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A Framework for Cybersecurity Alert Distribution and Response Network (ADRIAN)
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作者 Akarshita Shankar Vijay Madisetti 《Journal of Software Engineering and Applications》 2024年第5期396-420,共25页
Security Information and Event Management (SIEM) platforms are critical for organizations to monitor and manage their security operations centers. However, organizations using SIEM platforms have several challenges su... Security Information and Event Management (SIEM) platforms are critical for organizations to monitor and manage their security operations centers. However, organizations using SIEM platforms have several challenges such as inefficiency of alert management and integration with real-time communication tools. These challenges cause delays and cost penalties for organizations in their efforts to resolve the alerts and potential security breaches. This paper introduces a cybersecurity Alert Distribution and Response Network (Adrian) system. Adrian introduces a novel enhancement to SIEM platforms by integrating SIEM functionalities with real-time collaboration platforms. Adrian leverages the uniquity of mobile applications of collaboration platforms to provide real-time alerts, enabling a two-way communication channel that facilitates immediate response to security incidents and efficient SIEM platform management. To demonstrate Adrian’s capabilities, we have introduced a case-study that integrates Wazuh, a SIEM platform, to Slack, a collaboration platform. The case study demonstrates all the functionalities of Adrian including the real-time alert distribution, alert customization, alert categorization, and enablement of management activities, thereby increasing the responsiveness and efficiency of Adrian’s capabilities. The study concludes with a discussion on the potential expansion of Adrian’s capabilities including the incorporation of artificial intelligence (AI) for enhanced alert prioritization and response automation. 展开更多
关键词 SIEM Platforms Alert distribution Incident Response automation SIEM Management Collaboration Platform
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Research on Distribution Network Automation and Distribution Network Planning Mode
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作者 Xuan Chen 《Modern Electronic Technology》 2019年第1期27-30,共4页
Based on the research of distribution network automation and distribution network planning mode, the analysis of the significance of urban distribution network automation must be performed at the first place. Combined... Based on the research of distribution network automation and distribution network planning mode, the analysis of the significance of urban distribution network automation must be performed at the first place. Combined with the problems existing in China’s current distribution network, it is concluded that, establish effective hardware support system, data sharing and feeder automation to ensure automation safety;strengthen power distribution and power line material testing to improve distribution automation system and distribution network planning;research methods of improving the professional skills and comprehensive quality of professionals. 展开更多
关键词 distribution NETWORK automation distribution NETWORK PLANNING Mode RESEARCH
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Three Projects of Intelligent Distribution Automation System in East Asia
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作者 B.N. Ha S.W. Lee C.H. Shin M.J. Jang G.W. Nam 《Journal of Energy and Power Engineering》 2011年第2期179-183,共5页
Intelligent distribution automation system (IDAS) was developed based on distribution automation system that was installed in all distribution offices of Korea. IDAS was designed the combined system with the functio... Intelligent distribution automation system (IDAS) was developed based on distribution automation system that was installed in all distribution offices of Korea. IDAS was designed the combined system with the function of supervisory control and data acquisition (SCADA) and distribution automation system (DAS) for network operation from substation to high voltage customer, and it has been installed in Vietnam, China and Indonesia. This paper explains the project scope, system configuration, and the function of each sy stem. 展开更多
关键词 SCADA (supervisory control and data acquisition) das distribution automation system) RTU (remote tenninal unit) FTU (feeder remote unit) communication media protocol.
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Development and Implementation of GSM-Based Distribution Automation System with Graphic User Interface in Nigeria Electric Power Distribution Network
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作者 Oyetunji Samson Adenle Edeko Fred Oba 《Journal of Energy and Power Engineering》 2013年第11期2181-2187,共7页
Lack of up-to-date information on efficient operation and maintenance of EPDS (electric power distribution systems), Nigeria is addressed by designing and implementing an indigenous real-time monitoring and diagnosi... Lack of up-to-date information on efficient operation and maintenance of EPDS (electric power distribution systems), Nigeria is addressed by designing and implementing an indigenous real-time monitoring and diagnosis system. The system encompasses the development of software driven hardware positioned at the remotely located sub-stations at the low voltage level to keep track of the network in real-time. The detection of faults exploits threshold passing algorithm through continuous monitoring of the network power quality. Communication between the RTU (remote terminal unit) and the DCC (distribution control center) which is based on GSM is initiated by disturbance. The DCC performs fault evaluation processing using the received data and predetermined faults signatures to determine the nature of disturbance and presents the result in graphic user interface environment. A fault reporting time of 2 s was achieved. The developed system exhibits a high degree of accuracy and manifests no spurious reports during testing. The resultant system limits the effects of interruption and increases power availability by reducing the down time. The system strengthens engineering and management capabilities required to enhance reliability by providing information about the network health status. 展开更多
关键词 automation communication media current and electric power distribution.
