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Special Issue“Recent Developments in Dimension Reduction and Model Checking”——In Honor of Professor Lixing Zhu's Outstanding Contributions in Statistics
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作者 ZHU Liping XU Wangli LI Yingxing 《Journal of Systems Science & Complexity》 2026年第1期1-2,共2页
The proliferation of high-dimensional data and the widespread use of complex models present central challenges in contemporary statistics and data science.Dimension reduction and model checking,as two foundational pil... The proliferation of high-dimensional data and the widespread use of complex models present central challenges in contemporary statistics and data science.Dimension reduction and model checking,as two foundational pillars supporting scientific inference and data-driven decisionmaking,have evolved through the collective wisdom of generations of statisticians.This special issue,titled"Recent Developments in Dimension Reduction and Model Checking for regressions",not only aims to showcase cutting-edge advances in the field but also carries a distinct sense of academic homage to honor the groundbreaking and enduring contributions of Professor Lixing Zhu,a leading scholar whose work has profoundly shaped both areas. 展开更多
关键词 scientific inference model checking model checkingas complex models dimension reduction high dimensional data
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Prediction-Powered Model Checking via Predictiveness Comparisons
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作者 LIU Yanhong JIA Yinxu +2 位作者 WANG Guanghui WANG Zhaojun ZOU Changliang 《Journal of Systems Science & Complexity》 2026年第1期115-135,共21页
Model checking evaluates whether a statistical model faithfully captures the underlying data-generating process.Classical tests—such as local-smoothing and empirical-process methods—break down in high dimensions.Mor... Model checking evaluates whether a statistical model faithfully captures the underlying data-generating process.Classical tests—such as local-smoothing and empirical-process methods—break down in high dimensions.More recent approaches use predictiveness comparisons with flexible machine-learning model fitting procedures to yield algorithm-agnostic tests,yet they require large labeled samples.The authors introduce a prediction-powered,semi-supervised framework that:1)Imputes responses for unlabeled data via a pretrained model;2)Corrects imputation bias with a rectifier calibrated on labeled data;3)Adaptively balances these components through a data-driven power-tuning parameter.Building on algorithm-agnostic out-of-sample predictiveness comparisons,the proposed method integrates unlabeled information to enhance power.Theoretical analyses and numerical results demonstrate that the proposed test controls Type I error and substantially improves power over fully supervised counterparts,even under imputation-model misspecification. 展开更多
关键词 Algorithm-agnostic inference asymptotic normality model checking prediction-powered inference semi-supervised inference
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Model Checking for Parametric Regressions in Transfer Learning
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作者 WANG Chuhan HUANG Jiaqi LI Xuerui 《Journal of Systems Science & Complexity》 2026年第1期17-37,共21页
This paper examines whether the parametric regression model is correctly specified for both source and target data and whether the regression pattern in the source domain aligns with that of the target domain.This eva... This paper examines whether the parametric regression model is correctly specified for both source and target data and whether the regression pattern in the source domain aligns with that of the target domain.This evaluation is a critical prerequisite for applying model-based transfer learning methods under covariate shift assumptions.Traditional regression model checks and twosample regression tests are insufficient to address this issue.To overcome these limitations,the authors propose a novel adaptive-to-regression test statistic that is asymptotically distribution-free.Under the null hypothesis,the test follows a chi-square weak limit,preserving the significance level and enabling critical value determination without resampling techniques.Additionally,the authors systematically analyze the test's power performance,highlighting its sensitivity to different sub-local alternatives that deviate from the null hypothesis.Numerical studies,including simulations,assess finite-sample performance,and a real-world data example is provided for illustration. 展开更多
关键词 Adaptive-to-model test asymptotically distribution-free model checking parameter regression transfer learning
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An Extended Ontology Model and Ontology Checking Based on Description Logics 被引量:8
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作者 王洪伟 蒋馥 吴家春 《Journal of Shanghai Jiaotong university(Science)》 EI 2004年第1期34-41,共8页
