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A novel fault-tolerant scheduling approach for collaborative workflows in an edge-IoT environment
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作者 Tingyan Long Yong Ma +6 位作者 Lei Wu Yunni Xia Ning Jiang Jianqi Li Xiaodong Fu Xiangmi You Bo Zhang 《Digital Communications and Networks》 SCIE CSCD 2022年第6期911-922,共12页
As a newly emerging computing paradigm, edge computing shows great capability in supporting and boosting 5G and Internet-of-Things (IoT) oriented applications, e.g., scientific workflows with low-latency, elastic, and... As a newly emerging computing paradigm, edge computing shows great capability in supporting and boosting 5G and Internet-of-Things (IoT) oriented applications, e.g., scientific workflows with low-latency, elastic, and on-demand provisioning of computational resources. However, the geographically distributed IoT resources are usually interconnected with each other through unreliable communications and ever-changing contexts, which brings in strong heterogeneity, potential vulnerability, and instability of computing infrastructures at different levels. It thus remains a challenge to enforce high fault-tolerance of edge-IoT scientific computing task flows, especially when the supporting computing infrastructures are deployed in a collaborative, distributed, and dynamic environment that is prone to faults and failures. This work proposes a novel fault-tolerant scheduling approach for edge-IoT collaborative workflows. The proposed approach first conducts a dependency-based task allocation analysis, then leverages a Primary-Backup (PB) strategy for tolerating task failures that occur at edge nodes, and finally designs a deep Q-learning algorithm for identifying the near-optimal workflow task scheduling scheme. We conduct extensive simulative case studies on multiple randomly-generated workflow and real-world edge-IoT server position datasets. Results clearly suggest that our proposed method outperforms the state-of-the-art competitors in terms of task completion ratio, server active time, and resource utilization. 展开更多
关键词 Edge computing Fault tolerance DQN algorithm Primary-backup model
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Intelligent System for Parallel Fault-Tolerant Diagnostic Tests Construction
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作者 Anna Yankovskaya Sergei Kitler 《Journal of Software Engineering and Applications》 2013年第4期54-61,共8页
This investigation deals with the intelligent system for parallel fault-tolerant diagnostic tests construction. A modified parallel algorithm for fault-tolerant diagnostic tests construction is proposed. The algorithm... This investigation deals with the intelligent system for parallel fault-tolerant diagnostic tests construction. A modified parallel algorithm for fault-tolerant diagnostic tests construction is proposed. The algorithm is allowed to optimize processing time on tests construction. A matrix model of data and knowledge representation, as well as various kinds of regularities in data and knowledge are presented. Applied intelligent system for diagnostic of mental health of population which is developed with the use of intelligent system for parallel fault-tolerant DTs construction is suggested. 展开更多
关键词 Intelligent System Test Methods of Pattern Recognition MATRIX Model of Knowledge and Data Representation REVEALING of Various Kinds REGULARITIES fault-tolerant Diagnostic Tests PARALLEL algorithm Irredundant H-Fold Column Coverings of Boolean MATRIX
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Worst-case tolerance analysis on array antenna based on chaos-genetic algorithm 被引量:2
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作者 Hao Yuan Dan Songt +1 位作者 Qiangfeng Zhou Huaping Xu 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2012年第6期824-830,共7页
This paper studies the effect of amplitude-phase errors on the antenna performance. Via builting on a worst-case error tolerance model, a simple and practical worst error tolerance analysis based on the chaos-genetic ... This paper studies the effect of amplitude-phase errors on the antenna performance. Via builting on a worst-case error tolerance model, a simple and practical worst error tolerance analysis based on the chaos-genetic algorithm (CGA) is proposed. The proposed method utilizes chaos to optimize initial population for the genetic algorithm (GA) and introduces chaotic disturbance into the genetic mutation, thereby improving the ability of the GA to search for the global optimum. Numerical simulations demonstrate that the accuracy and stability of the worst-case analysis of the proposed approach are superior to the GA. And the proposed algorithm can be used easily for the error tolerant design of antenna arrays. 展开更多