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Spatial distribution modeling of subsurface bedrock using a developed automated intelligence deep learning procedure:A case study in Sweden 被引量:4
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作者 Abbas Abbaszadeh Shahri Chunling Shan +1 位作者 Emma Zall Stefan Larsson 《Journal of Rock Mechanics and Geotechnical Engineering》 SCIE CSCD 2021年第6期1300-1310,共11页
Due to associated uncertainties,modelling the spatial distribution of depth to bedrock(DTB) is an important and challenging concern in many geo-engineering applications.The association between DTB,the safety and econo... Due to associated uncertainties,modelling the spatial distribution of depth to bedrock(DTB) is an important and challenging concern in many geo-engineering applications.The association between DTB,the safety and economy of design structures implies that generating more precise predictive models can be of vital interest.In the present study,the challenge of applying an optimally predictive threedimensional(3D) spatial DTB model for an area in Stockholm,Sweden was addressed using an automated intelligent computing design procedure.The process was developed and programmed in both C++and Python to track their performance in specified tasks and also to cover a wide variety of diffe rent internal characteristics and libraries.In comparison to the ordinary Kriging(OK) geostatistical tool,the superiority of the developed automated intelligence system was demonstrated through the analysis of confusion matrices and the ranked accuracies of different statistical errors.The re sults showed that in the absence of measured data,the intelligence models as a flexible and efficient alternative approach can account for associated uncertainties,thus creating more accurate spatial 3D models and providing an appropriate prediction at any point in the subsurface of the study area. 展开更多
关键词 automated intelligence system Predictive depth to bedrock(DTB)model Three-dimensional(3D)spatial distribution
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e-Automation,an Architecture for Distributed Industrial Automation Systems
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作者 D.P.Buse J. Fitch 《International Journal of Automation and computing》 EI 2004年第1期17-25,共9页
Due to the complexity of modern industrial systems, a conventional automation system is not capable of providing sufficient information management and high-level intelligent approaches, as achieving these functionalit... Due to the complexity of modern industrial systems, a conventional automation system is not capable of providing sufficient information management and high-level intelligent approaches, as achieving these functionalities requires the support of comprehensive data management and coordination between system devices and heterogenous information. This paper proposes the concept of e-Automation, in which computer networking and distributed intelligence agent technologies are applied to industrial automation systems, and presents a hardware and software architecture that implements this concept. An open infrastructure based on multi-agent systems is employed in the proposed architecture of e-Automation, which aims to allow the implementation of diverse tasks and to permit greater configurability than can be obtained from a traditional system. To evaluate our proposed e-Automation concept, this paper presents a case study of substation information management which adopts the proposed e-Automation architecture in power system domain. 展开更多
关键词 Intelligent agents multi agent system distribute system e automation monitoring system REAL time control
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3D near-surface P-wave velocity structure imaging with Distributed Acoustic Sensing and electric hammer source
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作者 Heting Hong Fu Yin +2 位作者 Yuhang Lei Yulan Li Baoshan Wang 《Earthquake Research Advances》 CSCD 2024年第3期27-33,共7页
