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AI Agents in Finance and Fintech: A Scientific Review of Agent-Based Systems, Applications, and Future Horizons
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作者 Maryan Rizinski Dimitar Trajanov 《Computers, Materials & Continua》 2026年第1期173-206,共34页
Artificial intelligence(AI)is reshaping financial systems and services,as intelligent AI agents increasingly form the foundation of autonomous,goal-driven systems capable of reasoning,learning,and action.This review s... Artificial intelligence(AI)is reshaping financial systems and services,as intelligent AI agents increasingly form the foundation of autonomous,goal-driven systems capable of reasoning,learning,and action.This review synthesizes recent research and developments in the application of AI agents across core financial domains.Specifically,it covers the deployment of agent-based AI in algorithmic trading,fraud detection,credit risk assessment,roboadvisory,and regulatory compliance(RegTech).The review focuses on advanced agent-based methodologies,including reinforcement learning,multi-agent systems,and autonomous decision-making frameworks,particularly those leveraging large language models(LLMs),contrasting these with traditional AI or purely statistical models.Our primary goals are to consolidate current knowledge,identify significant trends and architectural approaches,review the practical efficiency and impact of current applications,and delineate key challenges and promising future research directions.The increasing sophistication of AI agents offers unprecedented opportunities for innovation in finance,yet presents complex technical,ethical,and regulatory challenges that demand careful consideration and proactive strategies.This review aims to provide a comprehensive understanding of this rapidly evolving landscape,highlighting the role of agent-based AI in the ongoing transformation of the financial industry,and is intended to serve financial institutions,regulators,investors,analysts,researchers,and other key stakeholders in the financial ecosystem. 展开更多
关键词 Artificial intelligence AI agents agentic architectures FINANCE fintech financial services
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Heavy metal risks and policy analysis on using industrial waste salts for making value-added snow-melting agents
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作者 Yubiao Ma Jiaxin Yin +2 位作者 Yunfei Wang Lei Wang Jianxin Zhu 《Journal of Environmental Sciences》 2026年第1期756-766,共11页
Industrial waste salts are commonly used to make value-added snow-melting agents to ensure traffic safety in northern China during winter and spring after snowfall.However,heavy metals in industrial waste salts may po... Industrial waste salts are commonly used to make value-added snow-melting agents to ensure traffic safety in northern China during winter and spring after snowfall.However,heavy metals in industrial waste salts may pose certain environmental risks.Snow-melting agents and snow samples were collected and analyzed from highways,arterial roads,footbridges,and other locations in Beijing after the snowstorm in December 2023.It was found that the main component of snow-melting agents was sodium chloride with high concentrations of Cu,Mn,and Zn,which are not regulated in the current policies,despite the recent promotion of environmentally friendly snow-melting agents.The Pb,Zn and Cr contents of some snow samples exceeded the limitation value of surface water quality standards,potentially affecting the soil and water environment near roadsides,although the snow-melting agents comply with relevant standards,which indicates the policy gap in the management of recycled industrial salts.We reviewed and analyzed the relevant standards for snow-melting agents and industrial waste salts proposed nationally and internationally over the past 30 years.Through comparative analysis,we proposed relevant policy recommendations to the existing quality standards of snow-melting agents and the management regulations of industrial waste salts,and the formulation of corresponding usage strategies,aimed at reducing the potential environmental release of heavy metals from the use of snow-melting agents,thereby promoting more sustainable green urban development and environmentally sound waste management. 展开更多
关键词 Snow-melting agent Heavy metals Industrial waste salts recycled Comparative analysis
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Reducing agents for induction and maintenance therapy achieve long-term remission of refractory ulcerative colitis:A case report and review of literature
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作者 Pamela B Sylvestre 《World Journal of Gastroenterology》 2026年第2期152-161,共10页
