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Driving innovation in technical textiles,digitalisation and testing
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《China Textile》 2026年第1期38-39,共2页
Members of the British Textile Machinery Association(BTMA)can look back on 2025 as a year marked by notable technological advances and continued progress in global trade,despite an uncertain and volatile market.“Our ... Members of the British Textile Machinery Association(BTMA)can look back on 2025 as a year marked by notable technological advances and continued progress in global trade,despite an uncertain and volatile market.“Our members have been very active over the past 12 months and this has resulted in new technologies for the production of technical fibres and fabrics,the introduction of AI and machine learning into process control systems and significant advances in materials testing,”says BTMA CEO Jason Kent.“There’s real excitement about what can be achieved in 2026 as we look ahead to upcoming exhibitions such as JEC Composites in Paris in March and Techtextil in Frankfurt in April.” 展开更多
关键词 technical textiles digitalisation production technical fibres technological advances process control systems materials testing says machine learning testing
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Research on UAV-MEC Cooperative Scheduling Algorithms Based on Multi-Agent Deep Reinforcement Learning
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作者 Yonghua Huo Ying Liu +1 位作者 Anni Jiang Yang Yang 《Computers, Materials & Continua》 2026年第3期1823-1850,共28页
With the advent of sixth-generation mobile communications(6G),space-air-ground integrated networks have become mainstream.This paper focuses on collaborative scheduling for mobile edge computing(MEC)under a three-tier... With the advent of sixth-generation mobile communications(6G),space-air-ground integrated networks have become mainstream.This paper focuses on collaborative scheduling for mobile edge computing(MEC)under a three-tier heterogeneous architecture composed of mobile devices,unmanned aerial vehicles(UAVs),and macro base stations(BSs).This scenario typically faces fast channel fading,dynamic computational loads,and energy constraints,whereas classical queuing-theoretic or convex-optimization approaches struggle to yield robust solutions in highly dynamic settings.To address this issue,we formulate a multi-agent Markov decision process(MDP)for an air-ground-fused MEC system,unify link selection,bandwidth/power allocation,and task offloading into a continuous action space and propose a joint scheduling strategy that is based on an improved MATD3 algorithm.The improvements include Alternating Layer Normalization(ALN)in the actor to suppress gradient variance,Residual Orthogonalization(RO)in the critic to reduce the correlation between the twin Q-value estimates,and a dynamic-temperature reward to enable adaptive trade-offs during training.On a multi-user,dual-link simulation platform,we conduct ablation and baseline comparisons.The results reveal that the proposed method has better convergence and stability.Compared with MADDPG,TD3,and DSAC,our algorithm achieves more robust performance across key metrics. 展开更多
关键词 UAV-MEC networks multi-agent deep reinforcement learning MATD3 task offloading
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Two technical organizations for standardization in the industrial textile industry have been approved for establishment
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作者 Qiu Shuchen 《China Textile》 2026年第1期20-20,共1页
Recently,the Standardization Administration of China issued Announcement No.1 of 2026,officially approving the establishment of the Subcommittee 1 on Nonwoven Material of National Technical Committee 606 on Technical ... Recently,the Standardization Administration of China issued Announcement No.1 of 2026,officially approving the establishment of the Subcommittee 1 on Nonwoven Material of National Technical Committee 606 on Technical Textiles of Standardization Administration of China(SAC/TC606/SC1)and the Subcommittee 2 on Filtration and Separation Textiles of National Technical Committee 606 on Technical Textiles of Standardization Administration of China(SAC/TC606/SC2).The formation of these two subcommittees marks a crucial step in the standardization development of China's industrial textiles sector in specialized fields. 展开更多
关键词 standardization administration china nonwoven material technical organizations filtration separation textiles STANDARDIZATION subcommittee industrial textile industry
