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An Estimate for Distance Between Adjacent Zeroes of Solutions of Neutral Equations 被引量:2
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作者 周勇 《Chinese Quarterly Journal of Mathematics》 CSCD 1996年第4期38-43, ,共6页
In this paper, we establish a new estimate for the distance between adjacent zeroes of the solution of the first order neutral differential equation
关键词 neutral equation zeroes ESTIMATE
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ON SETS OF ZEROES OF CLIFFORD ALGEBRA-VALUED POLYNOMIALS 被引量:1
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作者 杨燕 钱涛 《Acta Mathematica Scientia》 SCIE CSCD 2010年第3期1004-1012,共9页
In this note, we study zeroes of Clifford algebra-valued polynomials. We prove that if such a polynomial has only real coefficients, then it has two types of zeroes: the real isolated zeroes and the spherical conjuga... In this note, we study zeroes of Clifford algebra-valued polynomials. We prove that if such a polynomial has only real coefficients, then it has two types of zeroes: the real isolated zeroes and the spherical conjugate ones. The total number of zeroes does not exceed the degree of the polynomial. We also present a technique for computing the zeroes. 展开更多
关键词 Clifford algebra zeroes of polynomials
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THE DISTRIBUTION OF ZEROES OF SOLUTIONSOF NEUTRAL EQUATIONS
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作者 周勇 王志成 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 1997年第12期0-0,0-0+0-0+0-0,共8页
The purpose of ibis paper is to study the distribution of zerocs of solutions of theneutral delay differential equations. An estimate is estublished for the distween betweenadjacenlt zeroes of the solutions of such eq... The purpose of ibis paper is to study the distribution of zerocs of solutions of theneutral delay differential equations. An estimate is estublished for the distween betweenadjacenlt zeroes of the solutions of such equations under less restritive hypotheses on the variable coefficients.The results obtained improve and extend scme known resultsin the literature. 展开更多
关键词 neutral equation distribution of zeroes ESTIMATE
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Nature-Inspired Upward Hanging Evaporator with Photothermal 3D Spacer Fabric for Zero-Liquid-Discharge Desalination
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作者 Ye Peng Yang Shao +3 位作者 Longqing Zheng Haoxuan Li Meifang Zhu Zhigang Chen 《Nano-Micro Letters》 2026年第1期545-561,共17页
While desalination is a key solution for global freshwater scarcity,its implementation faces environmental challenges due to concentrated brine byproducts mainly disposed of via coastal discharge systems.Solar interfa... While desalination is a key solution for global freshwater scarcity,its implementation faces environmental challenges due to concentrated brine byproducts mainly disposed of via coastal discharge systems.Solar interfacial evaporation offers sustainable management potential,yet inevitable salt nucleation at evaporation interfaces degrades photothermal conversion and operational stability via light scattering and pathway blockage.Inspired by the mangrove leaf,we propose a photothermal 3D polydopamine and polypyrrole polymerized spacer fabric(PPSF)-based upward hanging model evaporation configuration with a reverse water feeding mechanism.This design enables zero-liquiddischarge(ZLD)desalination through phase-separation crystallization.The interconnected porous architecture and the rough surface of the PPSF enable superior water transport,achieving excellent solar-absorbing efficiency of 97.8%.By adjusting the tilt angle(θ),the evaporator separates the evaporation and salt crystallization zones via controlled capillary-driven brine transport,minimizing heat dissipation from brine discharge.At an optimal tilt angle of 52°,the evaporator reaches an evaporation rate of 2.81 kg m^(−2) h^(−1) with minimal heat loss(0.366 W)under 1-sun illumination while treating a 7 wt%waste brine solution.Furthermore,it sustains an evaporation rate of 2.71 kg m^(−2) h^(−1) over 72 h while ensuring efficient salt recovery.These results highlight a scalable,energy-efficient approach for sustainable ZLD desalination. 展开更多
关键词 DESALINATION Solar interfacial evaporation Biomimetic design Zero liquid discharge Thermal management
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Anomaly Detection Method of Power Internet of Things Terminals in Zero-Trust Environment
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作者 Sun Pengzhan Ren Yinlin +2 位作者 Shao Sujie Yang Chao Qiu Xuesong 《China Communications》 2026年第1期290-305,共16页