关键词 genetic algorithm (GA) array antenna tolerance anal-ysis chaos disturbance logistic map
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Congestion aware routing algorithm for delay-disruption tolerance networks 被引量:4
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作者 陶勇 龚正虎 +1 位作者 林亚平 周四望 《Journal of Central South University》 SCIE EI CAS 2011年第1期133-139,共7页
There were many contradictory evaluation criteria to select next-hop in the delay-disruption tolerance networks(DTN).To solve this problem,an attribute hierarchical model was proposed,in which the predefined criteria ... There were many contradictory evaluation criteria to select next-hop in the delay-disruption tolerance networks(DTN).To solve this problem,an attribute hierarchical model was proposed,in which the predefined criteria were summarized as static identity attributes,forwarding desire attributes and delivery capability attributes(IDC).Based on this model,a novel multi-attributes congestion aware routing(MACAR) scheme with uncertain information for next-hop selection was presented,by adopting an decision theory to aggregate attributes with belief structure and computing partial ordering relations.The simulation results show that MACAR presents higher successful delivery rate,lower average delay and effectively alleviate congestion. 展开更多
关键词 delay-disruption tolerant network congestion control routing algorithm custody transfer
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FAULT DIAGNOSIS FOR ANALOG CIRCUITS WITH TOLERANCE—MINIMUM TOLERANCE ESTIMATION ALGORITHM
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作者 杨嘉伟 杨士元 陆强 《Journal of Electronics(China)》 1994年第1期28-36,共9页
Based on the influence of circuit element tolerances to the k-fault diagnosis, a method of fault diagnosis is presented which is called minimum tolerance estimation algorithm and has clear physical meaning. Using this... Based on the influence of circuit element tolerances to the k-fault diagnosis, a method of fault diagnosis is presented which is called minimum tolerance estimation algorithm and has clear physical meaning. Using this’method, an effective estimation of the equivalent fault sources can be obtained with less computing time. It is especially worthwhile to point out that an adaptive sub-optimum algorithm, which comes from the above method, requires even less computing-labor and is particularly suitable to more complicated circuits as well as real-time fault location. 展开更多
关键词 CIRCUIT with tolerANCE it-fault DIAGNOSIS Minimum tolerANCE ESTIMATION Suboptimum algorithm
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Gas Path Fault Tolerant Control of Aero-Engine Based on On-Board Model 被引量:1
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作者 WANG Cancan LI Zhengxin HUANG Jinquan 《Aerospace China》 2021年第4期48-54,共7页
A fault tolerant control method is proposed in this paper for a turbofan engine gas path degradation through the full flight envelope. A Quantum-behaved Particle Swarm Optimization(QPSO) algorithm is applied to obtain... A fault tolerant control method is proposed in this paper for a turbofan engine gas path degradation through the full flight envelope. A Quantum-behaved Particle Swarm Optimization(QPSO) algorithm is applied to obtain engine inputs adjustments, which contribute to construct off-line performance accommodation interpolation schedules. With a double closed-loop control system structure, command control is corrected based on real-time fault diagnostic results. Simulations indicate that fault tolerant control could reduce thrust and stall margin loss effectively in gas path faults. 展开更多
关键词 AERO-ENGINE gas path fault fault tolerant control QPSO algorithm
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Fault Tolerance in the Joint EDF-RMS Algorithm: A Comparative Simulation Study
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作者 Rashmi Sharma Nitin Nitin Deepak Dahiya 《Computers, Materials & Continua》 SCIE EI 2022年第9期5197-5213,共17页
