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Driver at 10 MJ and 1 shot/30 min for inertial confinement fusion at high gain:Efficient,compact,low-cost,low laser-plasma instabilities,beam color selectable from 2ω/3ω/4ω,applicable to multiple laser fusion schemes 被引量:2
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作者 隋展 蓝可 《Matter and Radiation at Extremes》 SCIE EI CSCD 2024年第4期4-7,共4页
The achievement of ignition at the National Ignition Facility(NIF)has prompted a global wave of further research on inertial fusion energy(IFE).However,IFE requires a target gain G of 30-100,and it is hard to achieve ... The achievement of ignition at the National Ignition Facility(NIF)has prompted a global wave of further research on inertial fusion energy(IFE).However,IFE requires a target gain G of 30-100,and it is hard to achieve fusion at such high gain with the energy,configuration,and technical approach of the NIF.Here,we present a conceptual design for a next-generation laser driver that is applicable to multiple laser fusion schemes and provides 10 MJ,2-3 PW at 3ω(or 2ω,in which case the energy and power can be higher),and one shot per 30 min,with the aim of achieving G>30.It is also efficient,compact,and low in cost,and it has low susceptibility to laser-plasma instabilities. 展开更多
关键词 applicable COMPACT INSTABILITIES
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Phosphine ligands featuring C-N chiral axis applicable to tetra-ortho-substituted biaryl synthesis
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作者 Weiwei Fang Meiying Kuai +1 位作者 James H.Clark Tao Tu 《Chinese Chemical Letters》 SCIE CAS CSCD 2023年第7期3-5,共3页
Asymmetric catalysis has been one of the most effective strategies for building up a chirality in the favored stereoisomer. Over the past decades, various sophisticated chiral ligands and catalysts have been well-desi... Asymmetric catalysis has been one of the most effective strategies for building up a chirality in the favored stereoisomer. Over the past decades, various sophisticated chiral ligands and catalysts have been well-designed, which enable great advances in enantioselective chemical transformations, for achieving excellent selectivity and activity. 展开更多
关键词 CHIRAL SUBSTITUTED applicable
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Integrated Electrode-Electrolyte Optimization to Manufacture a Real-Life Applicable Aqueous Supercapacitor with Record-Breaking Lifespan
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作者 Jichi Liu Chongchong Wu +3 位作者 Ian D.Gates Baohua Jia Zihang Huang Tianyi Ma 《Energy & Environmental Materials》 SCIE EI CAS CSCD 2023年第4期78-88,共11页
Aqueous supercapacitors(SCs)have been regarded as a promising candidate for commercial energy storage device due to their superior safety,low cost,and environmental benignity.Unfortunately,an age-old challenge of achi... Aqueous supercapacitors(SCs)have been regarded as a promising candidate for commercial energy storage device due to their superior safety,low cost,and environmental benignity.Unfortunately,an age-old challenge of achieving both long electrode lifespan and qualified energy-storage property blocks their practical application.Herein,we develop an electrode-electrolyte integrated optimization strategy to fulfill the real-life device requirements.Electrode optimization simultaneously regulates the nanomorphology and surface chemistry of the tungsten oxide anode,resulting in superior electrochemical performance given by an ideal“bird-nest”structure with optimal oxygen vacancy status;the anodes interact with and are protected from dissolution and structural collapse by the rationally designed hybrid electrolyte with optimized pH and facilitated cation desorption behavior.Collaboratively,a record-breaking durability of no capacitive decay after 250000 cycles is achieved.On the basis of this integrated optimization,the first aqueous pouch SCs with real-life practicability were manufactured by a soft-package encapsulation technique,which can steadily power commercial 3 C products such as tablets and smartphones and maintain safely working against extreme conditions.This work demonstrates the possibility of using aqueous energy storage devices with enhanced safety and lower cost to replace the commercial organic counterparts for wide range of daily applications. 展开更多
关键词 integrated electrode-electrolyte optimization real-life applicable supercapacitor record-breaking lifespan
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ETSI releases first globally applicable standard for consumer IoT security
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《China Standardization》 2019年第2期58-58,共1页
The ETSI Technical Committee on Cybersecurity (TC CYBER) has just released ETSI TS 103645, a standard for cybersecurity in the Internet of Things, to establish a security baseline for internet-connected consumer produ... The ETSI Technical Committee on Cybersecurity (TC CYBER) has just released ETSI TS 103645, a standard for cybersecurity in the Internet of Things, to establish a security baseline for internet-connected consumer products and provide a basis for future IoT certification schemes. 展开更多
关键词 FIRST globally applicable IOT SECURITY establish
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Route and Rethink of China's Directly Applicable Law
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作者 Li Rui 《International Journal of Technology Management》 2014年第4期115-117,共3页
