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THE GLOBAL EXISTENCE AND ANALYTICITY OF A MILD SOLUTION TO THE 3D REGULARIZED MHD EQUATIONS
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作者 肖存涛 邱华 姚正安 《Acta Mathematica Scientia》 SCIE CSCD 2024年第3期973-983,共11页
In this paper,we study the three-dimensional regularized MHD equations with fractional Laplacians in the dissipative and diffusive terms.We establish the global existence of mild solutions to this system with small in... In this paper,we study the three-dimensional regularized MHD equations with fractional Laplacians in the dissipative and diffusive terms.We establish the global existence of mild solutions to this system with small initial data.In addition,we also obtain the Gevrey class regularity and the temporal decay rate of the solution. 展开更多
关键词 regularized MHD equations fractional Laplacian global well-posedness analyticity decay rate
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TIME ANALYTICITY FOR THE HEAT EQUATION ON GRADIENT SHRINKING RICCI SOLITONS
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作者 Jiayong WU 《Acta Mathematica Scientia》 SCIE CSCD 2022年第4期1690-1700,共11页
On a complete non-compact gradient shrinking Ricci soliton,we prove the analyticity in time for smooth solutions of the heat equation with quadratic exponential growth in the space variable.This growth condition is sh... On a complete non-compact gradient shrinking Ricci soliton,we prove the analyticity in time for smooth solutions of the heat equation with quadratic exponential growth in the space variable.This growth condition is sharp.As an application,we give a necessary and sufficient condition on the solvability of the backward heat equation in a class of functions with quadratic exponential growth on shrinkers. 展开更多
关键词 Gradient shrinking Ricci soliton heat equation time analyticity
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Analyticity of Semigroups Generated by Singular Differential Matrix Operators
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作者 Ould Ahmed Mahmoud Sid Ahmed Adel Saddi 《Applied Mathematics》 2010年第4期283-287,共5页
In this paper we prove the analyticity of the semigroups generated by some singular differential matrix operators of the form in the Banach space with suitable boundary conditions. To illustrate the work an example is... In this paper we prove the analyticity of the semigroups generated by some singular differential matrix operators of the form in the Banach space with suitable boundary conditions. To illustrate the work an example is discussed. 展开更多
关键词 DISSIPATIVE OPERATORS Positive OPERATORS Spectrum ANALYTIC SEMIGROUPS Evolution Equations
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Analyticity of Semigroups generated by Degenerate Mixed Differential Operators
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作者 Adel Saddi 《Advances in Pure Mathematics》 2011年第3期42-48,共7页
In this paper we are interested in studying the dissipativity of degenerate mixed differential operators involving an interface point. We show that, under particular interface conditions, such operators generate analy... In this paper we are interested in studying the dissipativity of degenerate mixed differential operators involving an interface point. We show that, under particular interface conditions, such operators generate analytic semigroups on an appropriate Hilbert space . To illustrate the results an example is discussed. 展开更多
关键词 ADJOINT Interface DISSIPATIVE Operators ANALYTIC SEMIGROUPS
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On the Radius of Spatial Analyticity for the Inviscid Boussinesq Equations
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作者 CHENG Feng XU Chao-Jiang 《Journal of Partial Differential Equations》 CSCD 2020年第3期235-248,共14页
In this paper,we study the problem of analyticity of smooth solutions of the inviscid Boussinesq equations.If the initial datum is real-analytic,the solution remains real-analytic on the existence interval.By an induc... In this paper,we study the problem of analyticity of smooth solutions of the inviscid Boussinesq equations.If the initial datum is real-analytic,the solution remains real-analytic on the existence interval.By an inductive method we can obtain a lower bound on the radius of spatial analyticity of the smooth solution. 展开更多
关键词 Boussinesq equations analyticity radius of analyticity
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Analyticity of thermoelastic plates with dynamical boundary conditions 被引量:5
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作者 张琼 黄发伦 《Science China Mathematics》 SCIE 2003年第5期631-640,共10页