Ontology is defined as an explicit specification of a conceptualization. In this paper, an extended ontology model was constructed using description logics, which is a 5-tuples including term set, individual set, term... Ontology is defined as an explicit specification of a conceptualization. In this paper, an extended ontology model was constructed using description logics, which is a 5-tuples including term set, individual set, term definition set, instantiation assertion set and term restriction set. Based on the extended model, the issue on ontology checking was studied with the conclusion that the four kinds of term checking, including term satisfiability checking, term subsumption checking, term equivalence checking and term disjointness checking, can be reduced to the satisfiability checking, and satisfiability checking can be transformed into instantiation consistence checking. 展开更多
关键词 ONTOLOGY description logics ontology checking term checking instantiation checking
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Completeness of bounded model checking temporal logic of knowledge 被引量:1
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作者 刘志锋 葛云 +1 位作者 章东 周从华 《Journal of Southeast University(English Edition)》 EI CAS 2010年第3期399-405,共7页
In order to find the completeness threshold which offers a practical method of making bounded model checking complete, the over-approximation for the complete threshold is presented. First, a linear logic of knowledge... In order to find the completeness threshold which offers a practical method of making bounded model checking complete, the over-approximation for the complete threshold is presented. First, a linear logic of knowledge is introduced into the past tense operator, and then a new temporal epistemic logic LTLKP is obtained, so that LTLKP can naturally and precisely describe the system's reliability. Secondly, a set of prior algorithms are designed to calculate the maximal reachable depth and the length of the longest of loop free paths in the structure based on the graph structure theory. Finally, some theorems are proposed to show how to approximate the complete threshold with the diameter and recurrence diameter. The proposed work resolves the completeness threshold problem so that the completeness of bounded model checking can be guaranteed. 展开更多
关键词 bounded model checking temporal logics of knowledge multi-agent system
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DIAGNOSTIC CHECKING FOR TIME SERIES MODELS USING NONPARAMETRIC APPROACH
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作者 钟登华 尼伯伦丁 《Transactions of Tianjin University》 EI CAS 1997年第1期45-49,共5页
In time series modeling, the residuals are often checked for white noise and normality. In practice, the useful tests are Ljung Box test. Mcleod Li test and Lin Mudholkar test. In this paper, we present a nonparame... In time series modeling, the residuals are often checked for white noise and normality. In practice, the useful tests are Ljung Box test. Mcleod Li test and Lin Mudholkar test. In this paper, we present a nonparametric approach for checking the residuals of time series models. This approach is based on the maximal correlation coefficient ρ 2 * between the residuals and time t . The basic idea is to use the bootstrap to form the null distribution of the statistic ρ 2 * under the null hypothesis H 0:ρ 2 * =0. For calculating ρ 2 * , we proposes a ρ algorithm, analogous to ACE procedure. Power study shows this approach is more powerful than Ljung Box test. Meanwhile, some numerical results and two examples are reported in this paper. 展开更多
关键词 BOOTSTRAP diagnostic checking nonparametric approach time series white noise ρ algorithm
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基于Model Checking的系统脆弱性分析 被引量:4
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作者 黄光华 段川 蒋凡 《计算机工程》 EI CAS CSCD 北大核心 2005年第4期148-151,共4页
基于规则的脆弱性分析技术依赖于对系统组件间关系的经验知识,系统复杂性、竞态条件、隐含假设等因素,使规则的生成异常困难。该文提出了采用NuSMV作为Model Checking执行机验证系统安全行为模型的脆弱性分析方法,并详细描述了对两个模... 基于规则的脆弱性分析技术依赖于对系统组件间关系的经验知识,系统复杂性、竞态条件、隐含假设等因素,使规则的生成异常困难。该文提出了采用NuSMV作为Model Checking执行机验证系统安全行为模型的脆弱性分析方法,并详细描述了对两个模型实例进行验证的过程。结果显示,这种方法具有识别已知和未知脆弱性的能力。 展开更多
关键词 脆弱性 MODEL checking NUSMV
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Intelligent checking model of Chinese radiotelephony read-backs in civil aviation air traffic control 被引量:10
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作者 Guimin JIA Fangyuan CHENG +1 位作者 Jinfeng YANG Dan LI 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2018年第12期2280-2289,共10页
Federal Aviation Administration(FAA) and NASA technical reports indicate that the misunderstanding in radiotelephony communications is a primary causal factor associated with operation errors, and a sizable proportion... Federal Aviation Administration(FAA) and NASA technical reports indicate that the misunderstanding in radiotelephony communications is a primary causal factor associated with operation errors, and a sizable proportion of operation errors lead to read-back errors. We introduce deep learning method to solve this problem and propose a new semantic checking model based on Long Short-Time Memory network(LSTM) for intelligent read-back error checking. A meanpooling layer is added to the traditional LSTM, so as to utilize the information obtained by all the hidden activation vectors, and also to improve the robustness of the semantic vector extracted by LSTM. A MultiLayer Perceptron(MLP) layer, which can maintain the information of different regions in the concatenated vectors obtained by the mean-pooling layer, is applied instead of traditional similarity function in the new model to express the semantic similarity of the read-back pairs quantitatively. The K-Nearest Neighbor(KNN) classifier is used to verify whether the read-back pairs are consistent in semantics according to the output of MLP layer. Extensive experiments are conducted and the results show that the proposed model is more effective and more robust than the traditional checking model to verify the semantic consistency of read-backs automatically. 展开更多