Failure is a systemic error that affects overall system performance and may eventually crash across the entire configuration.In Real-Time Systems(RTS),deadline is the key to successful completion of the program.If tas... Failure is a systemic error that affects overall system performance and may eventually crash across the entire configuration.In Real-Time Systems(RTS),deadline is the key to successful completion of the program.If tasks effectively meet the deadline,it means the system is working in pristine order.However,missing the deadline means a systemic fault due to which the system can crash(hard RTS)or degrade inclusive performance(soft RTS).To fine-tune the RTS,tolerance is the critical issue and must be handled with extreme care.This article explains the context of fault tolerance with improvised Joint EDF-RMS algorithm in RTS.The backup method has been derived to prevent the system from being recursively migrating the same task.If any task migrates three times,this migrated task will get shifted to the backup queue.This backup queue assigns the task to a backup processor and is destined for final execution.For performance evaluation purposes,a relative graph between fault and failure rates,failure and total processor utilization along with other averages have been evaluated.Furthermore,these archived results are compared with fault-tolerant Earliest Deadline First(EDF)and Rate Monotonic Scheduling(RMS)algorithms independently in relatively similar conditions.These comparisons show better performance against overloading conditions. 展开更多
关键词 Fault tolerance joint edf-rms algorithm real-time systems(RTS) distributed systems migration
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基于贝叶斯理论的PBFT共识算法
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作者 潘彦炀 杨槟豪 纪庆革 《计算机科学》 北大核心 2026年第1期331-340,共10页
共识算法是一种用于确保区块链网络中所有节点达成一致的方法,常见的有工作量证明(Proof-of-Work,PoW)和权益证明(Proof of Stake,PoS)等,共识机制的优劣影响着区块链系统的性能。为了解决现有区块链共识算法存在的吞吐量较小、时延较... 共识算法是一种用于确保区块链网络中所有节点达成一致的方法,常见的有工作量证明(Proof-of-Work,PoW)和权益证明(Proof of Stake,PoS)等,共识机制的优劣影响着区块链系统的性能。为了解决现有区块链共识算法存在的吞吐量较小、时延较长等问题,对区块链中实用拜占庭容错(PBFT)算法进行改进,引入基于Bayes理论的动态信任模型(Dynamic Trust Model),通过节点信任机制改变节点在共识轮中的信任度,并按照信任度进行分组等操作,在保证PBFT稳定性的同时提高了系统可扩展性,且完善了网络节点的加入退出机制,使得网络可拓展性得到提高。通过实验测试,相比传统PBFT,改进后的算法在吞吐量上有25%的提升,在节点数量达到50的情况下时延只有PBFT的一半,所提方法的这两项指标相比HotStuff算法和Paxos算法也有20%~30%的提升。 展开更多
关键词 区块链 共识算法 拜占庭容错 信任模型 贝叶斯理论
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Integrated Robust Design Method Based on Maximum Tolerance Region 被引量:1
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作者 郭健彬 赵子覃 +2 位作者 赵健宇 曾声奎 郝志鹏 《Journal of Donghua University(English Edition)》 EI CAS 2014年第6期737-740,共4页
Traditionally,parameter design is carried out prior to tolerance design. However, this two-step design strategy cannot guarantee optimal robustness for products' quality. The proposed integrated robust design meth... Traditionally,parameter design is carried out prior to tolerance design. However, this two-step design strategy cannot guarantee optimal robustness for products' quality. The proposed integrated robust design method determined the optimal parameter and tolerance simultaneously by calculating the maximum tolerance region,thereby improving the quality of products. In addition,the proposed method did not need uncertainty analysis to obtain the maximum tolerance region,so that the calculation cost could be decreased. And the method avoided the difficulty of gaining costtolerance function as maximum tolerance region represented both demand of cost and robust. Finally,an amplifier circuit case was conducted for verification purpose. Based on the results, the proposed approach could provide robust solution with optimal maximum tolerance region. 展开更多
关键词 robust design parameter design tolerance design maximum tolerance region genetic algorithm(G A)
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A Review: Consensus Algorithms on Blockchain 被引量:5
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作者 Jannah Yusoff Zarina Mohamad Mohd Anuar 《Journal of Computer and Communications》 2022年第9期37-50,共14页
Blockchain is a distributed public ledger that keeps track of all transactions that have ever taken place in the system. As a distributed ledger, a consensus mechanism is required to ensure all the transaction functio... Blockchain is a distributed public ledger that keeps track of all transactions that have ever taken place in the system. As a distributed ledger, a consensus mechanism is required to ensure all the transaction functions properly. In order to reach a consensus, it is critical to emphasize the importance of performance and efficiency. The use of the right consensus algorithm will significantly improve the efficiency of a blockchain application. This paper reviewed several types of consensus algorithms used in blockchain and discusses the idea of a new consensus algorithm that can improve the performance of consortium blockchain. 展开更多