We consider a thermoelastic plate with dynamical boundary conditions. Using the contradictionargument of Pazy's well-known analyticity criterion and P.D.E. estimates, we prove that the corresponding C0semigroup is... We consider a thermoelastic plate with dynamical boundary conditions. Using the contradictionargument of Pazy's well-known analyticity criterion and P.D.E. estimates, we prove that the corresponding C0semigroup is analytic, hence exponentially stable. 展开更多
关键词 THERMOELASTICITY C 0 semigroup analyticity exponential stability
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The analyticity of solutions to a class of degenerate elliptic equations 被引量:2
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作者 LI ChunHe 《Science China Mathematics》 SCIE 2010年第8期2061-2068,共8页
In the present paper,the analyticity of solutions to a class of degenerate elliptic equations is obtained.A kind of weighted norms are introduced and under such norms some degenerate elliptic operators are of weak coe... In the present paper,the analyticity of solutions to a class of degenerate elliptic equations is obtained.A kind of weighted norms are introduced and under such norms some degenerate elliptic operators are of weak coerciveness. 展开更多
关键词 analyticity degenerate elliptic equations weighted norm weak coerciveness
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JNGGS被ESCI正式收录
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《天然气地球科学》 北大核心 2026年第2期F0003-F0003,共1页
近日,Journal of Natural Gas Geoscience(以下简称JNGGS)通过科睿唯安(Clarivate Analytics)评估,被Emerging Sources Citation Index(以下简称ESCI)数据库收录。自2024年(第9卷第1期)以来期刊发表的所有文章均被ESCI数据库收录。这是... 近日,Journal of Natural Gas Geoscience(以下简称JNGGS)通过科睿唯安(Clarivate Analytics)评估,被Emerging Sources Citation Index(以下简称ESCI)数据库收录。自2024年(第9卷第1期)以来期刊发表的所有文章均被ESCI数据库收录。这是继SCOPUS、CAS、DOAJ、GEOBASE、Petroleum Abstracts、NASA ADS、INSPEC、EBSCOhost、Cabells Journalytics、Geo Ref等数据库收录后,又被一重要的国际数据库收录,标志期刊在国际化发展方面又迈出了重要的一步。 展开更多
关键词 ESCI收录 JNGGS Clarivate Analytics Emerging Sources Citation Index
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Analyticity of the Sine Family with L^P-Maximal Regularity for Second Order Cauchy Problems
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作者 Yong Zhong HUANG Meng Cheng WANG 《Acta Mathematica Sinica,English Series》 SCIE CSCD 2010年第3期561-568,共8页
If the second order problem u(t) + Bu(t) + Au(t) = f(t), u(0) =u(0) = 0 has L^p-maximal regularity, 1 〈 p 〈 ∞, the analyticity of the corresponding propagator of the sine type is shown by obtaining th... If the second order problem u(t) + Bu(t) + Au(t) = f(t), u(0) =u(0) = 0 has L^p-maximal regularity, 1 〈 p 〈 ∞, the analyticity of the corresponding propagator of the sine type is shown by obtaining the estimates of ‖λ(λ^2 + λB + A)^-1‖ and ‖B(λ^2 + λB + A)^-1‖ for λ∈ C with Reλ 〉 ω, where the constant ω≥ 0. 展开更多
关键词 analyticity second order Cauchy problem maximal regularity PROPAGATOR
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Analyticity of Mild Solution for the 3D Incompressible Magneto-hydrodynamics Equations in Critical Spaces
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作者 Sheng WANG Yu Bing REN Fu Yi XU 《Acta Mathematica Sinica,English Series》 SCIE CSCD 2018年第11期1731-1741,共11页
The Cauchy problem for the 3D incompressible magneto-hydrodynamics equations in crit- cal spaces is considered. We first prove the global well-posedness of mild solution for the system in some time dependent spaces. F... The Cauchy problem for the 3D incompressible magneto-hydrodynamics equations in crit- cal spaces is considered. We first prove the global well-posedness of mild solution for the system in some time dependent spaces. Furthermore, we obtain analyticity of the solution. 展开更多
关键词 Lobal well-posedness analyticity mild solutions 3D incompressible magneto-hydrody- namics equations
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On the Radius of Analyticity of Solutions to 3D Navier-Stokes System with Initial Data in L^(p)
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作者 Ruilin HU Ping ZHANG 《Chinese Annals of Mathematics,Series B》 SCIE CSCD 2022年第5期749-772,共24页
Given initial data u0 ∈ L^(p)(R^(3)) for some p in [3,18/5 [,the auhtors first prove that3 D incompressible Navier-Stokes system has a unique solution μ=μL+v with μL=^(def)e^(t△)μ_(0) and ν∈L^(∞)([0,T];H^(5/2... Given initial data u0 ∈ L^(p)(R^(3)) for some p in [3,18/5 [,the auhtors first prove that3 D incompressible Navier-Stokes system has a unique solution μ=μL+v with μL=^(def)e^(t△)μ_(0) and ν∈L^(∞)([0,T];H^(5/2)-^(6/p)∩L^(1)([0,T];H^(9/2-6/p) for some positive time T.Then they derive an explicit lower bound for the radius of space analyticity of v,which in particular extends the corresponding results in [Chemin,J.-Y.,Gallagher,I.and Zhang,P.,On the radius of analyticity of solutions to semi-linear parabolic system,Math.Res.Lett.,27,2020,1631-1643,Herbst,I.and Skibsted,E.,Analyticity estimates for the Navier-Stokes equations,Adv.in Math.,228,2011,1990-2033] with initial data in H^(s)(R^(3)) for s ∈ [1/2,3/2[. 展开更多