Directly Applicable Law is an important achievement theory of private international law in the late nineteen fifties, widely used by states. The people' s Republic of China foreign civil legal relationship applicable... Directly Applicable Law is an important achievement theory of private international law in the late nineteen fifties, widely used by states. The people' s Republic of China foreign civil legal relationship applicable law established the frame of our country' s Directly Applicable Law in the legislative level. In practice, there exists some shortcomings in the use of the rules and theory of Directly Applicable Law. In this paper, the author defines the rules from the micro level to order picture from macro level as the starting point, discussed the perfect approach of Directly Applicable Law from the dimension of the interpretation, system, evolution route ,and rethought our current legislative situation. 展开更多
关键词 directly applicable law mandatory rules EVOLUTION ROUTE rethink
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On Autonomy of Will and the Applicable Law of Labor Contract:From the Perspective of Chinese Legislation
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作者 Fan Jiaoyan 《中国国际私法与比较法年刊》 CSSCI 2014年第1期80-94,共15页
There are so many different opinions on whether the autonomy of will is applied in labor contract.In this paper,the author discusses the application and limitation of autonomy of will in labor contract,and puts forwar... There are so many different opinions on whether the autonomy of will is applied in labor contract.In this paper,the author discusses the application and limitation of autonomy of will in labor contract,and puts forward some suggestions on the application of Article 43 of Law of the Application of Law for Foreign-related Civil Relationships after the introduction of Chinese legislation of the applicable law of labor contract.Autonomy of will is a useful principle in resolving disputes arising from foreign-related labor contract in China. 展开更多
关键词 China SERVICE On Autonomy of Will and the applicable Law of Labor Contract:From the Perspective of Chinese Legislation
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Study on the Applicable Principle and System Improvement of Contract Law to Liquidated Damages
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作者 LIU Yanqin 《International English Education Research》 2017年第6期7-9,共3页
Based on the applicable principle of liquidated damages in "contract law", based on the improvement of the system, the article first analyzes the status quo of the development of the default system and secondly puts... Based on the applicable principle of liquidated damages in "contract law", based on the improvement of the system, the article first analyzes the status quo of the development of the default system and secondly puts forward some suggestions for improvement. The final purpose is to perfect the liquidated damages system with the Contract Law, in a bid to enhance the fairness of liquidated damages. 展开更多
关键词 Contract Law liquidated damages applicable principles system improvement
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Applicable conditions of the binomial pressure method and pressure-squared method for gas well deliverability evaluation
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作者 Sun Hedong Meng Guangren +5 位作者 Cao Wen Su Xiaobin Liang Zhidong Zhang Runjie Zhu Songbai Wang Shengjun 《Natural Gas Industry B》 2020年第4期397-402,共6页
In order to quickly and accurately evaluate gas well deliverability,it is necessary to clarify the applicable conditions of the simplified laminarinertial-turbulent gas well deliverability evaluation method(i.e.,press... In order to quickly and accurately evaluate gas well deliverability,it is necessary to clarify the applicable conditions of the simplified laminarinertial-turbulent gas well deliverability evaluation method(i.e.,pressure-squared method and pressure method).In this regard,this paper analyzes the PVT data,simulation wells and field case wells of typical gas reservoirs in China by reviewing the formal evolution of the flow control equation for the real gases in porous media.Then,the applicable conditions of binomial pressure-squared method and pressure method are discussed.And the following research results were obtained.First,when the pressure is lower than 14 MPa,p/(μZ) is basically a constant;and when the pressure is higher than 42 MPa,μZ is basically a constant.Second,the applicable range of the pressure-squared method can be increased from 14 to 20 MPa.In this case,the relative error of absolute open flow potential calculated using the pressure-squared method is less than 5%compared with the pseudo-pressure method.If the pressure is between 20 and 30 MPa,the relative error of the absolute open flow potential calculated using the pressure-squared method is less than 10%.Third,when the pressure exceeds 80 MPa,the relative error of the absolute open flow potential calculated using the pressure method is less than 10%compared with the pseudo-pressure method.If the pressure-squared method is used in the case of high pressure,the calculated absolute open flow potential is lower and the relative error is close to 25%.Fourth,in the case of low pressure,if the pressure is constant,the higher the temperature is,the smaller the relative error between the pressure-squared method and the pseudo-pressure method is.In the case of high pressure,if the pressure is constant,the higher the temperature is,the greater the relative error between the pressure method and the pseudo-pressure method.In conclusion,it is recommended to adopt the pseudo-pressure method in laminareinertial-turbulent gas well deliverability analysis.In the case of low pressure(below 30 MPa),the pressure-squared method can be used.In the case of high pressure(above 80 MPa),the pressure method can be applied. 展开更多