关键词 Consensus algorithms Consortium Blockchain Practical Byzantine Fault tolerance (PBFT) PERFORMANCE
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Type-2 fuzzy logic applications designed for active parameter adaptation in metaheuristic algorithm for fuzzy fault-tolerant controller 被引量:1
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作者 Himanshukumar R.Patel Vipul A.Shah 《International Journal of Intelligent Computing and Cybernetics》 EI 2023年第2期198-222,共25页
Purpose-In recent times,fuzzy logic is gaining more and more attention,and this is because of the capability of understanding the functioning of the system as per human knowledge-based system.The main contribution of ... Purpose-In recent times,fuzzy logic is gaining more and more attention,and this is because of the capability of understanding the functioning of the system as per human knowledge-based system.The main contribution of the work is dynamically adapting the important parameters throughout the execution of the flower pollination algorithm(FPA)using concepts of fuzzy logic.By adapting the main parameters of the metaheuristics,the performance and accuracy of the metaheuristic have been improving in a varied range of applications.Design/methodology/approach-The fuzzy logic-based parameter adaptation in the FPA is proposed.In addition,type2 fuzzy logic is used to design fuzzy inference system for dynamic parameter adaptation in metaheuristics,which can help in eliminating uncertainty and hence offers an attractive improvement in dynamic parameter adaption in metaheuristic method,and,in reality,the effectiveness of the interval type2 fuzzy inference system(IT2 FIS)has shown to provide improved results as matched to type-1 fuzzy inference system(T1 FIS)in some latest work.Findings-One case study is considered for testing the proposed approach in a fault tolerant control problem without faults and with partial loss of effectiveness of main actuator fault with abrupt and incipient nature.For comparison between the type-1 fuzzy FPA and interval type-2 fuzzy FPA is presented using statitical analysis which validates the advantages of the interval type2 fuzzy FPA.The statistical Z-test is presented for comparison of efficiency between two fuzzy variants of the FPA optimization method.Originality/value-The main contribution of the work is a dynamical adaptation of the important parameters throughout the execution of the flower pollination optimization algorithm using concepts of type2 fuzzy logic.By adapting the main parameters of the metaheuristics,the performance and accuracy of the metaheuristic have been improving in a varied range of applications. 展开更多
关键词 Interval Type-2 fuzzy logic Flower pollination algorithm Fuzzy fault tolerant controller
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Selection of Machining Datum and Allocation of Tolerance through Tolerance Charting Technique 被引量:2
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作者 THILAK Manoharan SIVAKUMAR Karuppan JAYAPRAKASH Govindharajalu 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2012年第4期697-705,共9页
Tolerance charting is an effective tool to determine the optimal allocation of working dimensions and working tolerances such that the blueprint dimensions and tolerances can be achieved to accomplish the cost objecti... Tolerance charting is an effective tool to determine the optimal allocation of working dimensions and working tolerances such that the blueprint dimensions and tolerances can be achieved to accomplish the cost objectives.The selection of machining datum and allocation of tolerances are critical in any machining process planning as they directly affect any setup methods/machine tools selection and machining time.This paper mainly focuses on the selection of optimum machining datums and machining tolerances simultaneously in process planning.A dynamic tolerance charting constraint scheme is developed and implemented in the optimization procedure.An optimization model is formulated for selecting machining datum and tolerances and implemented with an algorithm namely Elitist Non-Dominated Sorting Genetic Algorithm(NSGA-II).The computational results indicate that the proposed methodology is capable and robust in finding the optimal machining datum set and tolerances. 展开更多
关键词 tolerance allocation tolerance charting elitist non-dominated sorting genetic algorithm-II.