关键词 Incompressible Navier-Stokes equations Radius of analyticity Littlewood-Paley theory
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Material Selection and Climate Change
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作者 George Sarpong-Nsiah Amevi Acakpovi 《Journal of Environmental & Earth Sciences》 2026年第1期18-28,共11页
This paper deals with carbon emissions reduction through building material selection in housing construction using Analytical Hierarchy Process(AHP)method.Drawing on the concept of Sustainable Development in the Envir... This paper deals with carbon emissions reduction through building material selection in housing construction using Analytical Hierarchy Process(AHP)method.Drawing on the concept of Sustainable Development in the Environment(SDE),inadequate selection of building materials makes a significant contribution to carbon emissions.The achievability of the goal of SDE is in rethinking Locally Sourced and Recycled Building Materials(LSRBMs)selection decision making,in acknowledging cultural issues,towards the wider industrial use of Recycled Concrete Crushed Block Wall(RCCBW)which is about 66%,in carbon emissions,as good as Air-crete Hollow Block Wall(AHBW).With results derived from questionnaire survey with recruited civil engineers and architects,key sustainability principle indicators influencing the selection of building materials are identified,analysed,grouped and ranked using AHP,a concept of measurement through pairwise comparisons of tangible and intangible factors to derive priority scales in relative terms.This explained 17.27%cut back in carbon emissions for selecting Compressed Stabilized Rammed-Earth Block Wall(CSREBW)instead of AHBW.The lack of informed knowledge in the wider use of RCCBW and CSREDW and in the Ghanaian context towards future reduction in carbon emissions in the housing sector of the construction industry of Ghana.Subsequently,the study yielded the following theoretical,practical and policy implications:A new interpretation of existing building materials;Understanding the impact of building materials’attributes;In effect,might be beneficial to universities and organizations to come up with training policies that aim to take advantage of the new technology respectively. 展开更多
关键词 Analytical Hierarchy Process Building Materials Carbon Emissions FACTORS VARIABLES CRITERIA Housing Construction
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Predicting and minimizing twin-propeller noise:Hessian matrix and Fourier-Frobenius matrix analysis in improved propeller signatures theory
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作者 Liantan LUO Xianghua HUANG Tianhong ZHANG 《Chinese Journal of Aeronautics》 2026年第2期234-262,共29页
Quick and accurate determination of the optimal synchrophase angle is crucial for synchrophasing control of multi-propeller aircraft with low noise.This paper proposes a novel noise prediction and optimization strateg... Quick and accurate determination of the optimal synchrophase angle is crucial for synchrophasing control of multi-propeller aircraft with low noise.This paper proposes a novel noise prediction and optimization strategy,developing a continuous and accurate noise prediction model and obtaining its minimum by solving the Hessian matrix and Fourier-Frobenius matrix.Firstly,a novel propeller noise prediction method uses acoustic simulation pressure signals and improved propeller signatures theory to accurately estimate noise for all synchrophase angles and receiving points.Secondly,a novel optimization approach is proposed to solve the analytical solution of the minimum propeller noise:(A)A noise objective function is established,and use its first derivatives’zeros and Hessian matrix to determine the function minimum.(B)A novel Euler formula transform method is proposed to convert trigonometric polynomials into algebraic polynomials,changing the zeros of the former into those of the latter.(C)Utilize the Fourier-Frobenius matrix method to solve the zeros of algebraic polynomials.To assess the computation time and accuracy,a turboprop aircraft with two six-bladed propellers was analyzed using the computational fluid dynamics and acoustic analogy method,providing acoustic pressure signals at 20 receivers for noise prediction and optimization.The Durand-Kerner and Fourier-Frobenius matrix methods were compared.Results demonstrate that improved propeller signatures theory is more accurate,and the Hessian matrix+Fourier-Frobenius matrix method is faster and more precise than the Hessian matrix+Durand-Kerner method. 展开更多
关键词 Acoustic simulation Analytical solution Frobenius matrix Hessian matrix Noise Noise prediction PROPELLERS
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On Analytical Modeling for Fast Multi-Objective Torque Allocation in Over-Actuated IWM Vehicles
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作者 Fadel Tarhini Reine Talj Moustapha Doumiati 《IEEE/CAA Journal of Automatica Sinica》 2026年第2期346-365,共20页