关键词 Gas well Laminar-inertial-turbulent deliverability evaluation Pressure-squared method Pressure method Pseudo-pressure method Low pressure High pressure applicable condition
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Clinically applicable artificial intelligence algorithm for the diagnosis,evaluation,and monitoring of acute retinal necrosis 被引量:1
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作者 Lei FENG Daizhan ZHOU +5 位作者 Chenqi LUO Junhui SHEN Wenzhe WANG Yifei LU Jian WU Ke YAO 《Journal of Zhejiang University-Science B(Biomedicine & Biotechnology)》 SCIE CAS CSCD 2021年第6期504-511,共8页
The prompt detection and proper evaluation of necrotic retinal region are especially important for the diagnosis and treatment of acute retinal necrosis(ARN).The potential application of artificial intelligence(AI)alg... The prompt detection and proper evaluation of necrotic retinal region are especially important for the diagnosis and treatment of acute retinal necrosis(ARN).The potential application of artificial intelligence(AI)algorithms in these areas of clinical research has not been reported previously.The present study aims to create a computational algorithm for the automated detection and evaluation of retinal necrosis from retinal fundus photographs.A total of 149 wide-angle fundus photographs from40 eyes of 32 ARN patients were collected,and the U-Net method was used to construct the AI algorithm.Thereby,a novel algorithm based on deep machine learning in detection and evaluation of retinal necrosis was constructed for the first time.This algorithm had an area under the receiver operating curve of 0.92,with 86%sensitivity and 88%specificity in the detection of retinal necrosis.For the purpose of retinal necrosis evaluation,necrotic areas calculated by the AI algorithm were significantly positively correlated with viral load in aqueous humor samples(R2=0.7444,P<0.0001)and therapeutic response of ARN(R2=0.999,P<0.0001).Therefore,our AI algorithm has a potential application in the clinical aided diagnosis of ARN,evaluation of ARN severity,and treatment response monitoring. 展开更多
关键词 Acute retinal necrosis(ARN) Artificial intelligence(AI)algorithm Clinical application
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AN APPLICABLE APPROXIMATION METHOD AND ITS APPLICATION
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作者 曹怀信 陈峥立 +1 位作者 李莉 余保民 《Acta Mathematica Scientia》 SCIE CSCD 2015年第5期1189-1202,共14页
In this work, by choosing an orthonormal basis for the Hilbert space L^2[0, 1], an approximation method for finding approximate solutions of the equation (I + K)x = y is proposed, called Haar wavelet approximation ... In this work, by choosing an orthonormal basis for the Hilbert space L^2[0, 1], an approximation method for finding approximate solutions of the equation (I + K)x = y is proposed, called Haar wavelet approximation method (HWAM). To prove the applicabifity of the HWAM, a more general applicability theorem on an approximation method (AM) for an operator equation Ax = y is proved first. As an application, applicability of the HWAM is obtained. Fhrthermore, four steps to use the HWAM are listed and three numerical examples are given in order to illustrate the effectiveness of the method. 展开更多
关键词 Hilbert space APPLICABILITY Haar wavelet approximation method operatorequation
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A knowledge push technology based on applicable probability matching and multidimensional context driving 被引量:1
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作者 Shu-you ZHANG Ye GU +1 位作者 Xiao-jian LIU Jian-rong TAN 《Frontiers of Information Technology & Electronic Engineering》 SCIE EI CSCD 2018年第2期235-245,共11页
Actively pushing design knowledge to designers in the design process, what we call ‘knowledge push', can help improve the efficiency and quality of intelligent product design. A knowledge push technology usually inc... Actively pushing design knowledge to designers in the design process, what we call ‘knowledge push', can help improve the efficiency and quality of intelligent product design. A knowledge push technology usually includes matching of related knowledge and proper pushing of matching results. Existing approaches on knowledge matching commonly have a lack of intelligence. Also, the pushing of matching results is less personalized. In this paper, we propose a knowledge push technology based on applicable probability matching and multidimensional context driving. By building a training sample set, including knowledge description vectors, case feature vectors, and the mapping Boolean matrix, two probability values, application and non-application, were calculated via a Bayesian theorem to describe the matching degree between knowledge and content. The push results were defined by the comparison between two probability values. The hierarchical design content models were built to filter the knowledge in push results. The rules of personalized knowledge push were sorted by multidimensional contexts, which include design knowledge, design context, design content, and the designer. A knowledge push system based on intellectualized design of CNC machine tools was used to confirm the feasibility of the proposed technology in engineering applications. 展开更多