关键词 Air traffic control Chinese radiotelephony read-backs LSTM Mean pooling MLP Semantic checking
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Intrusion Detection Algorithm Based on Model Checking Interval Temporal Logic 被引量:5
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作者 朱维军 王忠勇 张海宾 《China Communications》 SCIE CSCD 2011年第3期66-72,共7页
Model checking based on linear temporal logic reduces the false negative rate of misuse detection.However,linear temporal logic formulae cannot be used to describe concurrent attacks and piecewise attacks.So there is ... Model checking based on linear temporal logic reduces the false negative rate of misuse detection.However,linear temporal logic formulae cannot be used to describe concurrent attacks and piecewise attacks.So there is still a high rate of false negatives in detecting these complex attack patterns.To solve this problem,we use interval temporal logic formulae to describe concurrent attacks and piecewise attacks.On this basis,we formalize a novel algorithm for intrusion detection based on model checking interval temporal logic.Compared with the method based on model checking linear temporal logic,the new algorithm can find unknown succinct attacks.The simulation results show that the new method can effectively reduce the false negative rate of concurrent attacks and piecewise attacks. 展开更多
关键词 network security intrusion detection misuse detection interval temporal logic model checking
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Bipartite graph-based control flow checking for COTS-based small satellites 被引量:2
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作者 Wang Honghao Wang Huiquan Jin Zhonghe 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2015年第3期883-893,共11页
Abstract Single event upset (SEU) effect, caused by highly energized particles in aerospace, threatens the reliability and security of small satellites composed of commercialofftheshelves (COTS). SEU induced contr... Abstract Single event upset (SEU) effect, caused by highly energized particles in aerospace, threatens the reliability and security of small satellites composed of commercialofftheshelves (COTS). SEU induced control flow errors (CFEs) may cause unpredictable behavior or crashes of COTSbased small satellites. This paper proposes a generic softwarebased control flow checking technique (CFC) and bipartite graphbased control flow checking (BGCFC). To simplify the types of illegal branches, it transforms the conventional control flow graph into the equivalent bipartite graph. It checks the legal ity of control flow at runtime by comparing a global signature with the expected value and introduces consecutive IDs and bitmaps to reduce the time and memory overhead. Theoretical analysis shows that BGCFC can detect all types of internode CFEs with constant time and memory overhead. Practical tests verify the result of theoretical analysis. Compared with previous techniques, BGCFC achieves the highest error detection rate, lower time and memory overhead; the composite result in evaluation fac tor shows that BGCFC is the most effective one among all these techniques. The results in both theory and practice verify the applicability of BGCFC for COTSbased small satellites. 展开更多
关键词 Bipartite graph Control flow checking Commercial-off-the-shelves(COTS) Error injection Fault tolerant Illegal branch Small satellites
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A New Design and Implementation of an Attendance Checking Node for Coal Mines 被引量:4
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作者 XIA Shi-xiong QIAO Da-lei CHEN Dai ZHOU Yong 《Journal of China University of Mining and Technology》 EI 2007年第2期193-196,共4页
A novel design and implementation of an attendance checking node for coal mines based on the CAN bus is presented in this paper. Hardware circuits and programming methods for the attendance checking node are discussed... A novel design and implementation of an attendance checking node for coal mines based on the CAN bus is presented in this paper. Hardware circuits and programming methods for the attendance checking node are discussed,including the single-chip computer with CAN controller AT89C51CC03,the CAN bus transceiver TJA1050,the large capacity DataFlash memory,the real-time clock DS1302,the voice chip ISD2560 and the card-reading circuit in Wie-gand format. All the extended hardware satisfies the requirements for intrinsically safe circuits (GB3836.4-2000) and intrinsically safe authentication promoted by the national explosion-proof institute. Further,the software programming methods for the CAN controller (AT89C51CC03) and the implementation of the CAN communications protocol are presented as well. 展开更多