BACKGROUND Ulcerative colitis(UC)is a chronic and debilitating inflammatory bowel disease.Cumulative evidence indicates that excess hydrogen peroxide,a potent neutrophilic chemotactic agent,produced by colonic epithel... BACKGROUND Ulcerative colitis(UC)is a chronic and debilitating inflammatory bowel disease.Cumulative evidence indicates that excess hydrogen peroxide,a potent neutrophilic chemotactic agent,produced by colonic epithelial cells has a causal role leading to infiltration of neutrophils into the colonic mucosa and subsequent development of UC.This evidence-based mechanism identifies hydrogen peroxide as a therapeutic target for reducing agents in the treatment of UC.CASE SUMMARY Presented is a 41-year-old female with a 26-year history of refractory UC.Having developed steroid dependence and never achieving complete remission on treatment by conventional and advanced therapies,she began treatment with oral R-dihydrolipoic acid(RDLA),a lipid-soluble reducing agent with intracellular site of action.Within a week,rectal bleeding ceased.She was asymptomatic for three years until a highly stressful experience,when she noticed blood in her stool.RDLA was discontinued,and she began treatment with oral sodium thiosulfate pentahydrate(STS),a reducing agent with extracellular site of action.After a week,rectal bleeding ceased,and she resumed oral RDLA and discontinued STS.To date,she remains asymptomatic with normal stool calprotectin while on RDLA.CONCLUSION STS and RDLA are reducing agents that serve as highly effective and safe therapy for the induction and maintenance of remission in UC,even in patients refractory or poorly controlled by conventional and advanced therapies.Should preliminary findings be validated by subsequent clinical trials,the use of reducing agents could potentially prevent thousands of colectomies and represent a paradigm shift in the treatment of UC. 展开更多
关键词 Ulcerative colitis COLITIS Inflammatory bowel disease Hydrogen peroxide Sodium thiosulfate R-dihydrolipoic acid Reducing agent Redox homeostasis Reactive oxygen species Case report
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基于AI Agents的高校财务数智化转型研究
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作者 陈冬林 梁应梅 《武汉理工大学学报(社会科学版)》 2025年第5期88-95,共8页
在国家政策驱动与高校高质量发展需求的双重背景下,传统高校财务管理模式面临任务复杂、流程低效与决策滞后等瓶颈。文章以人工智能技术为核心,提出基于AI Agents的高校财务数智化转型框架,通过“基础设施层-数据层-智能协作层-应用层... 在国家政策驱动与高校高质量发展需求的双重背景下,传统高校财务管理模式面临任务复杂、流程低效与决策滞后等瓶颈。文章以人工智能技术为核心,提出基于AI Agents的高校财务数智化转型框架,通过“基础设施层-数据层-智能协作层-应用层”分层架构与任务驱动的多智能体协同机制,整合大语言模型等技术,实现预算管理等场景的流程自动化与动态治理。研究表明,该框架可显著提升高校财务效率、强化风险预警能力,推动高校财务数智化转型,助推学校高质量发展。 展开更多
关键词 智能财务 高校财务 数智化转型 人工智能 Agent智能体
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An Empirical Study on the Reflective Feedback Model Based on Pedagogical Agents to Improve Students’ Problem-Solving Ability 被引量:1
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作者 Hui-Lin Zhang Jun-Jie Yan +4 位作者 Jing Liu Zhuo-Cen Zou Qun-Fang Zeng Yu-Lu Jin Jian-Nan Wu 《教育技术与创新》 2025年第1期66-75,共10页
This study constructs a reflective feedback model based on a pedagogical agent(PA)and explores its impact on students’problem-solving ability and cognitive load.A quasi-experimental design was used in the study,with ... This study constructs a reflective feedback model based on a pedagogical agent(PA)and explores its impact on students’problem-solving ability and cognitive load.A quasi-experimental design was used in the study,with 84 students from a middle school selected as the research subjects(44 in the experimental group and 40 in the control group).The experimental group used the reflective feedback model,while the control group used the factual feedback model.The results show that,compared with factual feedback,the reflective feedback model based on the pedagogical agent significantly improves students’problem-solving ability,especially at the action and thinking levels.In addition,this model effectively reduces students’cognitive load,especially in terms of internal and external load. 展开更多
关键词 pedagogical agent problem-solving ability reflective feedback
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A Novel Catalytic Fluorescent Probe and Its Application in Copper Detection in Gas-Generating Agents
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作者 Cheng Xiaohong Zhang Renjie +4 位作者 You Jun Fu Wenbin Shen Wenjie Luo Yunqiang Wang Song 《有机化学》 北大核心 2025年第11期4195-4201,共7页