关键词 Product design Knowledge push applicable probability matching Multidimensional context PERSONALIZATION
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Comments on the Chinese Law of Conflict of Laws Applicable to Trusts: In Comparison with the U.S. Law and the Hague Convention 被引量:1
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作者 Lingyun Gao 《Fudan Journal of the Humanities and Social Sciences》 2014年第3期483-501,共19页
China has entered a new era represented by the newly established China (Shanghai) Pilot Free Trade Zone, in which further reform and development of its financial system and capital market are highly prioritized. The... China has entered a new era represented by the newly established China (Shanghai) Pilot Free Trade Zone, in which further reform and development of its financial system and capital market are highly prioritized. The trust as an important vehicle in development of the financial market in China as well as in the world will play an important role, and there will be more foreign elements involved in Chinese trusts. The Law of the People's Republic of China on Application of Laws in Civil Relations with Foreign Elements provides rules, in its article 17, on the application of laws to trusts, which symbolizes the formal creation of rules of conflict of laws in China in this area. However, it seems to cause more problems than it may resolve. For example, it may not always be possible for the parties to determine the appli- cable law through consultation and agreement, and the parties' right to choice of law should not be without limitation either. By allowing judges to choose from "the law of the situs where the trust property is situated" and "the law of the situs where the trust relationship occurred" in the absence of an effective choice of law by the parties may lead to a situation contrary to existing laws and may create uncertainty for the parties as well. This paper analyzes this article 17 by comparing it with the conflict law rules adopted in the United States and by the Hague Convention, identifies problems, and seeks to find solutions in order to promote the healthy development of the trust system in China. 展开更多
关键词 Trust law Conflict of trust laws applicable rules of law to trusts Party autonomy The doctrine of most significant relationship
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Study on the development,applications,and standardization status of environmental DNA(eDNA)technology in China
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作者 Li Xiawei Duan Bin +3 位作者 Lu Jing Li Xueling Wang Min Yang Yongqi 《China Standardization》 2026年第1期54-59,共6页
Environmental DNA(eDNA)technology has revolutionized biodiversity monitoring with its non-invasive,sensitive,and cost-efficient approach.This paper systematically reviews eDNA advancements,examining its applications i... Environmental DNA(eDNA)technology has revolutionized biodiversity monitoring with its non-invasive,sensitive,and cost-efficient approach.This paper systematically reviews eDNA advancements,examining its applications in aquatic and terrestrial ecosystems and assessing China’s standardization progress.It delineates four developmental phases from single-species detection to high-throughput sequencing,and highlights China’s contribution to the development of technical standards.While significant progress has been made,challenges persist in quantitative accuracy,methodological consistency,and large-scale implementation.Future efforts should prioritize enhanced standardization,improved quantification techniques,broader applications,and international collaboration to drive innovation in eDNA technology. 展开更多
关键词 environmental DNA development application standardization status
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ChatGPT in liver transplantation:Current applications,limitations,and future directions
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作者 Eleni Avramidou Nikolaos Kougianos +3 位作者 George Chiotis-Miehe Stella Vasileiadou Georgios Katsanos Georgios Tsoulfas 《World Journal of Transplantation》 2026年第1期75-81,共7页
Liver transplantation(LT)remains the optimal life-saving intervention for patients with end-stage liver disease.Despite the recent advances in LT several barriers,including organ allocation,donor-recipient matching,an... Liver transplantation(LT)remains the optimal life-saving intervention for patients with end-stage liver disease.Despite the recent advances in LT several barriers,including organ allocation,donor-recipient matching,and patient education,persist.With the growing progress of artificial intelligence,particularly large language models(LLMs)like ChatGPT,new applications have emerged in the field of LT.Current studies demonstrating usage of ChatGPT in LT include various areas of application,from clinical settings to research and education.ChatGPT usage can benefit both healthcare professionals,by decreasing the time spent on non-clinical work,but also LT recipients by providing accurate information.Future potential applications include the expanding usage of ChatGPT and other LLMs in the field of LT pathology and radiology as well as the automated creation of discharge summaries or other related paperwork.Additionally,the next models of ChatGPT might have the potential to provide more accurate patient education material with increased readability.Although ChatGPT usage presents promising applications,there are certain ethical and practical limitations.Key concerns include patient data privacy,information accuracy,misinformation possibility and lack of legal framework.Healthcare providers and policymakers should collaborate for the establishment of a controlled framework for the safe use of ChatGPT.The aim of this minireview is to summarize current literature on ChatGPT in LT,highlighting both opportunities and limitations,while also providing future possible applications. 展开更多
