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Failure Prediction for Scientific Workflows Using Nature-Inspired Machine Learning Approach
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作者 S.Sridevi Jeevaa Katiravan 《Intelligent Automation & Soft Computing》 SCIE 2023年第4期223-233,共11页
Scientific workflows have gained the emerging attention in sophisti-cated large-scale scientific problem-solving environments.The pay-per-use model of cloud,its scalability and dynamic deployment enables it suited for ex... Scientific workflows have gained the emerging attention in sophisti-cated large-scale scientific problem-solving environments.The pay-per-use model of cloud,its scalability and dynamic deployment enables it suited for executing scientific workflow applications.Since the cloud is not a utopian environment,failures are inevitable that may result in experiencingfluctuations in the delivered performance.Though a single task failure occurs in workflow based applications,due to its task dependency nature,the reliability of the overall system will be affected drastically.Hence rather than reactive fault-tolerant approaches,proactive measures are vital in scientific workflows.This work puts forth an attempt to con-centrate on the exploration issue of structuring a nature inspired metaheuristics-Intelligent Water Drops Algorithm(IWDA)combined with an efficient machine learning approach-Support Vector Regression(SVR)for task failure prognostica-tion which facilitates proactive fault-tolerance in the scheduling of scientific workflow applications.The failure prediction models in this study have been implemented through SVR-based machine learning approaches and the precision accuracy of prediction is optimized by IWDA and several performance metrics were evaluated on various benchmark workflows.The experimental results prove that the proposed proactive fault-tolerant approach performs better compared with the other existing techniques. 展开更多
关键词 Failure prediction intelligent water drops support vector regression proactive fault-tolerance scientific workflows precision accuracy resource provisioning
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Exploring the Latest Trends in AI Technologies: A Study on Current State, Application and Individual Impacts
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作者 Md Ahsan Ullah Imran Mustakim Bin Aziz +2 位作者 Anamika Tiwari Sanchita Saha Ashok Ghimire 《Journal of Computer and Communications》 2024年第8期21-36,共16页
Artificial Intelligence (AI) offers immediate insights to penetrate the overwhelming volume of everyday security warnings. The current body of research mostly examines the use of AI in the field of cyber security, but... Artificial Intelligence (AI) offers immediate insights to penetrate the overwhelming volume of everyday security warnings. The current body of research mostly examines the use of AI in the field of cyber security, but it does not adequately address the visual inspection of AI applications. The advent of AI has led to noticeable structural changes in the field of cyber security. This study facilitates the advancement of theory about artificial intelligence (AI) across several fields. It assists researchers in determining research paths and serves as a resource for corporations and governments to strategize the use of AI in areas such as cyber security, education, healthcare, and work-life balance. Numerous nations, organizations, and writers are intricately linked via cooperation and citation networks. Artificial intelligence is an academic discipline focused on the research and advancement of computer systems, robots, and other creations that possess human-like intelligence, which is defined by cognitive powers, learning capabilities, and adaptability. This research aimed to evaluate the present trajectory and influence of Artificial Intelligence (AI) on education, healthcare, cybersecurity, and work-life balance. Based on an initial examination, this research focused on evaluating the use and impact of AI in many domains, using a specific narrative and framework. The findings of this study will enable researchers to comprehend the prevailing pattern and the influence of people on the integration of AI into daily life. 展开更多
关键词 Artificial intelligence CYBERsECURItY Healthcare AI on Education work-Life Balance
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The Effect of Emotional Intelligence Training on the Quality of Working life in Nurses
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作者 Ravanbakhsh Esmaeili Reza Alizadeh Navaei +1 位作者 Amir Hossein Goudarzian Maryam Yousefi 《Journal of Health Science》 2015年第5期241-247,共7页
Emotional intelligence is a social skill and an important component of communication. It can be expressed as the ability to correctly identify emotions, to make proper decisions and to solve problems. Based on the con... Emotional intelligence is a social skill and an important component of communication. It can be expressed as the ability to correctly identify emotions, to make proper decisions and to solve problems. Based on the conducted researchs, emotional intelligence is an important factor in achieving success in life including occupation and education. This study was designed and implemented to determine the effects of emotional intelligence on the quality of nurses' working life. This quasi-experimental study was conducted in 2015 on 70 of hospital nurses. Samples were randomly collected and divided into 2 groups (35 nurses in each group) and training sessions of emotional intelligence were conducted. Before the first session and after session 12, the quality of working life was measured by Walton's standard questionnaire of working life in both groups. The average age of the control and the experimental group was 30.83 ± 3.785 and 29.54 ± 3.407 respectively. Quality of working life in the experimental group had significant positive changes in comparison with the control group (P 〈 0.001) after the completion of training sessions. Based on the results, nurses' quality of working life improved after training. It seems that it is possible to improve university students and nurses" quality of working life by holding special workshops of emotional intelligence in training centers. 展开更多
关键词 Emotional intelligence training quality of working life nurse.