关键词 CAN bus attendance checking node wiegand message passing
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Mechanical Analysis and Strength Checking of Current Collector Failure in the Winding Process of Lithium-Ion Batteries 被引量:2
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作者 Ran Tao Zhibo Liang +4 位作者 Shengxin Zhu Le Yang Lianhua Ma Wei-li Song Haosen Chen 《Acta Mechanica Solida Sinica》 SCIE EI CSCD 2021年第3期297-306,共10页
The current collector fracture failure of lithium-ion batteries(LIBs)occurs during its winding production process frequently,and the consequent damages are usually large,but little research has been conducted on this ... The current collector fracture failure of lithium-ion batteries(LIBs)occurs during its winding production process frequently,and the consequent damages are usually large,but little research has been conducted on this phenomenon.This work stems from the difficulty and obstacles in the winding process of actual production of LIBs.The fracture failure of the current collectors is easily caused by the evolution and mutation of the mechanical behavior during the winding process,resulting in safety hazards and poor efficiency.The purpose of this work is to reveal the evolution and distribution mechanism of circumferential strain of the current collectors on the fracture failure under the constraint of winding process.Experimental tests,finite element calculations and theoretical model are used to study the evolution and distribution of circumferential strain.The dynamic evolution process of circumferential strain is tested accurately,and the mechanism of fracture failure of current collectors is revealed.The criterion for current collector strength is proposed based on the results of strain analysis and SEM observation. 展开更多
关键词 Lithium-ion batteries Circumferential strain Mechanical properties Surface damage Strength checking
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Model Checking-Based Testing of Web Applications 被引量:2
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作者 ZENG Hongwei MIAO Huaikou 《Wuhan University Journal of Natural Sciences》 CAS 2007年第5期922-926,共5页
A formal model representing the navigation behavior of a Web application as the Kripke structure is proposed and an approach that applies model checking to test case generation is presented. The Object Relation Diagra... A formal model representing the navigation behavior of a Web application as the Kripke structure is proposed and an approach that applies model checking to test case generation is presented. The Object Relation Diagram as the object model is employed to describe the object structure of a Web application design and can be translated into the behavior model. A key problem of model checking-based test generation for a Web application is how to construct a set of trap properties that intend to cause the violations of model checking against the behavior model and output of counterexamples used to construct the test sequences. We give an algorithm that derives trap properties from the object model with respect to node and edge coverage criteria. 展开更多
关键词 Web application test generation model checking consistency relation
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Model Checking Workflow Net Based on Petri Net 被引量:2
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作者 ZHOU Conghua CHEN Zhenyu 《Wuhan University Journal of Natural Sciences》 CAS 2006年第5期1297-1301,共5页
The soundness is a very important criterion for the correctness of the workflow. Specifying the soundness with Computation Tree Logic (CTL) allows us to verify the soundness with symbolic model checkers. Therefore t... The soundness is a very important criterion for the correctness of the workflow. Specifying the soundness with Computation Tree Logic (CTL) allows us to verify the soundness with symbolic model checkers. Therefore the state explosion problem in verifying soundness can be overcome efficiently. When the property is not satisfied by the system, model checking can give a counter-example, which can guide us to correct the workflow. In addition, relaxed soundness is another important criterion for the workflow. We also prove that Computation Tree Logic * (CTL * ) can be used to character the relaxed soundness of the workflow. 展开更多
关键词 model checking computation tree logic (CTL *) Petri nets WORKFLOW
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Identifying Counterexamples Without Variability in Software Product Line Model Checking 被引量:2
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作者 Ling Ding Hongyan Wan +1 位作者 Luokai Hu Yu Chen 《Computers, Materials & Continua》 SCIE EI 2023年第5期2655-2670,共16页