Distributed Acoustic Sensing(DAS) is an emerging technique for ultra-dense seismic observation, which provides a new method for high-resolution sub-surface seismic imaging. Recently a large number of linear DAS arrays... Distributed Acoustic Sensing(DAS) is an emerging technique for ultra-dense seismic observation, which provides a new method for high-resolution sub-surface seismic imaging. Recently a large number of linear DAS arrays have been used for two-dimensional S-wave near-surface imaging in urban areas. In order to explore the feasibility of three-dimensional(3D) structure imaging using a DAS array, we carried out an active source experiment at the Beijing National Earth Observatory. We deployed a 1 km optical cable in a rectangular shape, and the optical cable was recast into 250 sensors with a channel spacing of 4 m. The DAS array clearly recorded the P, S and surface waves generated by a hammer source. The first-arrival P wave travel times were first picked with a ShortTerm Average/Long-Term Average(STA/LTA) method and further manually checked. The P-wave signals recorded by the DAS are consistent with those recorded by the horizontal components of short-period seismometers. At shorter source-receiver distances, the picked P-wave arrivals from the DAS recording are consistent with vertical component recordings of seismometers, but they clearly lag behind the latter at greater distances.This is likely due to a combination of the signal-to-noise ratio and the polarization of the incoming wave. Then,we used the Tomo DD software to invert the 3D P-wave velocity structure for the uppermost 50 m with a resolution of 10 m. The inverted P-wave velocity structures agree well with the S-wave velocity structure previously obtained through ambient noise tomography. Our study indicates the feasibility of 3D near-surface imaging with the active source and DAS array. However, the inverted absolute velocity values at large depths may be biased due to potential time shifts between the DAS recording and seismometer at large source-receiver distances. 展开更多
关键词 distributed Acoustic Sensing(das) Near-surface structure First-arrival travel time tomography Body wave Active source
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Aggregator Based RPL for an IoT-Fog Based Power Distribution System with 6LoWPAN 被引量:3
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作者 Rijo Jackson Tom Suresh Sankaranarayanan +1 位作者 Victor Hugo C.de Albuquerque Joel J.P.C.Rodrigues 《China Communications》 SCIE CSCD 2020年第1期104-117,共14页
Advanced Metering Infrastructure(AMI)forms an important part in Smart Grids.Routing the data effectively from smart meters to the Edge/Fog node requires an efficient routing protocol.Routing Protocol for Low Power Los... Advanced Metering Infrastructure(AMI)forms an important part in Smart Grids.Routing the data effectively from smart meters to the Edge/Fog node requires an efficient routing protocol.Routing Protocol for Low Power Lossy Area Network(RPL)is a standard routing protocol for IPv6 over Low Power Personal Area Network(6LoWPAN).In a Power Distribution system all the smart meters together form 6LoWPAN network.They communicate with the fog router,which acts as the 6LoWPAN gateway.ContikiRPL was evaluated using Cooja Network simulator for a power distribution network topology.The nodes which were far away from the fog node gave low Packet Delivery Ratio(PDR)and large End to End delay.This paper proposes an aggregation RPL scheme by modifying the existing Contiki RPL.The smart meter nodes communicate to the aggregator,which communicates to the fog node.The results show that the aggregation scheme has 35.6%increase in PDR,lesser hop count and 13.24%decrease in End to End delay on an average compared to existing RPL. 展开更多
关键词 IOT 6LoWPAN RPL ROUTING distribution automation smart grid fog computing
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Method of Fault Area & Section Location for Non-solidly Earthed Distribution System 被引量:28
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作者 ZHENG Guping JIANG Chao LI Gang QI Zheng YANG Yihan 《中国电机工程学报》 EI CSCD 北大核心 2012年第13期I0014-I0014,197,共1页
中国中压配电网以架空线为主,多为小电流系统,单相接地故障占到电网故障总数的80%以上,但中国配网自动化系统基本上没有小电流接地故障定位功能,使配网自动化系统在提高可靠性的作用上大打折扣。给出一种小电流接地故障区段定位新... 中国中压配电网以架空线为主,多为小电流系统,单相接地故障占到电网故障总数的80%以上,但中国配网自动化系统基本上没有小电流接地故障定位功能,使配网自动化系统在提高可靠性的作用上大打折扣。给出一种小电流接地故障区段定位新方法,在线路上配置广域相量测量固定测点,获取小电流电网单相接地故障特征信息。基于测点相邻矩阵区段起始测点标识向量和故障路径标识向量概念,提出确定故障区间边界节点算法。物理模拟实验和挂网测试表明:该故障分区分段定位方法能够在线求解小电流接地故障段边界节点,缩小线路维护巡视范围。确定故障区间边界节点算法还可用于确定故障区相关负荷开关,为线路维护和馈线自动化提供依据。 展开更多
关键词 断层破碎带 配电自动化系统 单相接地故障 小电流系统 小电流接地 架空线路 电压分布 故障监测
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Multi Agent Based Power Distribution System Restoration—A Literature Survey
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作者 Sarinda Lahiru Jayasinghe Kullappu Thantrige Manjula Udayanga Hemapala 《Energy and Power Engineering》 2015年第12期557-569,共13页