Efficient torque allocation in over-actuated vehicles poses a central challenge in the domain of advanced vehicle control.These vehicles,featuring redundant actuators,provide an exceptional avenue for enhancing perfor... Efficient torque allocation in over-actuated vehicles poses a central challenge in the domain of advanced vehicle control.These vehicles,featuring redundant actuators,provide an exceptional avenue for enhancing performance,stability,and efficiency.This paper presents a pioneering tendency for torque allocation in the context of over-actuated vehicles,particularly inwheel motor(IWM)driven electric vehicles.We introduce a systematic methodology grounded in analytical modeling,allowing for the efficient reconciliation of multiple,often conflicting objectives.The explicit functions are analytically modeled to enhance stability and energy economy.Additionally,a fuzzy logic-based torque allocation strategy is developed and compared,along with other literature methods,with the analytical models.Simulations are conducted in a joint simulation between Simulink/MATLAB and SCANeR Studio vehicle dynamics simulator,followed by validation on a real-world dataset.Our findings elucidate the proficiency of the analytical models on vehicle performance,stability,computational efficiency,and energy consumption. 展开更多
关键词 Analytical modeling energy economy fuzzy logic over-actuated vehicles stability torque allocation
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Effectiveness of conventional municipal wastewater treatment plants in microplastics removal:Insights from multiple analytical techniques
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作者 Simone Cavazzoli Costanza Scopetani +9 位作者 David Chelazzi Tania Martellini Alessandra Cincinelli Emiliano Carretti Miriam Ascolese Riccardo Gori Karl Mair Werner Tirler Massimo Donegà Gianni Andreottola 《Journal of Environmental Sciences》 2026年第2期424-438,共15页
This study investigated microplastics(MPs)sized 10–5000μm across stages of a conventional municipal wastewater treatment plant using multiple analytical techniques.Samples were collected via pumping and filtration,t... This study investigated microplastics(MPs)sized 10–5000μm across stages of a conventional municipal wastewater treatment plant using multiple analytical techniques.Samples were collected via pumping and filtration,treated with the Fenton reaction for wet peroxidation,and separated by density separation.Analysis employed Focal Plane Array Micro-Fourier Transform Infrared Spectroscopy(FPA micro-FTIR),a widely used technique in MPs analysis,alongside the less common Laser Direct Infrared Spectroscopy(LDIR),providing complementary data on particle composition,shape,size,and colour.To enhance insights,spectroscopic methods were supplemented with Thermal Desorption Gas Chromatography-Mass Spectrometry(TD-GC/MS),calibrated for specific polymers,to quantify MPs by mass and assess removal efficiency.Wastewater treatment effectively reduced MPs.In influent samples,concentrations reached 72 MPs/L(FTIR),2117 MPs/L(LDIR),and 177μg/L(TD-GC/MS).Primary treatments removed 41%–55%,while the wastewater treatment plant effluent contained 1 MPs/L(FTIR),93 MPs/L(LDIR),and 2μg/L(TD-GC/MS),reflecting 96%–99%removal efficiency.Activated sludge showed concentrations of 123 MPs/L(FTIR),10,800 MPs/L(LDIR),and 0.3 mg/g dry weight(TD-GC/MS),underscoring its role in MPs capture.However,sludge dewatering released significant MPs into centrifuge rejected water:484 MPs/L(FTIR),23,000 MPs/L(LDIR),and 1100μg/L(TD-GC/MS).These results highlight the effectiveness of conventional treatments in MPs removal and the critical role of sludge in capturing these contaminants.However,sludge dewatering poses a risk of reintroducing MPs into the environment.Effective sludge management should prioritize nutrient recovery and biomass valorisation to mitigate these risks and minimise harmful environmental impacts. 展开更多
关键词 Emerging contaminant Plastic pollution Analytical method Spectroscopy SPECTROMETRY MPs in WWTPs
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New Insights and Prospects for the Urban-Rural Fringe in the Context of Urban-Rural Integration
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作者 FU Bo GANG Shuang XUE Bing 《Chinese Geographical Science》 2026年第2期191-206,共16页