A new coumarin derivative C2 was constructed to act as a highly effective turn-on fluorescent probe for Cu^(2+)ions.The introduction of Cu^(2+)could lead to the hydrolytic cleavage of the phenylhydrazone moiety in C2 ... A new coumarin derivative C2 was constructed to act as a highly effective turn-on fluorescent probe for Cu^(2+)ions.The introduction of Cu^(2+)could lead to the hydrolytic cleavage of the phenylhydrazone moiety in C2 and the transformation into strongly fluorescent aldehyde C1.Probe C2 could recognize Cu^(2+)through a marked fluorescence enhancement with the detection limit as low as 150 nmol/L.By virtue of this unique catalytic hydrolysis reaction,compound C2 displayed highly selective response toward Cu^(2+)over other common ions even in the presence of excessive competitive ions.Furthermore,there was a good linear relationship between the intensity change and the concentration of Cu^(2+)ions,which was beneficial for the exactly quantitative detection.Especially,the efficient detection of Cu^(2+)with C2 for the practical application was successfully performed in gas-generating agents detection. 展开更多
关键词 fluorescent probe copper ions catalytic hydrolysis high sensitivity gas-generating agents detection
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Performance analysis of nanostructured lipid carriers for chemical sunscreen agents
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作者 Xiaoyu Li Jianping Jiang Lifeng Xiao 《日用化学工业(中英文)》 北大核心 2025年第2期185-193,共9页
Nanolipid carriers and traditional emulsion containing chemical sunscreens were prepared using emulsification combined with ultrasonic technology.The nanolipid carriers showed superior performance in sunscreen encapsu... Nanolipid carriers and traditional emulsion containing chemical sunscreens were prepared using emulsification combined with ultrasonic technology.The nanolipid carriers showed superior performance in sunscreen encapsulation,slow release and skin impermeability,and provided an excellent nanolipid slow-release encapsulation system for sunscreens.As observed by transmission electron microscopy,the nanolipid carriers were spherical shape,with smooth surface and uniform distribution,and the particle sizes were mainly concentrated in the range of 230 to 250 nm without agglomeration.The nanolipid carriers significantly improved the sunscreen performance through the synergistic effect of scattering and chemical absorption,and showed better UV stability than traditional sunscreen,indicating their photoprotective function.In vitro release experiments showed that the nano-lipidic carriers exhibited better release control when loaded with octyl methoxycinnamate(OMC)and butylmethoxydibenzoylmethane(BDFM)sunscreens than traditional traditional emulsions,with the cumulative release rate of OMC in the nano-lipidic carriers decreasing by 17.17% to 30.24% within 12 hours,and that of BDFM decreasing by 26.67% to 44.67%.26.67% to 44.16%.The results of the in vitro permeation experiment further confirmed that the nanolipid carriers could effectively encapsulate the sunscreens and prevent them from penetrating the skin barrier,thus reducing the skin irritation.Compared with traditional traditional emulsion,the cumulative penetration of OMC in nanostructured lipid carriers was 2.24μg/cm^(2)in 4 hours,while the cumulative penetration was reduced by 68.05%.The cumulative penetration of BDFM in the nanostructured lipid carrier was 3.24μg/cm^(2),with a 64.04%reduction in cumulative penetration. 展开更多
关键词 nano lipid carrier sunscreen agents PHOTOSTABILITY in vitro sustained-release properties extracorporeal permeability
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Key fungal communities related to alleviating replanting stress of Lanzhou lily under silicon fertilizer and microbial agents application
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作者 WANG Yi-qin YU Yan-lin +5 位作者 YANG Hong-yu LI Hui HOU Lei MAN Hua-li HAN Jia SHI Gui-ying 《植物营养与肥料学报》 北大核心 2025年第2期395-406,共12页
【Objectives】Si and microbial application could relieve the crop replanting problems(CRPs).We further studied the change of key microorganisms that are related to the beneficial effects,aiming at provide reference fo... 【Objectives】Si and microbial application could relieve the crop replanting problems(CRPs).We further studied the change of key microorganisms that are related to the beneficial effects,aiming at provide reference for the manufacture and application of both microbial agents and Si fertilizer in food lily production.【Methods】A field experiment was conducted over a three-year period,from March 2019 to March 2022.The experimental field had been continuously cultivated with lily for 9 years.Three treatments were established:silicon fertilizer(SF),microbial agents(“Special 8^(TM)”,MF),and combined application of silicon fertilizer and microbial agents(SMF).A control group with blank soil(CK)was also included.At seedling stage of Lanzhou lilies in 2020 and 2021,the shoot and bulb dry weight,and the plant height and stem diameter of Lanzhou lilies were investigated for calculation of seedling index.In July 2020,20 plants were selected in each plot,and root zone soils were sampled at a depth of 20 cm,10 cm away from the roots,and then mixed to form a composite sample.The soil available Si and organic matter content were analyzed,and the fungal community structure and some specific microbial groups in soils were determined with high-throughput sequencing of ITS.