Multi agent system (MAS) is one of the most dominant research wings which consist of several agents who interact with each other to achieve a common objective. MAS has been developed for a wide range of applications i... Multi agent system (MAS) is one of the most dominant research wings which consist of several agents who interact with each other to achieve a common objective. MAS has been developed for a wide range of applications in power systems. Power system restoration is a main application of that. Researchers present several architectures for fault identification, isolation and restoration of the power system. This paper presents a complete literature review on available architectures for power distribution restoration and future trends in MAS based power system restoration. 展开更多
关键词 MULTI AGENT Systems distribution automation SYSTEM Power SYSTEM RESTORATION
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Optimal Partitioning of Distribution Networks for Micro-Grid Operation
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作者 Shane J. Kimble Divya T. Vedullapalli Elham B. Makram 《Journal of Power and Energy Engineering》 2017年第9期104-120,共17页
A great concern for the modern distribution grid is how well it can withstand and respond to adverse conditions. One way that utilities are addressing this issue is by adding redundancy to their systems. Likewise, dis... A great concern for the modern distribution grid is how well it can withstand and respond to adverse conditions. One way that utilities are addressing this issue is by adding redundancy to their systems. Likewise, distributed generation (DG) is becoming an increasingly popular asset at the distribution level and the idea of microgrids operating as standalone systems apart from the bulk electric grid is quickly becoming a reality. This allows for greater flexibility as systems can now take on exponentially more configurations than the radial, one-way distribution systems of the past. These added capabilities, however, make the system reconfiguration with a much more complex problem causing utilities to question if they are operating their distribution systems optimally. In addition, tools like Supervisory Control and Data Acquisition (SCADA) and Distribution Automation (DA) allow for systems to be reconfigured faster than humans can make decisions on how to reconfigure them. As a result, this paper seeks to develop an automated partitioning scheme for distribution systems that can respond to varying system conditions while ensuring a variety of operational constraints on the final configuration. It uses linear programming and graph theory. Power flow is calculated externally to the LP and a feedback loop is used to recalculate the solution if a violation is found. Application to test systems shows that it can reconfigure systems containing any number of loops resulting in a radial configuration. It can connect multiple sources to a single microgrid if more capacity is needed to supply the microgrid’s load. 展开更多
关键词 distributed Generation (DG) Supervisory Control and Data Acquisition (SCADA) distribution automation (DA) Fault Location Isolation and RESTORATION (FLISR) SELF-HEALING Network MICRO-GRID Smart Grid
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Energy Saving on Distribution of Liquid Animal Feeds at Pigsty Farms
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作者 Ivan Ivanovich Girutski Andrei Grigorievich Senkov Natalja Mikhailovna Matsveichuk 《Journal of Agricultural Science and Technology(A)》 2015年第7期626-631,共6页
This paper focused on the task of reducing power consumption and improving energy efficiency in the technological process of distribution liquid feeds in a pigsty. The liquid feeds in a pigsty are distributed to the s... This paper focused on the task of reducing power consumption and improving energy efficiency in the technological process of distribution liquid feeds in a pigsty. The liquid feeds in a pigsty are distributed to the stables via pipelines. A centrifugal pump driven by an electric motor is used to supply the liquid feed and to move it through the pipeline. The electric motor is the major electric energy consumer in the process. As shown by experimental data and as following the theory, there is a non-linear relation between the electric motor power, the pump throughput and feed humidity. The purpose of the paper is to calculate such an optimal value of the electric motor power that provides the minimal energy consumption on the process of feed distribution. The problem is solved by the Lagrange multiplier method of nonlinear mathematical programming, taking into account geometrical parameters of the pipeline, humidity and portions volumes of distributed feed. The energy saving effect is estimated and reducing power consumption is shown. 展开更多
关键词 automation energy saving pigs feeding liquid feed distribution.