With more and more IoT terminals being deployed in various power grid business scenarios,terminal reliability has become a practical challenge that threatens the current security protection architecture.Most IoT termi... With more and more IoT terminals being deployed in various power grid business scenarios,terminal reliability has become a practical challenge that threatens the current security protection architecture.Most IoT terminals have security risks and vulnerabilities,and limited resources make it impossible to deploy costly security protection methods on the terminal.In order to cope with these problems,this paper proposes a lightweight trust evaluation model TCL,which combines three network models,TCN,CNN,and LSTM,with stronger feature extraction capability and can score the reliability of the device by periodically analyzing the traffic behavior and activity logs generated by the terminal device,and the trust evaluation of the terminal’s continuous behavior can be achieved by combining the scores of different periods.After experiments,it is proved that TCL can effectively use the traffic behaviors and activity logs of terminal devices for trust evaluation and achieves F1-score of 95.763,94.456,99.923,and 99.195 on HDFS,BGL,N-BaIoT,and KDD99 datasets,respectively,and the size of TCL is only 91KB,which can achieve similar or better performance than CNN-LSTM,RobustLog and other methods with less computational resources and storage space. 展开更多
关键词 anomaly detection distributed machine learning power internet of Things zero trust
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Enhancing High-Level Opening Up
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《ChinAfrica》 2026年第3期2-2,共1页
Hainan Province in south China is the country’s second-largest island and the largest free trade port by area.It has entered a historic phase in China’s drive to promote high-level institutional opening up.On 18 Dec... Hainan Province in south China is the country’s second-largest island and the largest free trade port by area.It has entered a historic phase in China’s drive to promote high-level institutional opening up.On 18 December 2025,Hainan officially launched island-wide special customs operations,commonly referred to as“customs closure.”From that date,goods entering or leaving the island,except those traded with the Chinese mainland,are subject to simplified customs procedures and potentially reduced or zero tariffs. 展开更多
关键词 free trade port Hainan Province reduced zero tariff high level opening up simplified customs procedures customs closure institutional opening up
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New Hub for Regional Economic and Trade Cooperation Island-wide special customs operations at Hainan Free Trade Port have accelerated China's connectivity with ASEAN and beyond
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作者 Li Jiaqi 《China Report ASEAN》 2026年第3期32-33,共2页
Since the launch of island-wide special customs operations at Hainan Free Trade Port(Hainan FTP),the proportion of “zero-tariff”imported goods has increased significantly from 21 to 74 percent, and high-quality good... Since the launch of island-wide special customs operations at Hainan Free Trade Port(Hainan FTP),the proportion of “zero-tariff”imported goods has increased significantly from 21 to 74 percent, and high-quality goods from Southeast Asia can enter Hainan at a more competitive price. If goods contain imported materials and achieve at least 30 percent added value through local processing,they can enter the Chinese mainland market with an exemption from import tariffs, effectively gaining market access across China. 展开更多
关键词 local processingthey imported materials import tariffs ASEAN gaining market access across Regional Economic Cooperation Hainan Free Trade Port Zero Tariff Imports
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刘淑丽教授荣获ASHRAE欧洲地区技术创新奖
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《建筑节能(中英文)》 2026年第2期9-9,共1页
2026年1月31日-2月4日,美国供热、制冷与空调工程师学会(ASHRAE)2026年冬季会议在美国拉斯维加斯隆重召开。来自全球数十个国家的行业专家、学者及工程师齐聚一堂,共同探讨建筑环境系统与能源工程领域的前沿技术与发展趋势。会议期间,AS... 2026年1月31日-2月4日,美国供热、制冷与空调工程师学会(ASHRAE)2026年冬季会议在美国拉斯维加斯隆重召开。来自全球数十个国家的行业专家、学者及工程师齐聚一堂,共同探讨建筑环境系统与能源工程领域的前沿技术与发展趋势。会议期间,ASHRAE学会正式颁发了2026年度“Engineering Global Net Zero”创新奖。“Engineering Global Net Zero”创新奖(Innovation Award 2026)旨在表彰全球范围内在推动建筑环境领域可持续发展与技术创新方面作出卓越贡献的杰出个人,该奖项由美国供热、制冷与空调工程师学会(ASHRAE)组织评议。 展开更多
关键词 Engineering Global Net Zero 技术创新奖 ASHRAE
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Ecosystem management and agricultural green development in subtropical regions
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作者 Jinshui Wu Tony G.O’Donnell +4 位作者 Andrew Macrae Hongsong Chen Weiguo Cheng Zhihong Xu Zhengmiao Deng 《Journal of Integrative Agriculture》 2026年第2期399-401,共3页