【Results】All the three treatments significantly enhanced the lily plant growth and the seedling index,compared to CK.Besides,SF and MF treatments increased the relative abundances(RA)and diversity of fungal communities,and altered the community structures.The RA of some specific groups were found to be significantly correlated with the seedling index and/or soil available Si.Of them,the RA of the genera Fusarium,Dactylonectria,Humicola,Stilbella,and the species Humicola_grisea showed a positive correlation,while that of the genera Mortierella,Stilbella,Holtermanniella,and the species Mortierella_fatshederae showed a negative correlation with seedling index.The genera Fusarium,Stilbella,the species Humicola_grisea,and Dactylonectria_estremocensis showed a positive correlation,while the genura Stilbella,and the species Mortierella fatshederae showed a negative correlation with available Si content.In the co-occurence network of top twenty fungal genera and top sixteen bacterial genera(RA>0.2%),Holtermanniella was the only genus that interacted with the bacteria and negatively correlated with bacterial genus Blastococcus.Holtermanniella was also the most densely connected genera,followed by the genus Fusarium,Didymella and Humicola.In addition,the genus Holtermanniella was the key species connecting fungal and bacterial community in soil.Fungal functional prediction revealed that SF,MF and SMF treatments decreased plant pathogens guilds and increased the beneficial guilds Ectomycorrhizal,plant saprophyte,leaf saprophyte,and arbuscular mycorrhizal compared to CK.【Conclusions】Combined application of silicon fertilizer and microbial agents can alleviate continuous replanting problems of Lanzhou lilies through restoring the fungal community diversity,and promoting plant residue depredation,thus reducing soil born disease incidence.The beneficial genus Humicola and its one species H.grisea acts as bioconversion,and the genus Acremonium acts as plant pathogen inhibitor. 展开更多
关键词 Lanzhou lily soil fungi diversity pathotroph saprophyte silicon fertilization microbial agent
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Comparison of Efficacy of Various Control Agents for Citrus Psyllid and Advances in Related Research
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作者 Zhihao YE Xiaoshan LI +5 位作者 Haowen ZHANG Yupai ZENG Weifeng HOU Chenglang LIANG Ranran NIE Qianhua JI 《Plant Diseases and Pests》 2025年第2期13-18,23,共7页
Given that the citrus psyllid is the primary vector of citrus Huanglongbing(HLB),there is an urgent need to control this pest to mitigate the spread of the disease.This paper reviews the current research on two predom... Given that the citrus psyllid is the primary vector of citrus Huanglongbing(HLB),there is an urgent need to control this pest to mitigate the spread of the disease.This paper reviews the current research on two predominant control strategies:chemical control and biological control agents,in managing the citrus psyllid.It emphasizes the mechanisms of action,efficacy,and application advancements of these control methods.Finally,the paper analyzes the principal challenges associated with the sustainable management of citrus psyllids and offers perspectives for future research. 展开更多
关键词 CITRUS PSYLLID Chemical CONTROL AGENT Biological CONTROL AGENT EFFICACY COMPARISON
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Echo contrast medium:How the use of contrast echocardiography(ultrasound contrast agents)can improve patient care
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作者 Kevan English 《World Journal of Methodology》 2025年第3期32-37,共6页
Conventional echocardiography can sometimes pose a challenge to diagnosis due to sub-optimal images.Ultrasound contrast agents(UCAs)have been shown to drastically enhance imaging quality,particularly depicting the lef... Conventional echocardiography can sometimes pose a challenge to diagnosis due to sub-optimal images.Ultrasound contrast agents(UCAs)have been shown to drastically enhance imaging quality,particularly depicting the left ventricular endocardial borders.Their use during echocardiography has become a valuable tool in non-invasive diagnostics.UCAs provide higher-quality images that may ultimately reduce the length of hospital stays and improve patient care.The higher cost associated with UCAs in many situations has been an impediment to frequent use.However,when used as an initial diagnostic test,UCA during rest echocardiogram is more cost-effective than the traditional diagnostic approach,which frequently includes multiple tests and imaging studies to make an accurate diagnosis.They can be easily performed across multiple patient settings and provide optimal images that allow clinicians to make sound medical decisions.This consequently allows for better diagnostic accuracies and improvement in patient care. 展开更多