关键词 ChatGPT Liver transplantation APPLICATIONS LIMITATIONS Artificial intelligence Large language model
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Engineered Radiative Cooling Systems for Thermal-Regulating and Energy-Saving Applications
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作者 Leqi Lei Ting Wu +8 位作者 Shuo Shi Yifan Si Chuanwei Zhi Kaisong Huang Jieqiong Yang Xinshuo Liang Shanshan Zhu Jinping Qu Jinlian Hu 《Nano-Micro Letters》 2026年第1期509-544,共36页
Radiative cooling systems(RCSs)possess the distinctive capability to dissipate heat energy via solar and thermal radiation,making them suitable for thermal regulation and energy conservation applications,essential for... Radiative cooling systems(RCSs)possess the distinctive capability to dissipate heat energy via solar and thermal radiation,making them suitable for thermal regulation and energy conservation applications,essential for mitigating the energy crisis.A comprehensive review connecting the advancements in engineered radiative cooling systems(ERCSs),encompassing material and structural design as well as thermal and energy-related applications,is currently absent.Herein,this review begins with a concise summary of the essential concepts of ERCSs,followed by an introduction to engineered materials and structures,containing nature-inspired designs,chromatic materials,meta-structural configurations,and multilayered constructions.It subsequently encapsulates the primary applications,including thermal-regulating textiles and energy-saving devices.Next,it highlights the challenges of ERCSs,including maximized thermoregulatory effects,environmental adaptability,scalability and sustainability,and interdisciplinary integration.It seeks to offer direction for forthcoming fundamental research and industrial advancement of radiative cooling systems in real-world applications. 展开更多
关键词 Radiative cooling systems Engineered materials Thermal-regulating ENERGY-SAVING Smart applications
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Review of Flash Joule Heating for the Synthesis of Graphene and Other Functional Carbon Materials
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作者 Zhiwu Tan Faisal Mahmood +8 位作者 Mengzhen Tian Yimeng Li Qingfa Zhang Zhong Ma Mingfeng Wang Weiwei Liu Shihong Zhang Haiping Yang Bin Li 《Carbon Energy》 2026年第1期223-252,共30页
Flash Joule heating(FJH),as a high-efficiency and low-energy consumption technology for advanced materials synthesis,has shown significant potential in the synthesis of graphene and other functional carbon materials.B... Flash Joule heating(FJH),as a high-efficiency and low-energy consumption technology for advanced materials synthesis,has shown significant potential in the synthesis of graphene and other functional carbon materials.Based on the Joule effect,the solid carbon sources can be rapidly heated to ultra-high temperatures(>3000 K)through instantaneous high-energy current pulses during FJH,thus driving the rapid rearrangement and graphitization of carbon atoms.This technology demonstrates numerous advantages,such as solvent-and catalyst-free features,high energy conversion efficiency,and a short process cycle.In this review,we have systematically summarized the technology principle and equipment design for FJH,as well as its raw materials selection and pretreatment strategies.The research progress in the FJH synthesis of flash graphene,carbon nanotubes,graphene fibers,and anode hard carbon,as well as its by-products,is also presented.FJH can precisely optimize the microstructures of carbon materials(e.g.,interlayer spacing of turbostratic graphene,defect concentration,and heteroatom doping)by regulating its operation parameters like flash voltage and flash time,thereby enhancing their performances in various applications,such as composite reinforcement,metal-ion battery electrodes,supercapacitors,and electrocatalysts.However,this technology is still challenged by low process yield,macroscopic material uniformity,and green power supply system construction.More research efforts are also required to promote the transition of FJH from laboratory to industrial-scale applications,thus providing innovative solutions for advanced carbon materials manufacturing and waste management toward carbon neutrality. 展开更多
关键词 APPLICATIONS by products flash graphene flash Joule heating functional carbon materials upscaling
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The application of China’s standards on AI screening for diabetic retinopathy in Cambodia
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作者 Sun Rongsong Sorl Sung +5 位作者 Meng Panha Yang Yayu Touch Khun Qiao Zhujun Liu Duo Hu Yuandong 《China Standardization》 2026年第1期63-67,共5页
