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Reliability Analysis of Controller Area Network Based Systems—A Review 被引量:2
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作者 Gerardine Immaculate Mary Zachariah C. Alex Lawrence Jenkins 《International Journal of Communications, Network and System Sciences》 2013年第4期155-166,共12页
This paper reviews the research work done on the Reliability Analysis of Controller Area Network (CAN) based systems. During the last couple of decades, real-time researchers have extended schedulability analysis to a... This paper reviews the research work done on the Reliability Analysis of Controller Area Network (CAN) based systems. During the last couple of decades, real-time researchers have extended schedulability analysis to a mature technique which for nontrivial systems can be used to determine whether a set of tasks executing on a single CPU or in a distributed system will meet their deadlines or not [1-3]. The main focus of the real-time research community is on hard real-time systems, and the essence of analyzing such systems is to investigate if deadlines are met in a worst case scenario. Whether this worst case actually will occur during execution, or if it is likely to occur, is not normally considered. Reliability modeling, on the other hand, involves study of fault models, characterization of distribution functions of faults and development of methods and tools for composing these distributions and models in estimating an overall reliability figure for the system [4]. This paper presents the research work done on reliability analysis developed with a focus on Controller-Area-Network-based automotive systems. 展开更多
关键词 Reliability Analysis of controlLER area network BASED SYSTEMS FAULT-TOLERANT CAN BASED SYSTEMS
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M/S Controller Area Network(CAN) System Using Shared-Clock Scheduler
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作者 LIU Jianxin1,TAN Ping2,LIU Yu1 (1.School of Mechanical Engineering & Automation,Xihua University,Chengdu 610039,China 2.School of Mathematical & Computer Science,Xihua University,ChengDu 610039,China) 《武汉理工大学学报》 CAS CSCD 北大核心 2006年第S1期284-288,共5页
The Controller Area Network (CAN) is a well established control network for automotive and automation control applications. Time-Triggered Controller Area Network (TTCAN) is a recent development which introduces a ses... The Controller Area Network (CAN) is a well established control network for automotive and automation control applications. Time-Triggered Controller Area Network (TTCAN) is a recent development which introduces a session layer,for message scheduling,to the existing CAN standard,which is a two layer standard comprising of a physical layer and a data link layer. TTCAN facilitates network communication in a time-triggered fashion,by introducing a Time Division Multiple Access style communication scheme. This allows deterministic network behavior,where maximum message latency times can be quantified and guaranteed. In order to solve the problem of determinate time latency and synchronization among several districted units in one auto panel CAN systems,this paper proposed a prototype design implementation for a shared-clock scheduler based on PIC18F458 MCU. This leads to improved CAN system performance and avoid the latency jitters and guarantee a deterministic communication pattern on the bus. The real runtime performance is satisfied. 展开更多
关键词 TIME-TRIGGERED controller area network auto PANEL shared-clock SCHEDULER embedded SYSTEM
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A Game Theoretic Approach for Inter-Network Interference Mitigation in Wireless Body Area Networks 被引量:1
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作者 Du Dakun Hu Fengye +3 位作者 Wang Feng Wang Zhijun Du Yu Wang Lu 《China Communications》 SCIE CSCD 2015年第9期150-161,共12页