关键词 Ultrasound contrast agents ECHOCARDIOGRAPHY Myocardial perfusion ULTRASOUND Left ventricle OPTISON DEFINITY SONAZOID Lumason
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Bird's eye view of natural products for the development of new anti-HIV agents:Understanding from a therapeutic viewpoint
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作者 Md.Al Amin Mohamed H.Nafady +10 位作者 Mehrukh Zehravi Sherouk Hussein Sweilam Kusuma Praveen Kumar M.Akiful Haque Aziz Unnisa Laliteshwar Pratap Singh Mohammed Sayeed Mohammed Ali Alshehri Irfan Ahmad Talha Bin Emran Md.Zia Uddin 《Animal Models and Experimental Medicine》 2025年第3期441-457,共17页
Acquired immune deficiency syndrome(AIDS)is the name used to describe several potentially life-threatening infections and disorders that happen when HIV has severely compromised the immune system.The primary effect of... Acquired immune deficiency syndrome(AIDS)is the name used to describe several potentially life-threatening infections and disorders that happen when HIV has severely compromised the immune system.The primary effect of HIV is to decrease host immunity,exposing the host to external pathogens.The development of pharmaceutical drugs that directly cure the infection is crucial because of the current wide-ranging epidemic of HIV.Most therapeutic anti-HIV drugs are nucleosides.However,their high toxicity and potential for drug resistance restrict their use.Many of the most effective clinical drugs used to inhibit HIV,the activation of latent HIV,and AIDS have been obtained from natural sources.This review focuses on potential natural medicinal products for treating and managing HIV and AIDS.Notwithstanding,further clinical research studies are needed to understand the subject and its dynamics. 展开更多
关键词 AIDS anti-HIV agents HIV immune system marine compounds natural products PHYTOCONSTITUENTS
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Federated Experiments:Generative Causal Inference Powered by LLM-based Agents Simulation and RAG-based Domain Docking
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作者 De-Yu Zhou Xiao Xue +5 位作者 Qun Ma Chao Guo Li-Zhen Cui Yong-Lin Tian Jing Yang Fei-Yue Wang 《IEEE/CAA Journal of Automatica Sinica》 2025年第7期1301-1304,共4页
COMPUTATIONAL experiments method is an essential tool for analyzing,designing,managing,and integrating complex systems.However,a significant challenge arises in constructing agents with human-like characteristics to f... COMPUTATIONAL experiments method is an essential tool for analyzing,designing,managing,and integrating complex systems.However,a significant challenge arises in constructing agents with human-like characteristics to form an AI society.Agent modeling typically encompasses four levels:1)The autonomy features of agents,e.g.,perception,behavior,and decision-making;2)The evolutionary features of agents,e.g.,bounded rationality,heterogeneity,and learning evolution;3)The social features of agents,e.g.,interaction,cooperation,and competition;4)The emergent features of agents,e.g.,gaming with environments or regulatory strategies.Traditional modeling techniques primarily derive from ABMs(Agent-based Models)and incorporate various emerging technologies(e.g.,machine learning,big data,and social networks),which can enhance modeling capabilities,while amplifying the complexity[1]. 展开更多
关键词 autonomy features generative causal inference complex systems llm based agents simulation federated experiments rag based domain docking computational experiments method agent modeling
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Large language model-driven agents in nursing practice:A scoping review
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作者 Xinglin Zheng Huina Zou +3 位作者 Linjing Wu Peihuang Dong Wenhui Yuan Yuan Chen 《International Journal of Nursing Sciences》 2025年第6期532-540,共9页