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Teaching Reform of Chinese Medicine Processing Technology Course under the Integration of Technical and Higher Vocational Education
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作者 Lianfang LI 《Medicinal Plant》 2026年第1期72-77,82,共7页
Against the backdrop of integrated development between technical education and higher vocational education,the teaching of Chinese Medicine Processing Technology courses faces new opportunities and challenges.This pap... Against the backdrop of integrated development between technical education and higher vocational education,the teaching of Chinese Medicine Processing Technology courses faces new opportunities and challenges.This paper analyzes the existing problems in the current teaching of Chinese Medicine Processing Technology courses,discusses the necessity of reforming the teaching model under the context of integration,and proposes the construction of a"Dual-Capability Progression,Six-Dimensional Empowerment"teaching model.The aim is to enhance the teaching quality of Chinese Medicine Processing Technology courses and cultivate high-quality skilled talents in Chinese medicine processing who can meet industry demands. 展开更多
关键词 technical education Higher vocational education Integrated development Chinese Medicine Processing Technology Course Teaching reform
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A Multi-agent Organization Approach for Developing Social-Technical Software of Autonomous Robots
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作者 Sen Yang Xinjun Mao +1 位作者 Yin Chen Shuo Yang 《国际计算机前沿大会会议论文集》 2016年第1期9-11,共3页
Software of autonomous robot is a complex physical and social technical system that is context-aware, autonomous and capable of self-management to achieve tasks. It typically consists of a large amount of autonomous e... Software of autonomous robot is a complex physical and social technical system that is context-aware, autonomous and capable of self-management to achieve tasks. It typically consists of a large amount of autonomous entities and interactions. To develop such system needs high-level metaphors and effective mechanisms independent of physical and technical details of various robots.The paper presents a multi-agent organization approach to developing autonomous robot software that is modelled as social organization, in which each agent is bound to specific roles with specified responsibilities that are tightly related with robot’s characteristics and tasks. These agents form diverse organization structure and patterns to achieve flexible cooperation in order to achieve assigned tasks. The paper details multi-agent organization model of autonomous robot software and various roles in the model. We have implemented a framework called AutoRobot that realizes the approach and supports the development and running of autonomous robot software. A case is studied by using NAO robot to show the effectiveness of our proposed approach. 展开更多
关键词 AUTONOMOUS robot multi-agent ORGANIZATION Environment
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“大数据、大模型、大计算”全新范式与舆情精准研判:理论和Multi-Agent实证两个向度的探索 被引量:2
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作者 丁晓蔚 戚庆燕 刘梓航 《传媒观察》 2025年第2期28-42,共15页
本文探讨了“大数据、大模型、大计算”全新范式在舆情精准研判中的相关理论和应用实证。理论部分论述了该范式的概念和所涉关系,分析了其与Multi-Agent多智能体系统之间的联系。实证部分基于此范式在舆情研判中的应用案例,提出Multi-Ag... 本文探讨了“大数据、大模型、大计算”全新范式在舆情精准研判中的相关理论和应用实证。理论部分论述了该范式的概念和所涉关系,分析了其与Multi-Agent多智能体系统之间的联系。实证部分基于此范式在舆情研判中的应用案例,提出Multi-Agent多智能体协作驱动的舆情分析框架,构建全新的舆情研判流程,能有效应对动态变化的舆情环境。采用Multi-Agent对热点事件是否上热搜进行预测和检验,并与传统大模型和BERT模型进行对比分析。研究表明:Multi-Agent在应对涉及公众情感共鸣和社会性广泛事件时具有显著优势,能通过多角度的综合评估提升预测精度和鲁棒性。通过实证研究验证了Multi-Agent在舆情监测中的重要价值,为未来舆情精准研判提供了新的技术路径。 展开更多
关键词 “大数据、大模型、大计算”全新范式 multi-agent多智能体系统 舆情精准研判
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A Survey of Cooperative Multi-agent Reinforcement Learning for Multi-task Scenarios 被引量:1
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作者 Jiajun CHAI Zijie ZHAO +1 位作者 Yuanheng ZHU Dongbin ZHAO 《Artificial Intelligence Science and Engineering》 2025年第2期98-121,共24页