Wireless Body Area Network(WBAN) is an emerging technology to provide real-time health monitoring and ubiquitous healthcare services. In many applications, multiple wireless body area networks have to coexist in a sma... Wireless Body Area Network(WBAN) is an emerging technology to provide real-time health monitoring and ubiquitous healthcare services. In many applications, multiple wireless body area networks have to coexist in a small area, resulting in serious inter-network interference. This not only reduces network reliability that is especially important in emergency medical applications, but also consumes more power of WBANs. In this paper, an inter-network interference mitigation approach based on a power control algorithm is proposed. Power control is modeled as a non-cooperative game, in which both inter-network interference and energy efficiency of WBANs are considered. The existence and uniqueness of Nash Equilibrium in the game are proved, and an optimal scheme based on best response is proposed to find its Nash Equilibrium. By coordinating the transmission power levels among networks under interference environment, the total system throughput can be increased with minimum power consumed. The effectiveness of the proposed method has been illustrated by simulation results, where the performance of the proposed approach is evaluated in terms of overall utility and power efficiency and convergence speed. 展开更多
关键词 wireless body area network power control inter-network interference game theory
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Energy-Efficieng MAC Protocols for Wireless Body Area Networks: A Survey
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作者 Sai Anand Gopalan Jong-Tae Park 《China Communications》 SCIE CSCD 2011年第5期1-10,共10页
In this paper, we provide a comprehensive survey of key energy-efficient Medium Access Control (MAC) protocols for Wireless Body Area Networks (WBANs). At the outset, we outline the crucial attributes of a good MAC pr... In this paper, we provide a comprehensive survey of key energy-efficient Medium Access Control (MAC) protocols for Wireless Body Area Networks (WBANs). At the outset, we outline the crucial attributes of a good MAC protocol for WBAN. Several sources that contribute to the energy inefficiency of WBAN are identified, and features of the various MAC protocols qualitatively compared. Then, we further investigate some representative TDMA-based energy-efficient MAC protocols for WBAN by emphasizing their strengths and weaknesses. Finally, we conclude with a number of open research issues with regard to WBAN MAC layer. 展开更多
关键词 Medium Access control (MAC) Wireless Body area networks (WBANs) ENERGY-EFFICIENCY
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Simulation of Optical Packet-Switched Metropolitan Area Network
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作者 朱炳春 贾潞华 +2 位作者 王春华 黄肇明 阎晓光 《Journal of Shanghai University(English Edition)》 CAS 2002年第2期154-157,共4页
This paper introduces architectures of two types optical packet switched metropolitan area networks and their media access control protocols. We have designed related network simulation systems. With these simulation... This paper introduces architectures of two types optical packet switched metropolitan area networks and their media access control protocols. We have designed related network simulation systems. With these simulation systems, the characteristics and performance of the two MANs can be achieved. 展开更多
关键词 optical packet switching media access control (MAC) wavelength division multiplexing (WDM) metropolitan area network (MAN) IP over WDM.
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A Realistic ICT Network Design and Implementation in the Neighbourhood Area of the Smart Grid
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作者 Zoya Pourmirza John M. Brooke 《Smart Grid and Renewable Energy》 2013年第6期436-448,共13页