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A Parallel Approach for Real-Time Power Flow in Distribution Networks
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作者 Rafael G. Milbradt Luciane N. Canha +3 位作者 Pedro B. Zorrilla Alzenira R. Abaide Paulo R. Pereira Sandro R.Schmaedecke 《Journal of Energy and Power Engineering》 2013年第3期589-595,共7页
The new reality of smart distribution systems with use of generation sources of small and medium sizes brings new challenges for the operation of these systems. The complexity and the large number of nodes requires us... The new reality of smart distribution systems with use of generation sources of small and medium sizes brings new challenges for the operation of these systems. The complexity and the large number of nodes requires use of methods which can reduce the processing time of algorithms such as power flow, allowing its use in real time. This paper presents a known methodology for calculating the power flow in three phases using backward/forward sweep method, and also considering other network elements such as voltage regulators, shunt capacitors and sources of dispersed generation of types PV (active power and voltage) and PQ (active and reactive power). After that, new elements are introduced that allow the parallelization of this algorithm and an adequate distribution of work between the available processors. The algorithm was implemented using a multi-tiered architecture; the processing times were measured in many network configurations and compared with the same algorithm in the serial version. 展开更多
关键词 distribution power flow real-time power flow distribution automation dispersed generation parallel algorithm.
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浅谈配网自动化光纤通信系统施工技术 被引量:4
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作者 杨鸿锋 《工程建设与设计》 2024年第2期123-125,共3页
为了保证配网自动化光纤通信系统的稳定运行和信号的可靠传输,论文简要介绍了配网自动化光纤通信系统,对配网自动化光纤通信技术在施工过程中的施工要求、关键要点和注意事项进行了探究。
关键词 配网自动化 光纤通信系统 施工技术
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基于人工智能技术的分布式数据库重复记录自动检测系统设计 被引量:2
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作者 王彩霞 陶健 《佳木斯大学学报(自然科学版)》 CAS 2024年第1期55-58,共4页
以人工智能技术为基础前提的分布式数据库重复记录自动检测的方式,以提高数据库查询时的准确率以及查询效率。设计系统首先对数据信息进行对应的特征提取,而后通过权衡函数对样本信息进行整合,通过自适应分解得到相应的目标函数并求解,... 以人工智能技术为基础前提的分布式数据库重复记录自动检测的方式,以提高数据库查询时的准确率以及查询效率。设计系统首先对数据信息进行对应的特征提取,而后通过权衡函数对样本信息进行整合,通过自适应分解得到相应的目标函数并求解,结合灰狼算法以及Shingle完成数据查询。经过算例验证,改进设计方式准确率均超过90%,平均耗时在35 s以内,满足自动查询快速精确的要求。 展开更多
关键词 自动化查询 灰狼算法 模糊聚类 分布式数据库
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集中式馈线自动化配电网供电可靠性评估 被引量:1
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作者 陈根永 高翔宇 +1 位作者 谭超 范旭光 《郑州大学学报(工学版)》 北大核心 2024年第1期114-121,共8页