Diabetic retinopathy(DR)is a leading cause of vision loss among working-age populations,with early screening significantly reducing the risk of blindness.However,resource-limited regions often face challenges in DR sc... Diabetic retinopathy(DR)is a leading cause of vision loss among working-age populations,with early screening significantly reducing the risk of blindness.However,resource-limited regions often face challenges in DR screening due to a shortage of ophthalmologists.This study reports the implementation and outcomes of the Chinese local standard DB52/T 1726-2023,Regulations for the application of diabetic retinopathy screening artificial intelligence,in Cambodian healthcare institutions.A pilot DR screening program with independent operational capability is established by providing a non-mydriatic fundus camera and deploying a localized diabetic retinopathy artificial intelligence(DR-AI)screening platform at the Cambodia-Kingdom Friendship Hospital in Phnom Penh,along with comprehensive training.From January to August 2025,a total of 565 patients with type 2 diabetes were screened,yielding a DR detection rate of 26.0%(147 cases).Research findings demonstrate that applying mature Chinese DR-AI screening standards and technological solutions through international collaboration in regions with a scarcity of ophthalmic professionals is both feasible and effective.This project serves as a reference for promoting DR-AI in resource-constrained countries and regions,highlighting its significant potential to leverage AI in addressing the global burden of chronic diseases and advancing the modernization of health systems. 展开更多
关键词 international collaboration overseas application of standards diabetic retinopathy AI screening
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AI and ML in groundwater exploration and water resources management:Concepts,methods,applications,and future directions
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作者 Adla Andalu MGopal Naik Sandeep Budde 《Journal of Groundwater Science and Engineering》 2026年第1期100-122,共23页
The integration of Artificial Intelligence(AI)and Machine Learning(ML)into groundwater exploration and water resources management has emerged as a transformative approach to addressing global water challenges.This rev... The integration of Artificial Intelligence(AI)and Machine Learning(ML)into groundwater exploration and water resources management has emerged as a transformative approach to addressing global water challenges.This review explores key AI and ML concepts,methodologies,and their applications in hydrology,focusing on groundwater potential mapping,water quality prediction,and groundwater level forecasting.It discusses various data acquisition techniques,including remote sensing,geospatial analysis,and geophysical surveys,alongside preprocessing methods that are essential for enhancing model accuracy.The study highlights AI-driven solutions in water distribution,allocation optimization,and realtime resource management.Despite their advantages,the application of AI and ML in water sciences faces several challenges,including data scarcity,model reliability,and the integration of these tools with traditional water management systems.Ethical and regulatory concerns also demand careful consideration.The paper also outlines future research directions,emphasizing the need for improved data collection,interpretable models,real-time monitoring capabilities,and interdisciplinary collaboration.By leveraging AI and ML advancements,the water sector can enhance decision-making,optimize resource distribution,and support the development of sustainable water management strategies. 展开更多
关键词 Artificial intelligence Machine learning Groundwater exploration Hydrological modeling Remote sensing applications Water resources management
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High-Dimensional Multi-Objective Computation Offloading for MEC in Serial Isomerism Tasks via Flexible Optimization Framework
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作者 Zheng Yao Puqing Chang 《Computers, Materials & Continua》 2026年第1期1160-1177,共18页
As Internet of Things(IoT)applications expand,Mobile Edge Computing(MEC)has emerged as a promising architecture to overcome the real-time processing limitations of mobile devices.Edge-side computation offloading plays... As Internet of Things(IoT)applications expand,Mobile Edge Computing(MEC)has emerged as a promising architecture to overcome the real-time processing limitations of mobile devices.Edge-side computation offloading plays a pivotal role in MEC performance but remains challenging due to complex task topologies,conflicting objectives,and limited resources.This paper addresses high-dimensional multi-objective offloading for serial heterogeneous tasks in MEC.We jointly consider task heterogeneity,high-dimensional objectives,and flexible resource scheduling,modeling the problem as a Many-objective optimization.To solve it,we propose a flexible framework integrating an improved cooperative co-evolutionary algorithm based on decomposition(MOCC/D)and a flexible scheduling strategy.Experimental results on benchmark functions and simulation scenarios show that the proposed method outperforms existing approaches in both convergence and solution quality. 展开更多
关键词 Edge computing offload serial Isomerism applications many-objective optimization flexible resource scheduling
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