The United Nations Sustainable Development Goal(SDG) 2 aims to achieve Zero Hunger by 2030.However,global hunger and food insecurity have continued to rise at an alarming rate(UN 2023).Subtropical regions are home to ... The United Nations Sustainable Development Goal(SDG) 2 aims to achieve Zero Hunger by 2030.However,global hunger and food insecurity have continued to rise at an alarming rate(UN 2023).Subtropical regions are home to more than 30% of the world's population,predominantly in developing countries where per capita farmland and food supply are only 40% of those in developed nations(FAO 2018).Meeting the Zero Hunger target amid ongoing population growth in these regions requires a substantial increase in agricultural production while minimizing soil degradation and adverse ecological impacts.This challenge is shared by many countries across South Asia,Africa,and Central and South America. 展开更多
关键词 ecosystem management developing countries subtropical regions sustainable development goal agricultural green development zero hunger sustainable development goal sdg population growth
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CHINESE MEDIA
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《China Report ASEAN》 2026年第1期6-9,共4页
China launches island-wide special customs operations in Hainan FTP.China launched island-wide special customs operations in the Hainan Free Trade Port(FTP),the world’s largest FTP by area,on December 18,2025,allowin... China launches island-wide special customs operations in Hainan FTP.China launched island-wide special customs operations in the Hainan Free Trade Port(FTP),the world’s largest FTP by area,on December 18,2025,allowing freer entry of overseas goods,expanding zerotariff coverage,and introducing more business-friendly measures. 展开更多
关键词 business friendly measures zero tariff special customs operations free trade port ftp customs operations hainan free trade port
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基于改进Zero−DCE模型的矿井低照度图像增强方法 被引量:2
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作者 王轶玮 李晓宇 +1 位作者 翁智 白凤山 《工矿自动化》 北大核心 2025年第2期57-64,99,共9页
煤矿井下监控图像中存在噪声,清晰度低,且颜色和纹理信息缺失,采用基于机器学习的图像增强方法时还面临低照度−正常照度图像配对数据集采集困难的问题。提出一种改进零参考深度曲线估计(Zero−DCE)模型,并将其应用于矿井低照度图像增强... 煤矿井下监控图像中存在噪声,清晰度低,且颜色和纹理信息缺失,采用基于机器学习的图像增强方法时还面临低照度−正常照度图像配对数据集采集困难的问题。提出一种改进零参考深度曲线估计(Zero−DCE)模型,并将其应用于矿井低照度图像增强。使用Leaky ReLU激活函数替换Zero−DCE模型中的ReLU激活函数,以加快模型收敛速度,提升低照度图像特征学习效率;在Zero−DCE模型浅层与深层网络之间的跳跃连接处引入卷积块注意力模块(CBAM),以提高模型对图像关键特征的表达能力;在浅层网络中引入非对称卷积块(ACB),以优化模型对局部图像特征的学习能力和细节特征的表现能力;在深层网络中采用串联卷积核(CCK),以降低模型参数量和计算量,缩短模型训练时间。采用LOL公共数据集和矿井自建数据集进行实验验证,结果表明:改进Zero−DCE模型的均方误差(MSE)、峰值信噪比(PSNR)、结构相似性(SSIM)、自然图像质量评估器(NIQE)和视觉信息保真度(VIF)整体上优于典型图像增强模型,在自建数据集上的MSE和NIQE较Zero−DCE模型分别降低16.25%和2.93%,PSNR,SSIM和VIF分别提高2.87%,1.87%和17.64%;图像增强视觉效果较好,可在提高图像亮度的同时有效保留细节纹理信息,降噪效果明显;对单幅图像的推理时间为0.138 s,可实现图像实时增强。 展开更多
关键词 矿井低照度图像 图像增强 零参考深度曲线估计网络 Zero−DCE模型 无监督学习
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基于消费者认知的产品类型定制化AI辅助包装设计研究 被引量:6
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作者 刘子竹 《中国包装》 2025年第3期33-37,共5页
本文主要研究了基于消费者认知和产品类型进行定制化AI辅助包装设计的价值前景和实践策略。文章首先探讨了包装设计如何影响消费者的认知和决策,然后分析了基于消费者认知的定制包装设计的重要性,再进一步介绍了利用AI和生成设计进行定... 本文主要研究了基于消费者认知和产品类型进行定制化AI辅助包装设计的价值前景和实践策略。文章首先探讨了包装设计如何影响消费者的认知和决策,然后分析了基于消费者认知的定制包装设计的重要性,再进一步介绍了利用AI和生成设计进行定制包装的前景及优势,并且通过实际案例展示了AI辅助设计的实践,并最后介绍了基于Stable Diffusion的Zero123++框架在生成3D包装设计上的应用前景。 展开更多
关键词 消费者认知 定制化包装设计 AI生成设计 Stable Diffusion Zero123++
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Experimental and modeling investigation of zero net liquid flow in hilly terrain pipeline 被引量:1
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作者 Bo Huang Qiang Xu +4 位作者 Ying-Jie Chang Ye-Qi Cao Hai-Yang Yu Yu-Wen Li Lie-Jin Guo 《Petroleum Science》 2025年第5期2183-2202,共20页
Hilly terrain pipeline is a common form of pipeline in oil and gas storage and transportation industry.Due to the hilly terrain influence, the liquid at the elbow of the gathering pipeline is easy to flow back and acc... Hilly terrain pipeline is a common form of pipeline in oil and gas storage and transportation industry.Due to the hilly terrain influence, the liquid at the elbow of the gathering pipeline is easy to flow back and accumulate to form slug flow, so it is necessary to remove the accumulated liquid by gas purging. In this paper, experiment is carried out in hilly terrain pipelines. Three flow patterns of stratified flow, slug flow and stratified entrained flow are observed. The process of gas purging accumulated liquid is divided into four stages, namely liquid accumulation, liquid rising, continuous outflow and tail outflow. At the same time, the flow pattern maps of