Cooperative multi-agent reinforcement learning(MARL)is a key technology for enabling cooperation in complex multi-agent systems.It has achieved remarkable progress in areas such as gaming,autonomous driving,and multi-... Cooperative multi-agent reinforcement learning(MARL)is a key technology for enabling cooperation in complex multi-agent systems.It has achieved remarkable progress in areas such as gaming,autonomous driving,and multi-robot control.Empowering cooperative MARL with multi-task decision-making capabilities is expected to further broaden its application scope.In multi-task scenarios,cooperative MARL algorithms need to address 3 types of multi-task problems:reward-related multi-task,arising from different reward functions;multi-domain multi-task,caused by differences in state and action spaces,state transition functions;and scalability-related multi-task,resulting from the dynamic variation in the number of agents.Most existing studies focus on scalability-related multitask problems.However,with the increasing integration between large language models(LLMs)and multi-agent systems,a growing number of LLM-based multi-agent systems have emerged,enabling more complex multi-task cooperation.This paper provides a comprehensive review of the latest advances in this field.By combining multi-task reinforcement learning with cooperative MARL,we categorize and analyze the 3 major types of multi-task problems under multi-agent settings,offering more fine-grained classifications and summarizing key insights for each.In addition,we summarize commonly used benchmarks and discuss future directions of research in this area,which hold promise for further enhancing the multi-task cooperation capabilities of multi-agent systems and expanding their practical applications in the real world. 展开更多
关键词 MULTI-TASK multi-agent reinforcement learning large language models
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Improved Event-Triggered Adaptive Neural Network Control for Multi-agent Systems Under Denial-of-Service Attacks 被引量:1
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作者 Huiyan ZHANG Yu HUANG +1 位作者 Ning ZHAO Peng SHI 《Artificial Intelligence Science and Engineering》 2025年第2期122-133,共12页
This paper addresses the consensus problem of nonlinear multi-agent systems subject to external disturbances and uncertainties under denial-ofservice(DoS)attacks.Firstly,an observer-based state feedback control method... This paper addresses the consensus problem of nonlinear multi-agent systems subject to external disturbances and uncertainties under denial-ofservice(DoS)attacks.Firstly,an observer-based state feedback control method is employed to achieve secure control by estimating the system's state in real time.Secondly,by combining a memory-based adaptive eventtriggered mechanism with neural networks,the paper aims to approximate the nonlinear terms in the networked system and efficiently conserve system resources.Finally,based on a two-degree-of-freedom model of a vehicle affected by crosswinds,this paper constructs a multi-unmanned ground vehicle(Multi-UGV)system to validate the effectiveness of the proposed method.Simulation results show that the proposed control strategy can effectively handle external disturbances such as crosswinds in practical applications,ensuring the stability and reliable operation of the Multi-UGV system. 展开更多
关键词 multi-agent systems neural network DoS attacks memory-based adaptive event-triggered mechanism
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Graph-based multi-agent reinforcement learning for collaborative search and tracking of multiple UAVs 被引量:2
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作者 Bocheng ZHAO Mingying HUO +4 位作者 Zheng LI Wenyu FENG Ze YU Naiming QI Shaohai WANG 《Chinese Journal of Aeronautics》 2025年第3期109-123,共15页
This paper investigates the challenges associated with Unmanned Aerial Vehicle (UAV) collaborative search and target tracking in dynamic and unknown environments characterized by limited field of view. The primary obj... This paper investigates the challenges associated with Unmanned Aerial Vehicle (UAV) collaborative search and target tracking in dynamic and unknown environments characterized by limited field of view. The primary objective is to explore the unknown environments to locate and track targets effectively. To address this problem, we propose a novel Multi-Agent Reinforcement Learning (MARL) method based on Graph Neural Network (GNN). Firstly, a method is introduced for encoding continuous-space multi-UAV problem data into spatial graphs which establish essential relationships among agents, obstacles, and targets. Secondly, a Graph AttenTion network (GAT) model is presented, which focuses exclusively on adjacent nodes, learns attention weights adaptively and allows agents to better process information in dynamic environments. Reward functions are specifically designed to tackle exploration challenges in environments with sparse rewards. By introducing a framework that integrates centralized training and distributed execution, the advancement of models is facilitated. Simulation results show that the proposed method outperforms the existing MARL method in search rate and tracking performance with less collisions. The experiments show that the proposed method can be extended to applications with a larger number of agents, which provides a potential solution to the challenging problem of multi-UAV autonomous tracking in dynamic unknown environments. 展开更多