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Humanoid Based Intelligence Control Strategy of Plastic Cement Die Press Work-Piece Forming Process for Polymer Plastics
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作者 Dekuan Liu Shuang Jin Hu Xu 《Journal of Materials Science and Chemical Engineering》 2016年第6期9-16,共8页
The plastic cement belongs to a sort of polymer material, the chemical composition is very complex, and the plastic cement work-piece is generally manufactured by die press forming. Aimed at being difficult to control... The plastic cement belongs to a sort of polymer material, the chemical composition is very complex, and the plastic cement work-piece is generally manufactured by die press forming. Aimed at being difficult to control in parameters of forming process, the paper explored the humanoid based intelligence control strategy. In the paper, it made the anatomy in control puzzle resulted in uncertainty such as chemical component of plastic cement etc., summarized up the characteristic of cybernetics in forming process, researched on the humanoid based intelligence control strategy, and constructed the control algorithm of forming process in plastic cement work-piece. Taking the process experiment of temperature and pressure control as an example, it validated the good dynamic and static control quality through simulation of control algorithm constructed in this paper. The experimental results show that the control algorithm explored in this paper is reasonably available. 展开更多
关键词 Plastic Cement Polymer Plastics Die Press work-Piece Forming Process Humanoid Based intelligence Control
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TCPED路径下生成式人工智能对情报工作的影响--以ChatGPT为例 被引量:1
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作者 张国庆 肖延辉 +1 位作者 田华伟 张猛猛 《情报杂志》 北大核心 2024年第6期79-88,共10页
[研究目的]探讨ChatGPT对TCPED路径下情报工作的影响,为优化类ChatGPT生成式人工智能在情报工作的实际应用表现提供启示,促进我国类ChatGPT生成式人工智能模型的构建与优化。[研究方法]以ChatGPT技术迭代为研究起点,分析ChatGPT对情报... [研究目的]探讨ChatGPT对TCPED路径下情报工作的影响,为优化类ChatGPT生成式人工智能在情报工作的实际应用表现提供启示,促进我国类ChatGPT生成式人工智能模型的构建与优化。[研究方法]以ChatGPT技术迭代为研究起点,分析ChatGPT对情报工作各阶段的影响和ChatGPT技术风险与考验,并以美国情报界现行TCPED全路径情报视角解析ChatGPT对TCPED路径下情报工作的影响。[研究结论]研究表明,ChatGPT在介入TCPED全路径情报工作时仍面临响应深度不足、负面数据危害严重、意识形态渗透等挑战,启示情报机构通过搭建领域特定模型、增加防护能力储备、加强数据前置审查等措施优化类ChatGPT生成式人工智能的使用。 展开更多
关键词 ChatGPt tCPED路径 生成式人工智能 情报工作 技术迭代 技术风险
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CPS Modeling of CNC Machine Tool Work Processes Using an Instruction-Domain Based Approach 被引量:19
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作者 Jihong Chen Jianzhong Yang +5 位作者 Huicheng Zhou Hua Xiang Zhihong Zhu Yesong Li Chen-Han Lee Guangda Xu 《Engineering》 SCIE EI 2015年第2期247-260,共14页
Building cyber-physical system(CPS) models of machine tools is a key technology for intelligent manufacturing. The massive electronic data from a computer numerical control(CNC) system during the work processes of a C... Building cyber-physical system(CPS) models of machine tools is a key technology for intelligent manufacturing. The massive electronic data from a computer numerical control(CNC) system during the work processes of a CNC machine tool is the main source of the big data on which