spectral function using Chebyshev polynomials in logarithmic coordinates.We utilize Full-Connected Networks(FCN),Convolutional Neural Networks(CNNs),and Residual Networks(ResNet)to address this issue.Our findings indicate that introducing noise during the training phase significantly improves the accuracy of the learning process.The typical absolute error achieved is less than 10-4.These investigations pave the way for machine learning to optimize the analytic continuation problem in many-body systems,thereby reducing the need for prior expertise in physics. 展开更多
关键词 machine learning analytic continuation neural networks
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Analytical insights,modulation and compositional dynamics of the feline gut microbiota:a review
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作者 Yuejun Shi Guiqing Peng +5 位作者 Ashenafi Assefa Gebremariam Muhammad Muazzam Iqbal Hakimeh Baghaei Daemi Muhammad Ali Khan Rizwan Ullah Donghan Wang 《Animal Diseases》 2025年第1期1-16,共16页
The gastrointestinal tract of felines is inhabited by an active and intricate population of microorganisms whose alteration creates disturbances in the immune response and can affect health and disease states.Studies ... The gastrointestinal tract of felines is inhabited by an active and intricate population of microorganisms whose alteration creates disturbances in the immune response and can affect health and disease states.Studies using vari‑ous analytical methods have identified peculiar trends in various illnesses,with Firmicutes being the most prevalent phylum,followed by Bacteroidetes,Proteobacteria,and Actinobacteria.However,more Firmicutes and fewer Bac‑teroidetes have been observed in cats infected with Feline coronavirus.Alterations in the composition of these gut microbiota can be solved by microbiota modification through dietary fiber,probiotics,and fecal microbiota transplan‑tation.Therefore,it is critical to understand the composition of the gut microbiota,the changes in and roles of the gut environment,and the importance of these concepts for overall health while considering the exchange of microbes between humans and domestic animals.This review provides comprehensive information on feline gut microbiota composition,modulation,and analytic methods used for characterizing the gut microbiota. 展开更多
关键词 analytical methods BACTERIA DISEASE DYSBIOSIS Gut microbiota
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