The Smart Grid has three main characteristics, which are to some degree antagonistic. These characteristics are: provision of good power quality, energy cost reduction and improvement in the reliability of the grid. T... The Smart Grid has three main characteristics, which are to some degree antagonistic. These characteristics are: provision of good power quality, energy cost reduction and improvement in the reliability of the grid. The need to ensure that they can be accomplished together demands a much richer ICT monitoring and control network than the current system. In this paper we particularly investigate the design and deployment of the ICT system in the urban environment, specifically in a university campus that is embedded in a city, thus it represents the Neighbourhood Area Network (NAN) level of the Smart Grid. In order to design an ICT infrastructure, we have introduced two related architectures: namely communications network architecture and a software architecture. Having access to the characteristics of a real NAN guides us to choose appropriate communication technologies and identify the actual requirements of the system. To implement these architectures at this level we need to gather and process information from environmental sensors (monitoring e.g. temperature, movement of people and vehicles) that can provide useful information about changes in the loading of the NAN, with information from instrumentation of the Power Grid itself. Energy constraints are one of the major limitations of the communication network in the Smart Grid, especially where wireless networking is proposed. Thus we analyse the most energy efficient method of collecting and sending data. The main contribution of this research is that we propose and implement an energy efficient ICT network and describe our software architecture at the NAN level, currently very underdeveloped. We also discuss our experimental results. To our knowledge, no such architectures have yet been implemented for collecting data which can provide the basis of Decision Support Tools (DSTs). 展开更多
关键词 SMART GRID ICT network Neighbourhood area network Communication ARCHITECTURE Monitoring and control Software ARCHITECTURE
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CAN_TP软件的设计与实现
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作者 赵文斌 肖兵 张镭耀 《自动化仪表》 2026年第1期85-89,94,共6页
为解决汽车悬架电控系统中应用层与数据链路层之间通信时数据长度不统一的问题,设计与实现了控制器局域网传输协议(CAN_TP)软件。CAN_TP软件设计以实现网络层为高层提供服务与网络层的内部操作为重点,对数据帧进行分类处理。设计了九种... 为解决汽车悬架电控系统中应用层与数据链路层之间通信时数据长度不统一的问题,设计与实现了控制器局域网传输协议(CAN_TP)软件。CAN_TP软件设计以实现网络层为高层提供服务与网络层的内部操作为重点,对数据帧进行分类处理。设计了九种状态标识符及对应函数,提出信息收发过程中的数据拆分与重组方法。采用先入先出(FIFO)队列缓存上、下层之间的传输数据,改善了网络传输层的性能。针对传输过程中可能出现的错误,设计了相应的错误处理机制,以保证传输信息的准确性。试验结果表明,CAN_TP软件能够实现对报文的实时、快速和准确处理。CAN_TP软件设计为汽车测量、标定与诊断(MCD)系统中信息的处理和传输方式提供了参考,在汽车电子领域具有一定的应用价值。 展开更多
关键词 控制器局域网传输协议 内部操作 软件设计 数据拆分与重组 错误处理机制 测量、标定与诊断
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一类基于LAN/Control Net/Fieldbus分层结构的网络控制系统设计
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作者 林鹰 王小旭 刘畅 《重庆交通学院学报》 2005年第4期138-141,共4页
大型的生产线网络结构一般分为3层:生产现场层,过程监控制层和管理层,文章以某企业控制系统改造为背景,基于MelsecNet/10控制网络,对网络控制系统设计中的控制方案,控制网络与企业管理层局域网的连接及系统运行模式等主要技术问题作了讨论.
关键词 现场总线 控制网络 局域网 分层结构
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Intrusion detection system for controller area network
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作者 Vinayak Tanksale 《Cybersecurity》 2025年第1期1-21,共21页
The rapid expansion of intra-vehicle networks has increased the number of threats to such networks.Most modern vehicles implement various physical and data-link layer technologies.Vehicles are becoming increasingly au... The rapid expansion of intra-vehicle networks has increased the number of threats to such networks.Most modern vehicles implement various physical and data-link layer technologies.Vehicles are becoming increasingly autonomous and connected.Controller area network(CAN)is a serial bus system that is used to connect sensors and controllers(electronic control units-ECUs)within a vehicle.ECUs vary widely in processing power,storage,memory,and connectivity.The goal of this research is to design,implement,and test an efficient and effective intrusion detection system for intra-vehicle CANs.Classic cryptographic approaches are resource-intensive and increase processing delay,thereby not meeting CAN latency requirements.There is a need for a system that is capable of detecting intrusions in almost real-time with minimal resources.Our research proposes a long short-term memory(LSTM)network to detect anomalies and a decision engine to detect intrusions by using multiple contextual parameters.We have tested our anomaly detection algorithm and our decision engine using data from real automobiles.We present the results of our experiments and analyze our findings.After detailed evaluation of our system,we believe that we have designed a vehicle security solution that meets all the outlined requirements and goals. 展开更多