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Low-cost fault tolerance in evolvable multiprocessor systems:a graceful degradation approach
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作者 Shervin VAKILI Sied Mehdi FAKHRAIE +1 位作者 Siamak MOHAMMADI Ali AHMADI 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2009年第6期922-926,共5页
The evolvable multiprocessor (EvoMP), as a novel multiprocessor system-on-chip (MPSoC) machine with evolvable task decomposition and scheduling, claims a major feature of low-cost and efficient fault tolerance. Non-ce... The evolvable multiprocessor (EvoMP), as a novel multiprocessor system-on-chip (MPSoC) machine with evolvable task decomposition and scheduling, claims a major feature of low-cost and efficient fault tolerance. Non-centralized control and adaptive distribution of the program among the available processors are two major capabilities of this platform, which remarkably help to achieve an efficient fault tolerance scheme. This letter presents the operational as well as architectural details of this fault tolerance scheme. In this method, when a processor becomes faulty, it will be eliminated of contribution in program execution in remaining run-time. This method also utilizes dynamic rescheduling capability of the system to achieve the maximum possible efficiency after processor reduction. The results confirm the efficiency and remarkable advantages of the proposed approach over common redundancy based techniques in similar systems. 展开更多
关键词 Fault tolerance Multiprocessor system-on-chip (MPSoC) Genetic algorithm (GA) Adaptive task scheduling
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Optimal Design of Tapered Roller Bearings Based on Multi⁃Physics Objectives Using Evolutionary Algorithms
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作者 Rajiv Tiwari Rahul M.P.Chandran 《Journal of Harbin Institute of Technology(New Series)》 CAS 2023年第1期73-84,共12页
Rolling element bearing is the most common machine element in rotating machinery.An extended life is among the foremost imperative standards in the optimal design of rolling element bearings,which confide on the fatig... Rolling element bearing is the most common machine element in rotating machinery.An extended life is among the foremost imperative standards in the optimal design of rolling element bearings,which confide on the fatigue failure,wear,and thermal conditions of bearings.To fill the gap,in the current work,all three objectives of a tapered roller bearing have been innovatively considered respectively,which are the dynamic capacity,elasto-hydrodynamic lubrication(EHL)minimum film⁃thickness,and maximum bearing temperature.These objective function formulations are presented,associated design variables are identified,and constraints are discussed.To solve complex non⁃linear constrained optimization formulations,a best⁃practice design procedure was investigated using the Artificial Bee Colony(ABC)algorithms.A sensitivity analysis of several geometric design variables was conducted to observe the difference in all three objectives.An excellent enhancement was found in the bearing designs that have been optimized as compared with bearing standards and previously published works.The present study will definitely add to the present experience based design followed in bearing industries to save time and obtain assessment of bearing performance before manufacturing.To verify the improvement,an experimental investigation is worthwhile conducting. 展开更多