a CPS model is established. In this work-process model, a method based on instruction domain is applied to analyze the electronic big data, and a quantitative description of the numerical control(NC) processes is built according to the G code of the processes. Utilizing the instruction domain, a work-process CPS model is established on the basis of the accurate, real-time mapping of the manufacturing tasks, resources, and status of the CNC machine tool. Using such models, case studies are conducted on intelligent-machining applications, such as the optimization of NC processing parameters and the health assurance of CNC machine tools. 展开更多
关键词 cyber-physical system (CPs big data computer numerical control (CNC) machine tool electronic data of work processes instruction domain intelligent machining
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基于TGIS的数字孪生智能综采工作面研究 被引量:1
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作者 杨海军 张弘 +2 位作者 查学刚 董佳 王添 《中国煤炭》 2023年第11期63-70,共8页
为了在煤矿智能化综采工作面远程控制过程中实时、准确、直观地掌握工作面信息,消除监控死角,提出了基于时态地理信息系统(TGIS)的数字孪生智能综采工作面构建方法,实现与真实工作面之间的工作仿真、分析预测和实时交互。阐述了基于TGI... 为了在煤矿智能化综采工作面远程控制过程中实时、准确、直观地掌握工作面信息,消除监控死角,提出了基于时态地理信息系统(TGIS)的数字孪生智能综采工作面构建方法,实现与真实工作面之间的工作仿真、分析预测和实时交互。阐述了基于TGIS的数字孪生智能综采工作面构建技术体系,从数化、互动、先知、先决和共智5个方面说明了基于TGIS的数字孪生智能综采工作面成熟度模型的生长发育过程,并简要介绍了数字孪生智能综采工作面的建设路线,以国家能源集团宁夏煤业有限责任公司金凤煤矿数字孪生智能综采工作面为例介绍了数字孪生智能综采工作面的构建方法,对智能工作面、透明化工作面建设具有积极意义。 展开更多
关键词 数字孪生 智能综采工作面 时态地理信息系统 透明工作面 仿真模拟
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考虑SOP的配电网电压有功无功协同优化
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作者 文星 蔺红 姚燚菲 《科学技术与工程》 北大核心 2024年第18期7685-7692,共8页
为解决高比例分布式电源接入配电网的节点电压波动等问题,提出了一种考虑智能软开关的配电网电压有功无功协同优化控制策略。首先,对影响节点电压波动的因素进行分析,说明可从有功和无功的角度对电压进行控制,对智能软开关的工作原理进... 为解决高比例分布式电源接入配电网的节点电压波动等问题,提出了一种考虑智能软开关的配电网电压有功无功协同优化控制策略。首先,对影响节点电压波动的因素进行分析,说明可从有功和无功的角度对电压进行控制,对智能软开关的工作原理进行分析,它可以精确控制两侧所连馈线间传输的有功,且提供一定的无功功率;其次,建立了以有功网损最小和电压偏离最小为目标函数的配电网有功无功优化数学模型,并通过权重系数将其转化为单目标模型;再次,通过改进灰狼算法对本文所建模型进行求解;最后在IEEE33节点系统上进行仿真验证。结果表明:所提策略能有效减小系统节点电压波动和降低网损。 展开更多
关键词 配电网 智能软开关 有功无功 改进灰狼算法
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基于SI-SB系统安全模型的多层级边缘智能管控模式
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作者 张充 张伟 +2 位作者 李泽亚 赵挺生 张耀庭 《中国安全科学学报》 CAS CSCD 北大核心 2024年第1期17-26,共10页
为探索信息化、智能化技术赋能下的创新型安全生产管控模式,从安全信息学的角度分析安全管控过程中的信息流动特点,提出安全生产多层级边缘智能管控模式;基于安全信息-安全行为(SI-SB)系统安全模型分析安全管控过程中安全决策偏差和滞... 为探索信息化、智能化技术赋能下的创新型安全生产管控模式,从安全信息学的角度分析安全管控过程中的信息流动特点,提出安全生产多层级边缘智能管控模式;基于安全信息-安全行为(SI-SB)系统安全模型分析安全管控过程中安全决策偏差和滞后的机制,提出安全管控系统性能改进的思路;结合安全生产组织管理体系特点和数字化技术优势,阐述数字化技术在信息感知传递、安全信息解释和安全行为引导等3个方面的赋能依据,以及数字化感知、智能化决策和多层级管控等3个方面的赋能途径,并提出具备智能决策、敏捷响应、弹性扩展和人机协同特点的安全生产多层级边缘智能管控模式;在紧急事件、短周期管控、长周期管控3类场景中,对应用智能管控模式前后的安全事件响应进行时效性计算和对比。结果表明:所提出的多层级边缘智能管控模式能够显著提高安全管控效能。 展开更多
关键词 安全信息-安全行为(sI-sB)系统安全模型 多层级边缘智能管控 管控模式 安全生产 安全信息学
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On the Working Definition of Intelligence
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作者 Pei Wang(Center for Research on Concepts and Cognition , Indiana University 510 North Fess, Bloomington, IN 47408, USA) 《中山大学学报(社会科学版)》 CSSCI 北大核心 2003年第S1期180-208,共29页