Objectives:This review aimed to systematically analyze the technological frameworks,application scenarios,and outcomes of large language model-driven agents(LLMDAs)in nursing practice,and to summarize ethical,technolo... Objectives:This review aimed to systematically analyze the technological frameworks,application scenarios,and outcomes of large language model-driven agents(LLMDAs)in nursing practice,and to summarize ethical,technological,and practical challenges,guiding future research and clinical implementation.Methods:This scoping review was conducted following the JBI guidelines.Five databases(PubMed,Embase,Web of Science,APA PsycNet,Cochrane Library)were systematically searched for peer-reviewed English-language studies from inception until September 9,2025.Eligible studies were screened by title and abstract,with full-text assessments conducted independently by two reviewers.Results:Twenty-five studies published between 2023 and 2025 were included,involving nine countries,primarily China(n=9)and the United States(n=9).Technological architectures were categorized into three types:collaborative models for solving complex tasks through multi-agent division of labor;augmentative models to enhance the accuracy of information outputs;and interactive models focusing on natural interactions and robotic task execution.Application scenarios included clinical,home-based,and community care.Studies indicated that LLMDAs can enhance diagnostic accuracy,optimize resource allocation,and improve patient experience.Primary ethical challenges identified included data privacy,reliability of generated content,and ambiguous attribution of responsibility.Conclusions:LLMDAs offer a novel paradigm for intelligent transformation in nursing care through integrative technological frameworks.They demonstrate considerable potential in enhancing clinical decision-making accuracy,efficiency of care delivery,and patient satisfaction.Addressing existing ethical,technical,and practical challenges is essential for facilitating broader clinical adoption. 展开更多
关键词 agents Ethical challenges Large language model Multi-agent collaboration NURSING
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AI Agents for Energy Security
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作者 Mila Ilieva-Obretenova 《Management Studies》 2025年第1期1-13,共13页
Energy security is the association between national security and the availability of natural resources for energy consumption.Access to cheaper energy has become essential to the functioning of modern economies.Howeve... Energy security is the association between national security and the availability of natural resources for energy consumption.Access to cheaper energy has become essential to the functioning of modern economies.However,the uneven distribution of energy supplies among countries has led to significant challenges.International energy relations have contributed to the globalization of the world,leading to energy security and energy vulnerability at the same time.The first article in Science Direct for energy security appeared in 1993 with authors from USA.Gradually the number of articles and their origin increases.In 2024 we observe a boom of these publications-30(not only in Science Direct)and one planned for 2025.The recent article explores these publications and sorts them by origin and content.The content is distributed in five topics:computer technologies impact,artificial intelligence applications,environmental management and energy security,economics and policy for energy security,and emerging technologies for energy security.Since the share of AI usage is relatively small the author suggests scenarios for AI agents’application in various situations concerning environmental decisions,failures,cyber-attacks,performance,and pricing. 展开更多
关键词 energy security computer technologies AI applications environmental management economics and policy emerging technologies AI agents
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AI agents and automation:the future of clinical pharmacy
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作者 Jane Thomason 《Global Health Journal》 2025年第3期181-184,共4页
Clinical pharmacy is on the cusp of exponential change powered by artificial intelligence agents,automation,data analytics,and robotics.Blockchain will enhance data integrity and transparency,and Augmented and Virtual... Clinical pharmacy is on the cusp of exponential change powered by artificial intelligence agents,automation,data analytics,and robotics.Blockchain will enhance data integrity and transparency,and Augmented and Virtual Reality technologies will revolutionise training,patient education,and simulation-based care planning.Clinical pharmacists need to be ready and upskill to prepare for emerging technologies.The ethical,regulatory,and educational frameworks surrounding artificial intelligence and precision medicine will require constant attention,but the potential benefits for patient outcomes are unprecedented.Clinical pharmacists are in a prime position to design a new era in precision medicine,where technology works hand in hand with humans to transform healthcare. 展开更多