关键词 dynamic capacity evolutionary algorithm optimum design tapered roller bearings TEMPERATURE tolerance analysis
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Improved PBFT Consensus Algorithm Based on Node Role Division
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作者 Xiyu Ren Xiangrong Tong Wei Zhang 《Journal of Computer and Communications》 2023年第2期20-38,共19页
The PBFT (Practical Byzantine Fault Tolerance, PBFT) consensus algorithm, which addressed the issue of malicious nodes sending error messages to disrupt the system operation in distributed systems, was challenging to ... The PBFT (Practical Byzantine Fault Tolerance, PBFT) consensus algorithm, which addressed the issue of malicious nodes sending error messages to disrupt the system operation in distributed systems, was challenging to support massive network nodes, the common participation over all nodes in the consensus mechanism would lead to increased communication complexity, and the arbitrary selection of master nodes would also lead to inefficient consensus. This paper offered a PBFT consensus method (Role Division-based Practical Byzantine Fault Tolerance, RD-PBFT) to address the above problems based on node role division. First, the nodes in the system voted with each other to divide the high reputation group and low reputation group, and determined the starting reputation value of the nodes. Then, the mobile node in the group was divided into roles according to the high reputation value, and a total of three roles were divided into consensus node, backup node, and supervisory node to reduce the number of nodes involved in the consensus process and reduced the complexity of communication. In addition, an adaptive method was used to select the master nodes in the consensus process, and an integer value was introduced to ensure the unpredictability and equality of the master node selection. Experimentally, it was verified that the algorithm has lower communication complexity and better decentralization characteristics compared with the PBFT consensus algorithm, which improved the efficiency of consensus. 展开更多
关键词 Blockchain Consensus algorithm Practical Byzantine Fault tolerance Node Role Division
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Twist-Routing Algorithm for Faulty Network-on-Chips
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作者 Kunwei Zhang Thomas Moscibroda 《Journal of Computer and Communications》 2016年第14期1-10,共11页