Promoting urban-rural integration and facilitating the bidirectional flow of urban and rural elements are core spatial objectives in the new era of China.The urban-rural fringe represents the region with the most inte... Promoting urban-rural integration and facilitating the bidirectional flow of urban and rural elements are core spatial objectives in the new era of China.The urban-rural fringe represents the region with the most intense interaction between urban and rural areas,serving as a key zone for breaking down barriers and promoting urban-rural integration.Based on a systematic review of representative case studies and scholarly literature,this paper synthesizes the evolving research perspectives on the urban-rural fringe,with particular attention to how data-driven approaches that integrate official statistics,remote sensing imagery,points of interest,and mobile phone signaling data have advanced the characterization of fringe features,refined identification methods,and revealed emerging developmental trends through spatial clustering and machine learning classification.It proposes an integrated analytical framework encompassing administrative boundaries,economic metabolism,social activities,material infrastructure,and the ecological environment.The paper further examines the characteristics and emerging development trends of urban-rural fringe areas and advances a set of strategic directions to support urban-rural integration and more efficient resource allocation.These include expanding analytical dimensions,enhancing data integration,refining identification criteria,elucidating mechanisms of internal and external interactions,and strengthening interdisciplinary collaboration.Collectively,these efforts offer actionable insights for optimizing public service delivery,directing infrastructure investment in transportation and utilities,delineating ecological conservation boundaries,and implementing place-based socioeconomic revitalization strategies in the urban-rural fringe regions. 展开更多
关键词 urban-rural fringe urban-rural integration literature review urban planning analytical framework
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Intelligent Environmental Sensing Systems:Integrating IoT,Edge Computing,and Real-Time Analytics for Environmental Monitoring
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作者 Huanle Zhang Xuebin Wang 《Journal of Environmental & Earth Sciences》 2026年第3期169-197,共29页
The intelligent environmental sensing systems are quickly transforming the sparse and retrospective monitoring to dense and decision-oriented environmental intelligence.This review brings together the manner in which ... The intelligent environmental sensing systems are quickly transforming the sparse and retrospective monitoring to dense and decision-oriented environmental intelligence.This review brings together the manner in which integration of Internet of Things(IoT)sensing,edge computing,and real-time analytics facilitates timely detection,interpretation,and prediction of the environmental conditions across the applications,such as urban air quality,watershed and coastal surveillance,industrial safety,agriculture,and disaster response.We define end-to-end architectural patterns to organize devices,edge nodes,and cloud services to satisfy latency,reliability,bandwidth,and governance constraints with emphasis on event-time processing,adaptive offloading,and hierarchical aggregation.Then we look at sensing and infrastructure foundations,emphasizing the effects of sensor modality and power autonomy,connectivity,and the practices of calibration on the practicable analytics and eventual plausibility.It is on this basis that we examine real-time analytics pipelines and Artificial Intelligence(AI)techniques to preprocess,sensor combine,anomaly detect,and short-horizon forecast,with a focus on edge-deployable models,quantification of uncertainties,and query resistance to drift and domain shift.Lastly,we address the realities of deployment that condition operational success,such as lifecycle engineering,provenance-aware data management,security and privacy risks,ethical governance,and evaluation methodologies,which place end-to-end latency and field generalization as a priority.This review offers cohesion to algorithmic capabilities and systems engineering and governance to define an overall framework,show open areas of research directions,and provide practical recommendations on how to design trustworthy,scalable,and sustainable environmental monitoring systems. 展开更多
关键词 Internet of Things Edge Computing Real-Time Analytics Sensor Fusion Environmental Monitoring
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Information for authors
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《Chinese Chemical Letters》 2026年第1期I0004-I0005,共2页
Chinese Chemical Letters(CCL)(ISSN 1001-8417)was founded in July 1990.The journal publishes preliminary accounts in the whole field of chemistry,including inorganic chemistry,organic chemistry,analytical chemistry,phy... Chinese Chemical Letters(CCL)(ISSN 1001-8417)was founded in July 1990.The journal publishes preliminary accounts in the whole field of chemistry,including inorganic chemistry,organic chemistry,analytical chemistry,physical chemistry,polymer chemistry,applied chemistry,etc.,satisfying a real and urgent need for the dissemination of research results,especially hot topics.The journal does not accept articles previously published or scheduled to be published.To verify originality,your article may be checked by the originality detection service Cross Check. 展开更多