关键词 Unmanned aerial vehicle(UAV) multi-agent reinforcement learning(MARL) Graph attention network(GAT) Tracking Dynamic and unknown environment
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Multi-hop UAV relay covert communication:A multi-agent reinforcement learning approach 被引量:1
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作者 Hengzhi BAI Haichao WANG +4 位作者 Rongrong HE Jiatao DU Guoxin LI Yuhua XU Yutao JIAO 《Chinese Journal of Aeronautics》 2025年第10期120-133,共14页
Due to the characteristics of line-of-sight(LoS)communication in unmanned aerial vehicle(UAV)networks,these systems are highly susceptible to eavesdropping and surveillance.To effectively address the security concerns... Due to the characteristics of line-of-sight(LoS)communication in unmanned aerial vehicle(UAV)networks,these systems are highly susceptible to eavesdropping and surveillance.To effectively address the security concerns in UAV communication,covert communication methods have been adopted.This paper explores the joint optimization problem of trajectory and transmission power in a multi-hop UAV relay covert communication system.Considering the communication covertness,power constraints,and trajectory limitations,an algorithm based on multi-agent proximal policy optimization(MAPPO),named covert-MAPPO(C-MAPPO),is proposed.The proposed method leverages the strengths of both optimization algorithms and reinforcement learning to analyze and make joint decisions on the transmission power and flight trajectory strategies for UAVs to achieve cooperation.Simulation results demonstrate that the proposed method can maximize the system throughput while satisfying covertness constraints,and it outperforms benchmark algorithms in terms of system throughput and reward convergence speed. 展开更多
关键词 Covert communication Unmanned aerial vehicle(UAV) Power optimization Trajectory planning multi-agent reinforcement learning(MARL)
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基于Multi-Agent精确控制的优化脱氮调试实践
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作者 黄文章 古凌艳 +4 位作者 李波文 陈勇刚 李伟杰 苏航 王未君 《给水排水》 北大核心 2025年第12期57-63,共7页
为响应生态环境部等七部委加强沿海城市重污染海湾入海河流加强总氮排放控制,实施总氮削减工程的要求,深圳市提出将深圳河湾流域内的水质净化厂出水总氮浓度年均值控制在5 mg/L以下的目标。为实现该目标,在深圳市采用多级AO工艺的一座... 为响应生态环境部等七部委加强沿海城市重污染海湾入海河流加强总氮排放控制,实施总氮削减工程的要求,深圳市提出将深圳河湾流域内的水质净化厂出水总氮浓度年均值控制在5 mg/L以下的目标。为实现该目标,在深圳市采用多级AO工艺的一座大型水质净化厂一条独立生产线(5万m^(3)/d)开展了工艺调控优化尝试。在详细评估了该水质净化厂的进水水质和工艺运行现状及其脱氮效果的前提后,提出包括内回流和曝气的精确控制策略,并据此搭建了Multi-Agent智能精确控制系统。该控制策略和系统在测试生产线应用,实现了高于88%的总氮去除率和低至4 mg/L的出水总氮浓度,满足了既定目标要求。 展开更多
关键词 多级AO工艺 multi-agent精确控制 优化脱氮 调试
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A Review on the Internationalization of Technical Standards
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作者 Kaiyu Zhi 《Proceedings of Business and Economic Studies》 2025年第2期172-177,共6页
The internationalization of technical standards is a crucial means to promote high-quality economic development,enhance corporate competitiveness,and participate in global economic governance.Drawing widespread academ... The internationalization of technical standards is a crucial means to promote high-quality economic development,enhance corporate competitiveness,and participate in global economic governance.Drawing widespread academic attention,this paper systematically reviews existing research on the internationalization of technical standards,covering aspects such as the concept of technical internationalization,challenges and countermeasures,influencing factors,and the relationship between technological innovation and technical standards.The aim is to advance the refinement of related technical fields and provide theoretical support and guidance for practical activities in the internationalization of technical standards. 展开更多
关键词 Internationalization of technical standards Technological innovation technical standards
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Talking technical textiles with Monforts in Atlanta