计及集中式馈线自动化的配电网可靠性评估尚存在较多研究空白,且多数研究仅计及故障停电的影响,在考虑预安排检修容量约束的情况下,计及负荷转供影响,结合馈线自动化的类型及运行逻辑,依据馈线自动化相关技术指标,对恢复供电过程中出现... 计及集中式馈线自动化的配电网可靠性评估尚存在较多研究空白,且多数研究仅计及故障停电的影响,在考虑预安排检修容量约束的情况下,计及负荷转供影响,结合馈线自动化的类型及运行逻辑,依据馈线自动化相关技术指标,对恢复供电过程中出现的负荷点进行详细分类,推导出不同类型负荷期望恢复供电时间和配电网供电可靠性指标计算公式。结合算例进行分析可知,不同终端配置下馈线系统平均停电持续时间SAIDI可减少0.95~1.08 h/(用户·a),说明了优化终端配置可有效提高配电网供电可靠性,证明了所提评估方法的准确性和实用性,并比较了不同终端配置对可靠性的影响。 展开更多
关键词 集中式馈线自动化 配电网 供电可靠性 预安排检修 负荷转供
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低碳自动化码头AGV物流调度和有序充电的联合经济优化
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作者 王轩 汪宝 +2 位作者 陈艳萍 刘洪 马晓慧 《上海交通大学学报》 EI CAS CSCD 北大核心 2024年第9期1370-1380,共11页
针对现有自动化码头自动导航集卡(AGV)充电策略未能与分布式电源出力充分协同等问题,提出一种自动化码头AGV物流调度和有序充电联合经济优化方法.首先,解析AGV物流调度和充电调度之间的协同关系,构建联合优化框架;其次,针对AGV物流调度... 针对现有自动化码头自动导航集卡(AGV)充电策略未能与分布式电源出力充分协同等问题,提出一种自动化码头AGV物流调度和有序充电联合经济优化方法.首先,解析AGV物流调度和充电调度之间的协同关系,构建联合优化框架;其次,针对AGV物流调度模块,提出考虑码头内外集卡道路隔离要求的AGV行驶距离计算方法;再次,针对AGV充电模块,定义AGV充电状态的判断条件和选桩方法;进而以码头购电费用最小为目标,考虑分时电价、风光上网电价、电量平衡约束、终止时刻的剩余电量约束、决策变量的上下限约束、物流调度约束,构建物流调度和有序充电联合优化模型,提出基于改进粒子群优化算法的快速求解方法;最后,通过某码头的实际案例,验证所提方法的有效性和经济性. 展开更多
关键词 自动导航集卡 分布式电源 港口物流 有序充电 协同调度
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基于SAT的GRANULE算法不可能差分分析
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作者 武小年 匡晶 +1 位作者 张润莲 李灵琛 《计算机应用》 CSCD 北大核心 2024年第3期797-804,共8页
基于布尔可满足性问题(SAT)的自动化搜索方法可以直接刻画与、或、非、异或等逻辑运算,从而建立更高效的搜索模型。为更高效地评估GRANULE算法抵抗不可能差分攻击的能力,首先,基于S盒差分分布表性质优化S盒差分性质刻画的SAT模型;其次,... 基于布尔可满足性问题(SAT)的自动化搜索方法可以直接刻画与、或、非、异或等逻辑运算,从而建立更高效的搜索模型。为更高效地评估GRANULE算法抵抗不可能差分攻击的能力,首先,基于S盒差分分布表性质优化S盒差分性质刻画的SAT模型;其次,对GRANULE算法建立基于比特的不可能差分区分器的SAT模型,通过求解模型得到多条10轮GRANULE算法的不可能差分区分器;再次,针对不可能差分区分器,给出改进的SAT自动化验证方法并验证;最后,将得到的区分器往前和往后各扩展3轮,对GRANULE-64/80算法发起16轮的不可能差分攻击,通过该攻击可以恢复80比特主密钥,时间复杂度为251.8次16轮加密,数据复杂度为241.8个选择明文。与表现次优的对GRANULE算法不可能差分分析的方法相比,所得到的区分器轮数和密钥恢复攻击轮数都提高了3轮,且时间复杂度、数据复杂度都进一步下降。 展开更多
关键词 GRANULE算法 布尔可满足性问题 不可能差分区分器 差分分布表 自动化验证
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市政巡查综合管理系统设计与实现
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作者 檀继猛 罗小兵 +1 位作者 赵军 于志刚 《科技创新与应用》 2024年第33期111-114,共4页
市政巡查综合管理系统以基于分布式移动地理信息服务技术的市政巡查系统基础平台为数据底座,采用SpringBoot+Shiro+Thymeleaf框架开发,实现市政设施巡查和工程管理的流程化,防汛抢险应急指挥调度的实时化,以及日常办公的自动化。系统与... 市政巡查综合管理系统以基于分布式移动地理信息服务技术的市政巡查系统基础平台为数据底座,采用SpringBoot+Shiro+Thymeleaf框架开发,实现市政设施巡查和工程管理的流程化,防汛抢险应急指挥调度的实时化,以及日常办公的自动化。系统与城管、交通等职能部门的数据共享接口方面,做到开放性和安全性并重,为建立区县级一体化政务平台建设奠定良好的基础。 展开更多
关键词 市政巡查 综合管理 防汛抢险 分布式移动地理信息服务 自动化
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基于深度神经网络的信息管理软件自动化测试方法研究
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作者 胡明 蔡传军 童绪军 《佳木斯大学学报(自然科学版)》 CAS 2024年第5期30-33,共4页
目前信息管理软件自动化测试通常为集中式测试的方式,仍然存在与实际情况差别较大的局限性。为解决这一问题,提出以分布式自动化为基础,对ACO算法做出改进的自动化信息管理软件测试方法。经过实例验证,方法切实可行,集合划分能力更强,... 目前信息管理软件自动化测试通常为集中式测试的方式,仍然存在与实际情况差别较大的局限性。为解决这一问题,提出以分布式自动化为基础,对ACO算法做出改进的自动化信息管理软件测试方法。经过实例验证,方法切实可行,集合划分能力更强,具有更高的精确度和时效性。 展开更多
关键词 深度神经网络 ACO算法 分布式调度 自动化测试 MySQL测试
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