关键词 CHEMISTRY preliminary accounts applied chemistry organic chemistry polymer chemistry analytical chemistry originality detection inorganic chemistry
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Assessing the feasibility and environmental benefits of electrifying construction machinery in Beijing,China
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作者 Huawei Yi Yangyang Cui +6 位作者 Han Li Guanghan Huang Kaiyun Liu Linzhen Qu Jing Yan Lei Nie Yifeng Xue 《Journal of Environmental Sciences》 2026年第1期374-382,共9页
Oil-fired construction machinery(OCM)is a major source of urban air pollutants and CO_(2) emissions,and elec-trification is a crucial pathway for improving air quality and achieving China’s dual carbon goals;however,... Oil-fired construction machinery(OCM)is a major source of urban air pollutants and CO_(2) emissions,and elec-trification is a crucial pathway for improving air quality and achieving China’s dual carbon goals;however,its feasibility has not been fully explored.This study uses data envelopment analysis and the analytic hierarchy process to establish a development potential index,covering technical efficiency,economic cost,application sce-narios,and charging time and range,with an empirical analysis conducted in Beijing.The findings indicated the high feasibility of replacing OCM with electric alternatives,especially within the low-power range.Based on 2023 registered coding dat1,it is projected that by 2030,electrification could reduce regional average con-centrations of CO,NO_(x),PM_(2.5) and VOCs by 12.2%to 56.4%and reduce CO_(2) by 11.7%to 56.9%.Owing to economic considerations,small-and medium-sized machinery are particularly feasible for electrification.Key recommendations include prioritizing the electrification of forklifts,lifting platforms,and small-sized machinery in high-emission areas,particularly in central urban districts.Policies such as carbon taxes,carbon markets,and performance grading systems are suggested to incentivize electrification,along with expanding high-emission restriction zones and improving energy infrastructure to support widespread electrification. 展开更多
关键词 Construction machinery ELECTRIFICATION Data envelopment analysis Analytic hierarchy process Air pollution
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EdgeST-Fusion:A Cross-Modal Federated Learning and Graph Transformer Framework for Multimodal Spatiotemporal Data Analytics in Smart City Consumer Electronics
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作者 Mohammed M.Alenazi 《Computers, Materials & Continua》 2026年第5期1376-1408,共33页
Multimodal spatiotemporal data from smart city consumer electronics present critical challenges including cross-modal temporal misalignment,unreliable data quality,limited joint modeling of spatial and temporal depend... Multimodal spatiotemporal data from smart city consumer electronics present critical challenges including cross-modal temporal misalignment,unreliable data quality,limited joint modeling of spatial and temporal dependencies,and weak resilience to adversarial updates.To address these limitations,EdgeST-Fusion is introduced as a cross-modal federated graph transformer framework for context-aware smart city analytics.The architecture integrates cross-modal embedding networks for modality alignment,graph transformer encoders for spatial dependency modeling,temporal self-attention for dynamic pattern learning,and adaptive anomaly detection to ensure data quality and security during aggregation.A privacy-preserving federated learning protocol with differential privacy guarantees enables collaborative model training without centralizing sensitive data.The framework employs data-quality-aware weighted aggregation to enhance robustness against noisy and malicious client updates.Experimental evaluation on the GeoLife,PeMS-Bay,and SmartHome+datasets demonstrates that EdgeST-Fusion achieves 21.8%improvement in prediction accuracy,35.7%reduction in communication overhead,and 29.4%enhancement in security resilience compared to recent baselines.Real-world deployment across three smart city testbeds validates practical viability with 90.0%average accuracy and sub-250 ms inference latency.The proposed framework remains feasible for deployment on heterogeneous and resource-constrained consumer electronics devices whilemaintaining strong privacy guarantees and scalability for large-scale urban environments. 展开更多
关键词 Federated learning graph transformer spatiotemporal analytics consumer electronics smart cities cross-modal fusion edge computing privacy preservation
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