关键词 controller area network Deep learning Intrusion detection system Long short-term memory Machine learning Recurrent neural networks
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人工智能安全访问控制系统设计
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作者 雷蕾 《计算机应用文摘》 2026年第2期107-109,共3页
针对内网安全面临的威胁,文章设计了一种基于人工智能的安全访问控制系统。首先,从架构层面分析该系统结构,涵盖网络层、接口层与系统层;硬件部分由数据处理设备、主服务器集群、入侵检测防御设备及网络设备组成,协同实现对威胁行为的... 针对内网安全面临的威胁,文章设计了一种基于人工智能的安全访问控制系统。首先,从架构层面分析该系统结构,涵盖网络层、接口层与系统层;硬件部分由数据处理设备、主服务器集群、入侵检测防御设备及网络设备组成,协同实现对威胁行为的实时监测与防护。软件方面,系统采用基于模糊聚类的人工智能克隆算法,以有效检测访问控制系统中的异常行为与潜在风险;通过客户端模块响应用户数据请求,并集成授权区块链技术实现安全日志存储,增强访问过程的可靠性与可追溯性。测试结果表明,该系统在实际运行中具有较高的安全性,可有效提升访问控制环节的防护能力。 展开更多
关键词 局域网 人工智能 安全访问 控制系统
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MULTIPLE ELECTRONIC CONTROL UNITS CALIBRATION SYSTEM BASED ON EXPLICIT CALIBRATION PROTOCOL AND J1939 PROTOCOL 被引量:3
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作者 ZHU Keqing XU Quankui YANG Lin ZHUO Bin 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2008年第1期42-46,共5页
The rising number of electronic control units (ECUs) in vehicles and the decreasing time to market have led to the need for advanced methods of calibration. A multi-ECU calibration system was developed based on the ... The rising number of electronic control units (ECUs) in vehicles and the decreasing time to market have led to the need for advanced methods of calibration. A multi-ECU calibration system was developed based on the explicit calibration protocol (XCP) and J1939 communication protocol to satisfy the need of calibrating multiple ECUs simultaneously. The messages in the controller area network (CAN) are defined in the J1939 protocol. Each CAN node can get its own calibration messages and information from other ECUs, and block other messages by qualifying the CAN messages with priority, source or destination address. The data field of the calibration message is designed with the XCP, with CAN acting as the transport layer. The calibration sessions are setup with the event-triggered XCP driver in the master node and the responding XCP driver in the slave nodes. Mirroring calibration variables from ROM to RAM enables the user to calibrate ECUs online. The application example shows that the multi-ECU calibration system can calibrate multiple ECUs simultaneously, and the main program can also accomplish its calculation and send commands to the actuators in time. By the multi-ECU calibration system, the calibration effort and time can be reduced and the variables in ECU can get a better match with the variables of other ECUs. 展开更多
关键词 Electronic control unit (ECU) Calibration Explicit calibration protocol (XCP) J1939 communication protocol controlled area network (CAN)
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A novel intrusion detection model for the CAN bus packet of in-vehicle network based on attention mechanism and autoencoder 被引量:3
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作者 Pengcheng Wei Bo Wang +2 位作者 Xiaojun Dai Li Li Fangcheng He 《Digital Communications and Networks》 SCIE CSCD 2023年第1期14-21,共8页
The attacks on in-vehicle Controller Area Network(CAN)bus messages severely disrupt normal communication between vehicles.Therefore,researches on intrusion detection models for CAN have positive business value for veh... The attacks on in-vehicle Controller Area Network(CAN)bus messages severely disrupt normal communication between vehicles.Therefore,researches on intrusion detection models for CAN have positive business value for vehicle security,and the intrusion detection technology for CAN bus messages can effectively protect the invehicle network from unlawful attacks.Previous machine learning-based models are unable to effectively identify intrusive abnormal messages due to their inherent