关键词 AI agents AUTOMATION FUTURE Clinical Pharmacy
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Evaluating Domain Randomization Techniques in DRL Agents:A Comparative Study of Normal,Randomized,and Non-Randomized Resets
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作者 Abubakar Elsafi 《Computer Modeling in Engineering & Sciences》 2025年第8期1749-1766,共18页
Domain randomization is a widely adopted technique in deep reinforcement learning(DRL)to improve agent generalization by exposing policies to diverse environmental conditions.This paper investigates the impact of diff... Domain randomization is a widely adopted technique in deep reinforcement learning(DRL)to improve agent generalization by exposing policies to diverse environmental conditions.This paper investigates the impact of different reset strategies,normal,non-randomized,and randomized,on agent performance using the Deep Deterministic Policy Gradient(DDPG)and Twin Delayed DDPG(TD3)algorithms within the CarRacing-v2 environment.Two experimental setups were conducted:an extended training regime with DDPG for 1000 steps per episode across 1000 episodes,and a fast execution setup comparing DDPG and TD3 for 30 episodes with 50 steps per episode under constrained computational resources.A step-based reward scaling mechanism was applied under the randomized reset condition to promote broader state exploration.Experimental results showthat randomized resets significantly enhance learning efficiency and generalization,with DDPG demonstrating superior performance across all reset strategies.In particular,DDPG combined with randomized resets achieves the highest smoothed rewards(reaching approximately 15),best stability,and fastest convergence.These differences are statistically significant,as confirmed by t-tests:DDPG outperforms TD3 under randomized(t=−101.91,p<0.0001),normal(t=−21.59,p<0.0001),and non-randomized(t=−62.46,p<0.0001)reset conditions.The findings underscore the critical role of reset strategy and reward shaping in enhancing the robustness and adaptability of DRL agents in continuous control tasks,particularly in environments where computational efficiency and training stability are crucial. 展开更多
关键词 DDPG agent TD3 agent deep reinforcement learning domain randomization generalization non-randomized reset normal reset randomized reset
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Research on the construction of China’s standards system of fire extinguishing agents
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作者 Wang Shuai Guo Ge Chen Peiyao 《China Standardization》 2025年第3期56-59,共4页
This paper discusses the importance of standards in the fire extinguishing agent industry,and highlights the vital role of the standards in promoting technological innovation.China’s standards for fire extinguishing ... This paper discusses the importance of standards in the fire extinguishing agent industry,and highlights the vital role of the standards in promoting technological innovation.China’s standards for fire extinguishing agent products have evolved significantly,aligning with industrial development,market demands,regulatory requirements,to respond to the great impact of international competition in the industry.The paper analyzes the current state of China’s standards,including their composition and integration with industry growth,green development strategies,and international harmonization.Future development strategies for the standards framework should focus on valid period estimation,fire test model development,and raw material selection guidelines.By implementing these strategies,China’s fire protection industry can enhance product quality,contribute to public safety,and maintain a competitive edge in the global market. 展开更多
关键词 fire extinguishing agents STANDARDS standards system fire protection
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Leveraging Green AI Technology to Build Sustainable Schools:A Conceptual Model Based on AI Agents
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作者 Yiting Qiu Yihan Lu +2 位作者 Guoqing Xia Md Munir Hayet Khan Deshinta Arrova Dewi 《Journal of Electronic Research and Application》 2025年第2期150-158,共9页