This paper is about the philosophical and methodological foundation of artificial intelligence (AI). After discussing what is a good "working definition", "intelligence" is defined as "the abi... This paper is about the philosophical and methodological foundation of artificial intelligence (AI). After discussing what is a good "working definition", "intelligence" is defined as "the ability for an information processing system to adapt to its environment with insuffcient knowledge and resources". Applying the definition to a reasoning system, we get the major components of Non-Axiomatic Reasoning System (NARS) , which is a symbolic logic implemented in a computer system, and has many interesting ... 展开更多
关键词 of or on It that On the working Definition of intelligence into FORM been
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Work for S&T Development In the Next Five Years Deployed
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《Bulletin of the Chinese Academy of Sciences》 2000年第4期198-198,共1页
Important tasks involving four major topics will be allocated priority in China’s science and technology (S&T) development during the 10th Five-Year Plan Period (2001-2005), according to Zhu Lilan, minister of Sc... Important tasks involving four major topics will be allocated priority in China’s science and technology (S&T) development during the 10th Five-Year Plan Period (2001-2005), according to Zhu Lilan, minister of Science and Technology. These include: strengthening technological innovation to provide strong momentum 展开更多
关键词 work for s&t Development In the Next Five Years Deployed In
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OPENING UP NEW HORIZONS IN OUR R&D WORK BY IMPLEMENTING THE PARTY'S DECISION TO SPEED UP CHINA'S S&T PROGRESS
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作者 Yang Guozhen(Institute of Physics. CAS) 《Bulletin of the Chinese Academy of Sciences》 1996年第1期60-61,共2页
The 1990s is a key historical decade in the process of China’s on-going modernization drive.When reviewing the overall picture of the socio-economic trend and S&T development around the world during the last two ... The 1990s is a key historical decade in the process of China’s on-going modernization drive.When reviewing the overall picture of the socio-economic trend and S&T development around the world during the last two decades,we may reach the conclusion that a new technological revolution is taking shape.For both the developed and the developing countries,challenges and opportunities are close at hand.In the Decision to Speed up China’s S&T Progress Jointly Issued by the CPC Central Committee and the State Council.a developmen- 展开更多
关键词 OPENING UP NEW HORIZONs IN OUR R&D work BY IMPLEMENtING tHE PARtY’s DECIsION tO sPEED UP CHINA’s s&t PROGREss OUR
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LONWORKS现场总线在温湿度检测系统中的应用 被引量:2
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作者 胡雁 彭楚武 崔春来 《计算技术与自动化》 2003年第2期100-102,92,共4页
本文介绍了一种用LONWORKS神经元芯片TMPN3150实现的多路温湿度检测系统,能够实现多路温湿度检测,具有实时性强,通信便捷,便于扩充的特点,是实现温湿度检测的一种新的行之有效的方法。
关键词 LONworks总线 现场总线 温湿度检测系统 神经元芯片 计算机控制
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多Agent协同工作的PMAS体系结构的研究 被引量:1
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作者 高兰 张志坤 《昆明理工大学学报(理工版)》 2007年第1期36-39,49,共5页