This paper introduces Twist-routing, a new routing algorithm for faulty on-chip networks, which improves Maze-routing, a face-routing based algorithm which uses deflections in routing, and archives full fault coverage... This paper introduces Twist-routing, a new routing algorithm for faulty on-chip networks, which improves Maze-routing, a face-routing based algorithm which uses deflections in routing, and archives full fault coverage and fast packet delivery. To build Twist-routing algorithm, we use bounding circles, which borrows the idea from GOAFR+ routing algorithm for ad-hoc wireless networks. Unlike Maze-routing, whose path length is unbounded even when the optimal path length is fixed, in Twist-routing, the path length is bounded by the cube of the optimal path length. Our evaluations show that Twist-routing algorithm delivers packets up to 35% faster than Maze-routing with a uniform traffic and Erdos-Rényi failure model, when the failure rate and the injection rate vary. 展开更多
关键词 Network-on-Chip (NoC) fault-tolerant Routing Maze-Routing algorithm GOAFR+ algorithm Bounding Circle
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支持拜占庭容错的分布式物联网访问控制机制 被引量:1
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作者 柴蓉 艾莉萍 +1 位作者 杨泞渝 梁承超 《通信学报》 北大核心 2025年第4期174-186,共13页
随着物联网的广泛应用,物联网设备承载的数据量迅速增长,数据访问需求显著增加。然而,物联网应用场景复杂多样、设备异构高混杂以及数据高度敏感等特性,给数据的高效管理与安全访问带来了严峻挑战。针对存在拜占庭节点的物联网场景,研... 随着物联网的广泛应用,物联网设备承载的数据量迅速增长,数据访问需求显著增加。然而,物联网应用场景复杂多样、设备异构高混杂以及数据高度敏感等特性,给数据的高效管理与安全访问带来了严峻挑战。针对存在拜占庭节点的物联网场景,研究物联网访问控制技术,提出了一种分层区块链网络架构,包括一个主集群及多个子集群。综合考虑物联网设备的算力及通信速率,定义节点性能度量以确定主集群节点,并基于系统吞吐量优化确定节点关联策略。基于所构建的分层区块链网络架构,设计数据访问控制智能合约,精确刻画访问控制策略的定义、更新、部署和撤销函数。为实现数据访问控制的高效可靠共识,综合考虑系统共识性能与复杂度,提出了一种改进的Paxos-Hotstuff分层共识算法,由主集群节点执行改进式Paxos算法,子集群节点执行Hotstuff算法。仿真结果验证了所提算法的有效性。 展开更多
关键词 物联网 访问控制 区块链 共识算法 拜占庭容错 智能合约
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继电保护装置递推算法的容错机制
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作者 王亮 吕航 +2 位作者 顾乔根 张晓宇 李力 《电气技术》 2025年第2期81-84,共4页
递推傅里叶算法是常用的继电保护数字信号处理算法,其特点是利用上次计算结果推算本次结果,优点是计算效率非常高。但是,递推算法具有记忆效应,偶然因素导致的错误会一直保持且不易察觉,给继电保护装置的安全稳定运行带来隐患。因此,本... 递推傅里叶算法是常用的继电保护数字信号处理算法,其特点是利用上次计算结果推算本次结果,优点是计算效率非常高。但是,递推算法具有记忆效应,偶然因素导致的错误会一直保持且不易察觉,给继电保护装置的安全稳定运行带来隐患。因此,本文提出一种适用于递推算法的容错机制,可消除递推算法的记忆效应,防止因偶然出错导致不可恢复的计算偏差,从而有效防范此类问题引发继电保护误动或拒动。 展开更多
关键词 继电保护 递推算法 容错 记忆效应
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基于CAN总线的整车级功放系统自动调控算法设计
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作者 姜立标 倪毅强 +1 位作者 李银乐 陈毅锋 《自动化应用》 2025年第20期231-233,240,共4页
在智能网联汽车技术不断演进的背景下,整车级功率放大系统作为实现多声道音频输出协调的关键平台,正逐步与车载通信总线深度融合。CAN总线以高实时性与稳定性广泛应用于多节点控制场景,为功放系统调控提供基础通信支撑。构建面向整车级... 在智能网联汽车技术不断演进的背景下,整车级功率放大系统作为实现多声道音频输出协调的关键平台,正逐步与车载通信总线深度融合。CAN总线以高实时性与稳定性广泛应用于多节点控制场景,为功放系统调控提供基础通信支撑。构建面向整车级功放系统的CAN总线自动调控算法模型,提出由参数识别逻辑、目标函数构建、动态策略执行与通信容错机制组成的分布式控制框架。在多工况场景中验证该算法的接受稳定性与响应效率,展现出其策略灵活性与系统级适配能力,提升功放系统的智能化运行与协同控制水平。 展开更多
关键词 整车级功放系统 CAN总线 自动调控算法 动态调节 通信容错
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区块链共识机制与改进算法研究进展 被引量:1
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作者 高威 刘丽华 +1 位作者 和斌涛 邓方安 《计算机应用》 北大核心 2025年第9期2848-2864,共17页
共识机制是区块链技术的核心,共识算法则是实现这一机制的具体技术手段,它确保区块链数据库的一致性和正确性,对区块链的安全性、可扩展性和吞吐量等系统性能至关重要。因此,首先从区块链技术的底层存储的角度,将共识算法分为链式和图... 共识机制是区块链技术的核心,共识算法则是实现这一机制的具体技术手段,它确保区块链数据库的一致性和正确性,对区块链的安全性、可扩展性和吞吐量等系统性能至关重要。因此,首先从区块链技术的底层存储的角度,将共识算法分为链式和图式两类,并分类综述不同类型的共识算法的工作原理、优化策略和典型代表性算法;其次,针对区块链的复杂应用背景,分别全面梳理链式结构和图式结构共识算法的主流改进算法,给出共识算法的发展主线,特别是在安全性方面进行深入的比较,指出它们存在的优缺点和可能面临的安全风险;最后,从安全性、可扩展性、公平性和激励策略等多个维度,深入讨论当前区块链共识算法面临的挑战,并展望它们的发展趋势,为研究者提供理论参考。 展开更多
关键词 区块链 共识算法 分布式系统 拜占庭容错 链式存储结构 图式存储结构
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