each stage are drawn. The pressure drop signal is analyzed in time domain and frequency domain, and the contour map of pressure drop distribution is drawn. It is found that the ratio of range to average value can well distinguish the occurrence range of each flow pattern.Based on visualization, the transition process of slug flow to stratified flow and stratified entrained flow is studied, and the transition boundary prediction model is established. An image processing method is proposed to convert the image signal into a similarity curve, and PSD analysis is performed to calculate the slug frequency. The normal distribution is used to fit the slug frequency, and the predicted correlation is in good agreement with the experimental data. 展开更多
关键词 Hilly terrain pipeline Zero net liquid flow Slug flow Flow pattern transition Quantitative image processing
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Geological storage of CO_(2)in deep saline sandstone aquifers:A geomechanical perspective 被引量:1
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作者 S.Yogendra Narayanan Devendra Narain Singh 《Journal of Rock Mechanics and Geotechnical Engineering》 2025年第9期6054-6078,共25页
One of the pathways to attain NET ZERO is CO_(2)injection into deep saline aquifers(DSAs),which alters the saturation and pore pressure of the reservoir rocks,hence the effective stress,sʹ.This,in turn,would change th... One of the pathways to attain NET ZERO is CO_(2)injection into deep saline aquifers(DSAs),which alters the saturation and pore pressure of the reservoir rocks,hence the effective stress,sʹ.This,in turn,would change their geomechanical(i.e.peak deviatoric stress,elastic modulus,Poisson's ratio)and petrophysical(porosity and permeability)properties.Such a situation might trigger geo-hazards,like induced seismicity,ground deformation,caprock failure.Hence,reducing the risk of such hazards necessitates quantifying the spatial and temporal changes in sʹ,under specific CO_(2)and/or brine saturation,designated as S_(CO2)and S_(b),respectively,and resultant pore pressure.With this in view,a conceptual model depicting the reservoir,demarcated by five zones based on variations in saturation,pore-pressure,temperature,etc.,and the corresponding effective stress equations have been proposed based on the available literature.Furthermore,a critical review of literature has been carried out to decipher the limitations and contradictions associated with the findings from(i)laboratory studies to estimate S_(CO2)employing pwave velocity and electrical resistivity,(ii)analytical and numerical approaches for estimating the variation of pore-pressure in the reservoir rocks,and(iii)laboratory studies on variation in geomechanical and petrophysical properties under the conditions representative of the above-mentioned zones of the conceptual model.The authors consider that extensive experiments should be conducted on the rocks from different sources and tested under various conditions of the CO_(2)injection to validate the proposed model for the execution of risk-free CO_(2)storage in DSAs. 展开更多
关键词 NET ZERO CO_(2)injection Deep Saline Aquifers(DSAs) SATURATION Pore-pressure Effective stress POROSITY PERMEABILITY Geomechanical properties
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Global Strong Solutions to the Nonhomogeneous Boussinesq Equations for Magnetohydrodynamics Convection with Zero Heat Diffusion and Large Initial Data
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作者 YANG Wanji 《数学进展》 北大核心 2025年第5期992-1014,共23页
We study the two-dimensional(2D)Cauchy problem of nonhomogeneous Boussinesq system for magnetohydrodynamics convection without heat diffusion in the whole plane.Based on delicate weighted estimates,we derive the globa... We study the two-dimensional(2D)Cauchy problem of nonhomogeneous Boussinesq system for magnetohydrodynamics convection without heat diffusion in the whole plane.Based on delicate weighted estimates,we derive the global existence and uniqueness of strong solutions.In particular,the initial data can be arbitrarily large and the initial density may contain vacuum states and even have compact support. 展开更多
关键词 nonhomogeneous Boussinesq-MHD system global well-posedness Cauchy problem zero heat diffusion large initial data
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Idle speed control of proton exchange membrane fuel cell system via extended Kalman filter observer
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作者 ZHAO Hong-hui DING Tian-wei +4 位作者 WANG Yi-lin HUANG Xing DU Jing HAO Zhi-qiang MIN Hai-tao 《控制理论与应用》 北大核心 2025年第8期1615-1624,共10页