shortcomings.Hence,to address the shortcomings of the previous machine learning-based intrusion detection technique,we propose a novel method using Attention Mechanism and AutoEncoder for Intrusion Detection(AMAEID).The AMAEID model first converts the raw hexadecimal message data into binary format to obtain better input.Then the AMAEID model encodes and decodes the binary message data using a multi-layer denoising autoencoder model to obtain a hidden feature representation that can represent the potential features behind the message data at a deeper level.Finally,the AMAEID model uses the attention mechanism and the fully connected layer network to infer whether the message is an abnormal message or not.The experimental results with three evaluation metrics on a real in-vehicle CAN bus message dataset outperform some traditional machine learning algorithms,demonstrating the effectiveness of the AMAEID model. 展开更多
关键词 controller area network bus packet In-vehicle network Attention mechanism Autoencoder
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Control system design of hybrid fuel cell city bus 被引量:1
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作者 Li Jianqiu Xu Liangfei Hua Jianfeng Li Xiangjun Ouyang Minggao 《Engineering Sciences》 EI 2010年第1期84-91,共8页
This paper introduced the design of the hybrid powertrain of the Fuel Cell City Bus demonstrated in 2008 Beijing Olympic Games. The configuration of the hybrid fuel cell powertrain was introduced. The safety of hydrog... This paper introduced the design of the hybrid powertrain of the Fuel Cell City Bus demonstrated in 2008 Beijing Olympic Games. The configuration of the hybrid fuel cell powertrain was introduced. The safety of hydrogen storage and delivery system, the hydrogen leakage alarm system were developed. The real-time distributed control and diagnosis system based on the Time Trigger Controller Area Network (TTCAN) with 10 ms basic control period was developed. The concept and implementation of processor (or controller) monitor and process (or task) monitor technique based on the TYCAN were applied in this paper. The fault tolerant control algorithm of the fuel cell engine and the battery man- agement system were considered. The demonstration experience verified that the fault tolerant control was very important for the fuel cell city bus. 展开更多
关键词 hybrid fuel cell city bus time triggered controller area network control system design
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Study on simulation and scheduling algorithm of CAN control for independently driving electric vehicle
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作者 孟祥 Cao Wanke Lin Cheng Sun Tielei 《High Technology Letters》 EI CAS 2010年第1期90-93,共4页
Safety-critical applications such as the independently driving systems of electric vehicle (EV) require a high degree of reliability. The controller area network (CAN) is used extensively in the control sectors. A... Safety-critical applications such as the independently driving systems of electric vehicle (EV) require a high degree of reliability. The controller area network (CAN) is used extensively in the control sectors. A new real-time and reliable scheduling algorithm based on time-triggered scheduler with a focus on the CAN-based distributed control systems for independently driving EV is exploited. A distributed control network model for a dual-wheel independendy driving EV is established. The timing and reliabili- ty analysis in the worst case with the algorithm is used to evaluate the predictability and dependability and the simulation based on the algorithm with CANoe software is designed. The results indicate the algorithm is more predicable and dependable. 展开更多
关键词 independently driving scheduling algorithm real-time analysis time-triggered scheduler controller area network (CAN)
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Adaptive rate control on wireless transcoder
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作者 Chen Xudong Zhu Qingxin Liao Yong Fu Qingyun Xiong Guangze 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2007年第3期633-640,共8页