Internet给我们提供了海量信息,然而要检索、整合并获取帮助用户解决问题的信息却十分困难.提出了一种多智能代理协同工作的PMAS体系结构,并介绍了其基本结构和原理.同时开发了一个简单的旅游规划程序对其实现进行了验证.结果表明:智能... Internet给我们提供了海量信息,然而要检索、整合并获取帮助用户解决问题的信息却十分困难.提出了一种多智能代理协同工作的PMAS体系结构,并介绍了其基本结构和原理.同时开发了一个简单的旅游规划程序对其实现进行了验证.结果表明:智能代理间的协作、推理以及知识共享使得基于这种PMAS体系结构的系统能够较好地检索并整合网络中的异构信息,并能帮助用户利用这些高质量信息快速解决相关问题. 展开更多
关键词 多智能代理 协同工作 体系结构 分布式人工智能
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基于LonWorks技术的现代智能测控系统创新实验设计 被引量:2
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作者 高安邦 《哈尔滨理工大学学报》 CAS 2008年第3期1-4,共4页
指出该设计是"机电一体化"高新技术的最高端应用和最前沿发展领域,分析了该技术目前在国内外蓬勃发展的研究概况,给出了本集成设计中15项创新实验项目的主要内容、本设计实现的基本功能框图和物理连线结构框图、本设计的研究... 指出该设计是"机电一体化"高新技术的最高端应用和最前沿发展领域,分析了该技术目前在国内外蓬勃发展的研究概况,给出了本集成设计中15项创新实验项目的主要内容、本设计实现的基本功能框图和物理连线结构框图、本设计的研究重点和网络拓扑框图,说明了本设计的创新点和应用价值. 展开更多
关键词 LON works技术 智能网络测控 创新实验
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情报众包工作模式的SWOT分析 被引量:2
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作者 夏汇川 《竞争情报》 2022年第4期11-20,共10页
分析了情报众包工作模式的研究进展及其优劣、机遇与挑战,为我国情报工作与研究中引入众包的思想与实践提供借鉴。对众包的类型与特点做了梳理,用SWOT分析方法对不同类型众包在情报工作中应用的优劣、机遇与挑战做了剖析。众包模式可以... 分析了情报众包工作模式的研究进展及其优劣、机遇与挑战,为我国情报工作与研究中引入众包的思想与实践提供借鉴。对众包的类型与特点做了梳理,用SWOT分析方法对不同类型众包在情报工作中应用的优劣、机遇与挑战做了剖析。众包模式可以成为我国情报工作的一种重要思想与手段。同时,需要区分不同的众包类型与特点,针对特定的情报工作需求选择合适的众包类型与方法,以收到较理想的效果。 展开更多
关键词 众包 情报工作 sWOt分析方法
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公安边防反恐情报工作的SWOT分析 被引量:7
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作者 吕延晨 《辽宁警专学报》 2013年第2期24-29,共6页
恐怖犯罪是威胁我国社会稳定的一个不可忽视的因素。反恐情报工作是反恐工作的重中之重,因此提高公安边防部队反恐情报工作的水平直接关系到整个反恐工作的成败。文章将SWOT分析方法应用于公安边防反恐情报工作,发现当前工作的优缺点,... 恐怖犯罪是威胁我国社会稳定的一个不可忽视的因素。反恐情报工作是反恐工作的重中之重,因此提高公安边防部队反恐情报工作的水平直接关系到整个反恐工作的成败。文章将SWOT分析方法应用于公安边防反恐情报工作,发现当前工作的优缺点,最大限度地发挥优势,避免不利因素带来的影响。 展开更多
关键词 公安边防 反恐 情报工作 sWOt 情报分析
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基于LonWorks的安防监控系统的设计 被引量:2
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作者 胡敦利 《微计算机信息》 2003年第5期33-34,共2页
本文介绍了基于LonWorks技术的安防监控系统在校园安防系统中的应用,给出了安防系统中的核心模块智能控制器的硬件及软件实现原理、与上位机的通信协议,及上位机通信软件的实现方法。本设计对于安防监控系统在校园中的广泛推广有重要的... 本文介绍了基于LonWorks技术的安防监控系统在校园安防系统中的应用,给出了安防系统中的核心模块智能控制器的硬件及软件实现原理、与上位机的通信协议,及上位机通信软件的实现方法。本设计对于安防监控系统在校园中的广泛推广有重要的指导意义。 展开更多
关键词 防盗报警系统 安全报警系统 安全防范监控系统 设计 LONworks技术 通信协议
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OPC技术与Lon Works技术在智能建筑系统集成中的应用 被引量:1
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作者 刘勇 陈振宇 +1 位作者 龚令翔 蔡亚雄 《福建建设科技》 2013年第5期77-80,共4页
通过对智能建筑系统集成的需求分析,设计出了一种基于OPC技术与Lon Works总线技术融合的智能建筑系统集成应用模型,同时,将OPC技术与Lon Works总线技术应用于智能建筑系统集成中,实现了系统的集成和资源的共享。满足了智能建筑对各子系... 通过对智能建筑系统集成的需求分析,设计出了一种基于OPC技术与Lon Works总线技术融合的智能建筑系统集成应用模型,同时,将OPC技术与Lon Works总线技术应用于智能建筑系统集成中,实现了系统的集成和资源的共享。满足了智能建筑对各子系统之间的数据共享、设备管理和互操作性等要求。 展开更多
关键词 OPC技术 LON works总线 智能建筑 系统集成
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智能小区与LON Works网络
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作者 程启明 《自动化与仪表》 2003年第6期75-79,共5页
智能小区通常由3大基本要素组成,即家庭智能管理、物业管理、信息通信网络,最基本的功能是四表远传和安防管理。基于LONWorks网络的智能小区分为管理中心、LON网络和智能控制器等三层结构。介绍了智能小区的定义、组成、功能,LONWorks... 智能小区通常由3大基本要素组成,即家庭智能管理、物业管理、信息通信网络,最基本的功能是四表远传和安防管理。基于LONWorks网络的智能小区分为管理中心、LON网络和智能控制器等三层结构。介绍了智能小区的定义、组成、功能,LONWorks网络的特点及LONWorks在智能小区的应用。 展开更多
关键词 智能小区 LONworks网络 智能控制器 计算机通信 建筑物
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