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《China Textile》 2025年第2期44-45,共2页
The full potential of advanced coating and finishingtechnologies for the production of technical textiles willbe outlined by Monforts specialists at Techtextil NorthAmerica which takes place in Atlanta,Georgia,from Ma... The full potential of advanced coating and finishingtechnologies for the production of technical textiles willbe outlined by Monforts specialists at Techtextil NorthAmerica which takes place in Atlanta,Georgia,from May6-8.The company and its US representative PSP Market-ing,of Charlotte,North Carolina,will be part of the exten-sive VDMA German Pavilion at the show,at stand 323lwithin the Georgia World Congress Center. 展开更多
关键词 production technical textiles technical textiles COATING finishing technologies VDMA German Pavilion Monforts Techtextil North America
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The reforms in the field of technical regulation and standardization in Uzbekistan
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作者 Umid Shodjalilov 《China Standardization》 2025年第5期44-44,共1页
Uzbekistan Institute of Standards(UIS),founded in 1969,is the national standardization body of Uzbekistan.There are over 32,000 national standards in Uzbekistan.Last year,UIS revised the working regulations of all tec... Uzbekistan Institute of Standards(UIS),founded in 1969,is the national standardization body of Uzbekistan.There are over 32,000 national standards in Uzbekistan.Last year,UIS revised the working regulations of all technical committees,which were established in accordance with the organizational structure of ISO.At present,UIS has standardization training courses covering 54 directions,and more than 1,700 experts have received relevant training.UIS ranks the 95th in terms of the Quality Infrastructure for Sustainable Development(QI4SD)and 80th in terms of the Global Quality Infrastructure Index(GQII).It is a member of ISO and an associate member of IEC.In the UIS,40 experts have participated in the activities of various ISO technical committees,and 251 experts have participated in the discussion of IEC projects as observer members. 展开更多
关键词 quality infrastructure technical committees national standards ISO Uzbekistan Institute Standards STANDARDIZATION technical regulation revised working regulations
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Technical Regulations for Protected Production of Netted Melon
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作者 Hongwei ZANG Meiguang BI +1 位作者 Lizhi YU Jinhua MOU 《Agricultural Biotechnology》 2025年第5期4-7,共4页
This paper summarized the technical regulations for protected production of netted melon in Yantai City,primarily including technical measures such as the environmental requirements of the production area,cultivation ... This paper summarized the technical regulations for protected production of netted melon in Yantai City,primarily including technical measures such as the environmental requirements of the production area,cultivation techniques,pest and disease control,harvesting,packaging,storage,waste management,and production records for netted melon grown in facilities.The technical regulations aim to standardize the protected production of netted melon and enhance the level of standardized and normative production technology. 展开更多
关键词 FACILITY Netted melon PRODUCTION technical regulations
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Embodied Multi-Agent Systems:A Review
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作者 Zhuo Li Weiran Wu +2 位作者 Yunlong Guo Jian Sun Qing-Long Han 《IEEE/CAA Journal of Automatica Sinica》 2025年第6期1095-1116,共22页
Multi-agent systems(MASs)have demonstrated significant achievements in a wide range of tasks,leveraging their capacity for coordination and adaptation within complex environments.Moreover,the enhancement of their inte... Multi-agent systems(MASs)have demonstrated significant achievements in a wide range of tasks,leveraging their capacity for coordination and adaptation within complex environments.Moreover,the enhancement of their intelligent functionalities is crucial for tackling increasingly challenging tasks.This goal resonates with a paradigm shift within the artificial intelligence(AI)community,from“internet AI”to“embodied AI”,and the MASs with embodied AI are referred to as embodied multi-agent systems(EMASs).An EMAS has the potential to acquire generalized competencies through interactions with environments,enabling it to effectively address a variety of tasks and thereby make a substantial contribution to the quest for artificial general intelligence.Despite the burgeoning interest in this domain,a comprehensive review of EMAS has been lacking.This paper offers analysis and synthesis for EMASs from a control perspective,conceptualizing each embodied agent as an entity equipped with a“brain”for decision and a“body”for environmental interaction.System designs are classified into open-loop,closed-loop,and double-loop categories,and EMAS implementations are discussed.Additionally,the current applications and challenges faced by EMASs are summarized and potential avenues for future research in this field are provided. 展开更多