When the proton exchange membrane fuel cell(PEMFC)system is running,there will be a condition that does not require power output for a short time.In order to achieve zero power output under low power consumption,it is... When the proton exchange membrane fuel cell(PEMFC)system is running,there will be a condition that does not require power output for a short time.In order to achieve zero power output under low power consumption,it is necessary to consider the diversity of control targets and the complexity of dynamic models,which brings the challenge of high-precision tracking control of the stack output power and cathode intake flow.For system idle speed control,a modelbased nonlinear control framework is constructed in this paper.Firstly,the nonlinear dynamic model of output power and cathode intake flow is derived.Secondly,a control scheme combining nonlinear extended Kalman filter observer and state feedback controller is designed.Finally,the control scheme is verified on the PEMFC experimental platform and compared with the proportion-integration-differentiation(PID)controller.The experimental results show that the control strategy proposed in this paper can realize the idle speed control of the fuel cell system and achieve the purpose of zero power output.Compared with PID controller,it has faster response speed and better system dynamics. 展开更多
关键词 proton exchange membrane fuel cell idle speed control zero power output output power nonlinear model extended Kalman filter observer
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Improved Zero-Dynamics Attack Scheduling With State Estimation
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作者 Zhe Wang Heng Zhang +1 位作者 Chaoqun Yang Xianghui Cao 《IEEE/CAA Journal of Automatica Sinica》 2025年第2期472-474,共3页
Dear Editor,This letter focuses on how an attacker can design suitable improved zero-dynamics (ZD) attack signal based on state estimates of target system. Improved ZD attack is to change zero dynamic gain matrix of a... Dear Editor,This letter focuses on how an attacker can design suitable improved zero-dynamics (ZD) attack signal based on state estimates of target system. Improved ZD attack is to change zero dynamic gain matrix of attack signal to a matrix with determinant greater than 1. 展开更多
关键词 change zero dynamic gain matrix target system state estimation SCHEDULING attack signal improved zd state estimates improved zero dynamics attack
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Encouraging Thai Real Estate Developers Toward Net Zero:A Case Study on Factors Influencing Decision-Making in Net Zero Building Development
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作者 Pornraht Pongprasert Satapat Kanchong 《Journal of Environmental & Earth Sciences》 2025年第8期22-35,共14页
The concept of Net Zero Carbon Buildings,which aims to reduce greenhouse gas emissions,is essential in addressing climate change.However,the development of such buildings in Thailand faces significant challenges,inclu... The concept of Net Zero Carbon Buildings,which aims to reduce greenhouse gas emissions,is essential in addressing climate change.However,the development of such buildings in Thailand faces significant challenges,including high construction costs,uncertain returns,and limited investment incentives.This study explores the factors influencing real estate developers’decisions to pursue Net Zero Carbon Buildings in Thailand,with a focus on physical,financial,and policy-related elements.Data collection was done with 388 respondents who are stakeholders,including developers,consultants,designers,and sustainability experts,through an online questionnaire,and analyzed using Multiple Regression Analysis.The independent variables in the analytical model consist of three groups of factors:physical buildings,climate finance,and climate policy.The results indicate that physical building factors,including building age,engineering systems,and design;climate finance factors,such as project cost increases,financial returns,and investment incentives;and climate policy factors,including government policies,international climate agreements,and carbon taxes,significantly influence development decisions.Government policies,building engineering systems,and financial incentives were identified as key positive drivers for investment,while carbon taxes and energy efficiency-focused designs were found to potentially discourage investment due to higher costs.The study concludes that substantial government support such as tax incentives,grants,and low-interest financing is critical to fostering investment in Net Zero Carbon Buildings.Additionally,raising awareness among developers and the private sector about the long-term benefits of these projects is essential to strengthening investment incentives. 展开更多