The integration of Green Artificial Intelligence(AI)technologies into educational systems offers a promising avenue to enhance operational efficiency while addressing sustainability challenges.Through a rigorous three... The integration of Green Artificial Intelligence(AI)technologies into educational systems offers a promising avenue to enhance operational efficiency while addressing sustainability challenges.Through a rigorous three-phase methodology combining literature review,AI agent development,and participatory workshop-based case analysis,this paper highlights the pivotal role of AI agents,as applications of Green AI technologies,in driving transformative outcomes within schools.By directly improving self-learning efficiency and reducing learning costs for students,enhancing management and service efficiency,reducing labor costs for schools,as well as minimizing resource dependence for both teachers and students,AI agents create a foundation for sustainable operations.These direct effects generate positive spillover effects,cascading into broader outcomes,including innovation performance,economic efficiency,and environmental sustainability,aligning with the United Nations Sustainable Development Goals(SDGs).By presenting a comprehensive conceptual model,this study demonstrates the pathways through which Green AI contributes to sustainable development in education and emphasizes its critical role in bridging technological innovation with sustainability.This framework provides significant theoretical insights for further empirical research while offering actionable strategies for policymakers and educators to harness Green AI for building sustainable schools with a student-centered approach. 展开更多
关键词 Green AI technology AI agents Conceptual model Spillover effects Sustainable development
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Effects of compound microbial agents and cellulase on the fermentation quality and nutritional characteristics of Camellia oleifera cake
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作者 Zhenxia Xu Yi Zhang +4 位作者 Yi Zhong Weijuan Su Minghao Liu Xia Xiang Yangmin Gong 《Oil Crop Science》 2025年第4期286-293,共8页
Camellia oleifera cake(COC), a nutrient-rich by-product of tea oil extraction, holds promise as a high-quality protein source but is limited in feed applications due to anti-nutritional factors, mainly tea saponins an... Camellia oleifera cake(COC), a nutrient-rich by-product of tea oil extraction, holds promise as a high-quality protein source but is limited in feed applications due to anti-nutritional factors, mainly tea saponins and crude fiber. This study employed solid-state fermentation using a compound microbial agent combined with cellulase to enhance COC's palatability and nutritional value. Single-strain fermentation identified Lactiplantibacillus plantarum as most effective in degrading tea saponins(46.0%) without reducing crude fiber. Optimal conditions were 0.1% inoculum, 48 h at 37 ℃, with 20% sugar. For cellulase hydrolysis, the best parameters were: 50 U/g enzyme, 50 ℃, 8 h, using 40-mesh sieved substrate. Combined fermentation began with enzymatic treatment followed by inoculation with a 1: 1: 1: 1: 1: 1 mixture of Saccharomyces cerevisiae(two strains), Lactiplantibacillus plantarum, Bacillus subtilis, Bacillus coagulans, and Lactobacillus acidophilus. The optimized conditions(0.1% inoculum, 7 days, 37 ℃, 20% sugar, 50% moisture) significantly reduced anti-nutritional components and improved protein content, indicating the potential of fermented COC as a viable feed ingredient. 展开更多
关键词 Camellia oleifera cake FERMENTATION Compound microbial agents Tea saponin Crude fiber
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Antiviral agents for dengue virus
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作者 Yinghan Jiang Yanran Wang +5 位作者 Yaqun Xu Yuxin Tian Mengyuan Zhao Chenguang Shen Yang Yang Minghui Yang 《Virologica Sinica》 2025年第6期865-873,共9页
Dengue virus(DENV)is a mosquito-borne pathogen responsible for a spectrum of illnesses,including dengue fever,dengue hemorrhagic fever,and dengue shock syndrome.Nearly half of the global population is at risk of DENV ... Dengue virus(DENV)is a mosquito-borne pathogen responsible for a spectrum of illnesses,including dengue fever,dengue hemorrhagic fever,and dengue shock syndrome.Nearly half of the global population is at risk of DENV infection,making it a pressing public health issue worldwide.The limited cross-protection among the four DENV serotypes(DENV1-4)and the phenomenon of antibody-dependent enhancement(ADE)have posed significant challenges to the development of effective dengue vaccines.Furthermore,there are currently no specific antiviral treatments available.This review provides an overview of DENV's key characteristics,clinical manifestations,and recent advancements in antiviral drug development-including the repurposing of approved drugs,peptidebased antiviral agents,therapeutic antibodies,natural products with antiviral potential,and host factor inhibitors-aiming to offer critical insights to inform strategies for managing and preventing dengue outbreaks. 展开更多
关键词 Dengue virus Peptides drugs Antiviral agents FLAVIVIRUS
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