关键词 Embodied intelligence multi-agent system feedback control interaction
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On Translation of Technical and Semi-technical Words in Chemistry
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作者 XIA Linglin JIA Xiaoqing 《Psychology Research》 2025年第1期20-25,共6页
Term is a kind of limited language symbols,usually presented in a specific language or text and used to communicate and express ideas.With the globalization of economy,international trade has become more frequent,and ... Term is a kind of limited language symbols,usually presented in a specific language or text and used to communicate and express ideas.With the globalization of economy,international trade has become more frequent,and chemical products have gradually become the hotspot of international import and export transactions,so the Chinese translation of the names of chemical products has become more important,and accurate translation can better promote the development of the domestic chemical industry and its dialogue and exchange with the international chemical industry.In this paper,we first explore the Chinese translation strategies of the semi-technical words in chemistry,and then investigate the translation strategies for technical words,subdividing the technical words into compounds,derivatives,and acronyms,with a view to providing ideas and references for translations of relevant texts. 展开更多
关键词 term translation semi-technical word technical words CHEMISTRY
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Analysis of Nominalization as a Translation Strategy in Scientific and Technical Texts
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作者 LI Nian-nian 《Journal of Literature and Art Studies》 2025年第10期781-785,共5页
Technical English is characterized by a high degree of specialization. The prevalent use of nominalization enhances the objectivity and rigor of the text by reducing reliance on subject-predicate structures, thereby a... Technical English is characterized by a high degree of specialization. The prevalent use of nominalization enhances the objectivity and rigor of the text by reducing reliance on subject-predicate structures, thereby achieving greater conciseness, objectivity, and precision. This paper will explore the nominalization strategies in the English translation of scientific and technical texts at both the lexical and the syntactic levels. 展开更多
关键词 NOMINALIZATION technical English translation strategy
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Nonconvex Constrained Consensus of Discrete-Time Heterogeneous Multi-Agent Systems with Arbitrarily Switching Topologies
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作者 Honghao Wu 《Journal of Electronic Research and Application》 2025年第1期14-22,共9页
This paper mainly focuses on the velocity-constrained consensus problem of discrete-time heterogeneous multi-agent systems with nonconvex constraints and arbitrarily switching topologies,where each agent has first-ord... This paper mainly focuses on the velocity-constrained consensus problem of discrete-time heterogeneous multi-agent systems with nonconvex constraints and arbitrarily switching topologies,where each agent has first-order or second-order dynamics.To solve this problem,a distributed algorithm is proposed based on a contraction operator.By employing the properties of the stochastic matrix,it is shown that all agents’position states could converge to a common point and second-order agents’velocity states could remain in corresponding nonconvex constraint sets and converge to zero as long as the joint communication topology has one directed spanning tree.Finally,the numerical simulation results are provided to verify the effectiveness of the proposed algorithms. 展开更多
关键词 HETEROGENEOUS multi-agent systems Nonconvex constraint CONSENSUS
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