关键词 Zero Carbon Emission Net Zero Carbon Buildings Climate Finance Climate Policy Real Estate Development Thailand
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Zero Trust Networks: Evolution and Application from Concept to Practice
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作者 Yongjun Ren Zhiming Wang +3 位作者 Pradip Kumar Sharma Fayez Alqahtani Amr Tolba Jin Wang 《Computers, Materials & Continua》 2025年第2期1593-1613,共21页
In the context of an increasingly severe cybersecurity landscape and the growing complexity of offensive and defen-sive techniques,Zero Trust Networks(ZTN)have emerged as a widely recognized technology.Zero Trust not ... In the context of an increasingly severe cybersecurity landscape and the growing complexity of offensive and defen-sive techniques,Zero Trust Networks(ZTN)have emerged as a widely recognized technology.Zero Trust not only addresses the shortcomings of traditional perimeter security models but also consistently follows the fundamental principle of“never trust,always verify.”Initially proposed by John Cortez in 2010 and subsequently promoted by Google,the Zero Trust model has become a key approach to addressing the ever-growing security threats in complex network environments.This paper systematically compares the current mainstream cybersecurity models,thoroughly explores the advantages and limitations of the Zero Trust model,and provides an in-depth review of its components and key technologies.Additionally,it analyzes the latest research achievements in the application of Zero Trust technology across various fields,including network security,6G networks,the Internet of Things(IoT),and cloud computing,in the context of specific use cases.The paper also discusses the innovative contributions of the Zero Trust model in these fields,the challenges it faces,and proposes corresponding solutions and future research directions. 展开更多
关键词 Zero trust CYBERSECURITY software-defined perimeter micro-segmentation internet of things
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Evaluation of Crash Contributing Factors
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作者 Ye Dong Jonathan S. Wood 《Journal of Transportation Technologies》 2025年第1期155-178,共24页
Understanding crash contributing factors is essential in safety management and improvement. These factors drive investment decisions, policies, regulations, and other safety-related initiatives. This paper analyzes fa... Understanding crash contributing factors is essential in safety management and improvement. These factors drive investment decisions, policies, regulations, and other safety-related initiatives. This paper analyzes factors that contribute to crash occurrence based on two national datasets in the United States (CISS and NASS-CDS) for the years 2017-2022 and 2010-2015, respectively. Three taxonomies were applied to enhance understanding of the various crash contributing factors. These taxonomies were developed based on previous research and practice and involved different groupings of human factors, vehicle factors, and roadway and environmental factors. Statistics for grouping the different types of factors and statistics for specific factors are provided. The results indicate that human factors are present in over 95% of crashes, roadway and environmental factors are present in over 45% of crashes, and vehicle factors are present in less than 2% of crashes. Regarding factors related to human error and vehicle maintenance, speeding is involved in over 25% of crashes, distraction is involved in over 20% of crashes, alcohol and drugs are involved in over 9% of crashes, and vehicle maintenance is involved in approximately 0.45% of crashes. Approximately 4.4% of crashes involve a driver who “looked but did not see.” Weather is involved in over 13% of crashes. Conclusions: The findings indicate that, consistent with previous research, human factors or human error are present in around 95% of crashes. Infrastructure and environmental factors contribute to about 45% of crashes. Vehicle factors contribute to only 1.67% - 1.71% of crashes. The results from this study could potentially be used to inform future safety management and improvement activities, including policy-making, regulation development, safe systems and systemic safety approaches to safety management, and other engineering, education, emergency response, enforcement, evaluation, and encouragement activities. The findings could also be used in the development of future Driver Assistance Technologies (DAT) systems and in enhancing existing technologies. 展开更多
关键词 Contributing Factors Human Factors Vehicle Factors Environmental Factors Crash Data Vision Zero
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