To guarantee the real-time transmission of a video stream, based on the stochastic optimal control method, a frame layer adaptive rate control algorithm for the wireless transcoder is proposed, which is capable of dyn... To guarantee the real-time transmission of a video stream, based on the stochastic optimal control method, a frame layer adaptive rate control algorithm for the wireless transcoder is proposed, which is capable of dynamically determining the transcoder's objective bit rate, according to the bandwidth variation of the wireless channel and the buffer occupancy. Then the transient performance, steady performance, and computational complexity of the algorithm are analyzed. Finally, the experiment results demonstrate that the algorithm can improve the synthetic performance of rate control through the compromise between the end-to-end delay and the playout quality. 展开更多
关键词 streaming media rate control transcoder wireless local area network H.264/AVC.
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双线性自注意力机制CAN总线入侵检测方法研究
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作者 陈彦彬 刘桂雄 《电子测量技术》 北大核心 2025年第2期122-130,共9页
控制器局域网络(CAN)总线广泛应用于工业数据采集、车联网等领域,对其安全入侵检测非常重要。为全面提升检测方法性能,提出一种双线性自注意力机制CAN总线入侵检测方法,首先基于堆叠集成思想利用DNN、CNN和LSTM模型提取深度学习层特征;... 控制器局域网络(CAN)总线广泛应用于工业数据采集、车联网等领域,对其安全入侵检测非常重要。为全面提升检测方法性能,提出一种双线性自注意力机制CAN总线入侵检测方法,首先基于堆叠集成思想利用DNN、CNN和LSTM模型提取深度学习层特征;随后通过双线性层分别提取自注意力机制Transformer与FNet特征,再将其与深度学习层特征残差连接融合;最后通过全连接层入侵检测预测,体现高准确率、检测率和良好泛化性特点。在Car_Hacking公开数据集上实验表明,准确率、精确率、召回率、F1值和AUC值分别达0.951、0.996、0.997、0.960和0.984,且随着训练轮数增加其准确率、损失值误差分别保持在5%、10%以内,本文方法优于其他比较方法。应用于物联网实验装置评估结果显示,本文方法在异常攻击识别检测率达99.23%,对于提高测控系统安全性能具有重要推广价值。 展开更多
关键词 入侵检测系统 控制区域网络CAN 自注意力机制 FNet
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Experiments in adaptive power control for truly wearable biomedical sensor devices
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作者 Ashay Dhamdhere Vijay Stvaraman Alison Burdett 《通讯和计算机(中英文版)》 2009年第11期34-42,共9页
关键词 生物传感器 设备评估 自适应功率控制 实验 动态功率控制 能源资源 健康监测 可靠性
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基于STM32与Lab VIEW的自动除雾控制系统设计
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作者 黄龙 刘胜永 罗佳 《广西科技大学学报》 2025年第1期30-38,共9页
汽车除雾过程中,手动操作除雾按钮易导致驾驶员分心,针对此问题设计了基于STM32的自动除雾控制系统。首先,进行自动除雾控制系统的总体设计,包括设计自动除雾的功能、总体架构和除雾方案;然后,进行硬件选型研究,设计了以STM32芯片为核... 汽车除雾过程中,手动操作除雾按钮易导致驾驶员分心,针对此问题设计了基于STM32的自动除雾控制系统。首先,进行自动除雾控制系统的总体设计,包括设计自动除雾的功能、总体架构和除雾方案;然后,进行硬件选型研究,设计了以STM32芯片为核心的硬件电路原理图,开发了自动除雾控制系统的主程序、模数(analog-to-digital,AD)转换采集程序以及控制器局域网(controller area network,CAN)总线通信程序;最后,利用LabVIEW开发出数据监控界面,可实时监控系统运行状态。实验结果表明:该自动除雾控制系统性能可靠,数据精准,可长时间稳定运行。 展开更多
关键词 STM32 自动除雾 控制器局域网(CAN)总线通信 LABVIEW
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苏南水网地区生态系统健康时空演变特征与分区管控——以雪绿漾片区为例
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作者 丁金华 须如怡 《中国园林》 北大核心 2025年第1期110-116,共7页
苏南水网地区景观格局日趋破碎化,生态保护与经济发展矛盾加剧,采用生态系统健康评价测度区域生态系统结构稳定性和服务功能可持续性,为区域空间管控策略的制定提供客观依据,增强水网地区生态系统自适应性。以苏州市的雪绿漾片区为例,... 苏南水网地区景观格局日趋破碎化,生态保护与经济发展矛盾加剧,采用生态系统健康评价测度区域生态系统结构稳定性和服务功能可持续性,为区域空间管控策略的制定提供客观依据,增强水网地区生态系统自适应性。以苏州市的雪绿漾片区为例,基于“活力(V)-组织力(O)-恢复力(R)-贡献力(C)”生态系统健康评价模型,分析2002-2022年研究区生态系统健康时空分异特征,依据生态系统健康等级转移空间分布特征划定管控分区,并提出相应管控策略。研究结果表明:2002-2022年雪绿漾片区生态系统健康指数均值持续下降,由0.38下降至0.28,Ⅰ级和Ⅱ级健康空间占比减少了约13.72%,Ⅲ级健康空间占比下降了约4.66%,Ⅳ级和Ⅴ级健康空间占比上升了约18.38%;健康指数空间分布有一定差异,健康高值区多为水域密集地区,生态系统结构稳定、生态功能完善;健康低值区以高度城镇化区域为主,生态系统抗干扰能力较弱,生态健康整体水平较低。依据2002-2022年雪绿漾片区生态系统健康等级转移空间分布特征,将研究区划分为生态系统健康改善区、稳定区和退化区3类空间管控分区,并提出差异化的分区管控策略。生态系统健康评价可为空间分区管控提供科学依据,促进水网地区生态系统健康稳定及可持续发展。 展开更多
关键词 风景园林 生态系统健康评价 分区管控 水网地区 VORC模型
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基于深度学习的广域网教育信息安全访问自动化控制系统设计 被引量:2
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作者 宁梓淯 李萌 +2 位作者 李燕 高宇 任重贵 《电子设计工程》 2025年第6期100-103,108,共5页
为了提升教育信息安全,设计基于深度学习的广域网教育信息安全访问自动化控制系统。利用级联多任务卷积神经网络,判定用户身份与用户访问行为是否安全,依据深度学习引擎输出结果,确定用户访问行为的信任值,监督管理用户的身份安全。判... 为了提升教育信息安全,设计基于深度学习的广域网教育信息安全访问自动化控制系统。利用级联多任务卷积神经网络,判定用户身份与用户访问行为是否安全,依据深度学习引擎输出结果,确定用户访问行为的信任值,监督管理用户的身份安全。判定访问控制引擎对用户访问行为的权限鉴定结果,用户未通过权限鉴定时,自动拒绝用户访问请求,断开用户终端的访问请求;用户通过权限鉴定时,将用户访问转移至所需的教育信息资源,实现教育信息访问的自动化控制。测试结果表明,该系统可以精准判定用户的非法访问、异常登录、越权访问等行为,自动中断用户与教育信息的连接。 展开更多
关键词 深度学习 广域网 教育信息 安全访问 自动化 控制系统
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