Product detection based on state abstraction technologies in the software product line(SPL)is more complex when compared to a single system.This variability constitutes a new complexity,and the counterexample may be v... Product detection based on state abstraction technologies in the software product line(SPL)is more complex when compared to a single system.This variability constitutes a new complexity,and the counterexample may be valid for some products but spurious for others.In this paper,we found that spurious products are primarily due to the failure states,which correspond to the spurious counterexamples.The violated products correspond to the real counterexamples.Hence,identifying counterexamples is a critical problem in detecting violated products.In our approach,we obtain the violated products through the genuine counterexamples,which have no failure state,to avoid the tedious computation of identifying spurious products dealt with by the existing algorithm.This can be executed in parallel to improve the efficiency further.Experimental results showthat our approach performswell,varying with the growth of the system scale.By analyzing counterexamples in the abstract model,we observed that spurious products occur in the failure state.The approach helps in identifying whether a counterexample is spurious or genuine.The approach also helps to check whether a failure state exists in the counterexample.The performance evaluation shows that the proposed approach helps significantly in improving the efficiency of abstraction-based SPL model checking. 展开更多
关键词 Software product line model checking parallel algorithm
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Graph-tree-based software control flow checking for COTS processors on pico-satellites 被引量:1
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作者 Yang Mu Wang Hao +1 位作者 Zheng Yangming Jin Zhonghe 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2013年第2期413-422,共10页
This paper proposes a generic high-performance and low-time-overhead software control flow checking solution, graph-tree-based control flow checking (GTCFC) for space-borne commercial-off-the-shelf (COTS) processo... This paper proposes a generic high-performance and low-time-overhead software control flow checking solution, graph-tree-based control flow checking (GTCFC) for space-borne commercial-off-the-shelf (COTS) processors. A graph tree data structure with a topology similar to common trees is introduced to transform the control flow graphs of target programs. This together with design of IDs and signatures of its vertices and edges allows for an easy check of legality of actual branching during target program execution. As a result, the algorithm not only is capable of detecting all single and multiple branching errors with low latency and time overheads along with a linear-complexity space overhead, but also remains generic among arbitrary instruction sets and independent of any specific hardware. Tests of the algorithm using a COTS-processor-based onboard computer (OBC) of in-service ZDPS-1A pico-satellite products show that GTCFC can detect over 90% of the randomly injected and all-pattern-covering branching errors for different types of target programs, with performance and overheads consistent with the theoretical analysis; and beats well-established preeminent control flow checking algorithms in these dimensions. Furthermore, it is validated that GTCGC not only can be accommodated in pico-satellites conveniently with still sufficient system margins left, but also has the ability to minimize the risk of control flow errors being undetected in their space missions. Therefore, due to its effectiveness, efficiency, and compatibility, the GTCFC solution is ready for applications on COTS processors on pico-satellites in their real space missions. 展开更多
关键词 Branching error Commercial-off-the-shelf (COTS) Control flow checking Error injection Graph tree On-board computer Pico-satellite
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Significance of three step prescription checking by pharmacists 被引量:1
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作者 Mikako Shimone Daisuke Nagano +6 位作者 Asami Matsushita Junko Tsukamoto Yu Yanai Akiko Kaneta Kyoko Obayashi Takuya Araki Koujirou Yamamoto 《Asian Journal of Pharmaceutical Sciences》 SCIE CAS 2016年第1期213-214,共2页
In many hospitals,prescription checks are conducted by 2 or 3 individual pharmacists at each step of prescription checking,dispensing,and final checking to maintain the safety and efficacy of pharmaceutical therapies ... In many hospitals,prescription checks are conducted by 2 or 3 individual pharmacists at each step of prescription checking,dispensing,and final checking to maintain the safety and efficacy of pharmaceutical therapies in Japan[1,2].In Gunma University Hospital,we also check all prescriptions by 3 pharmacists at each step of dispensing(3 step prescription check system)with the exception of night time.In this study,to assess the significance of our 3 step prescription check system for managing safety of pharmaceutical therapies,we investigated prescriptions that needed the confirmation of questionable points and prescription corrections. 展开更多
关键词 PRESCRIPTION checking Safe management Data analysis Questionable POINTS to PHYSICIANS
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ID-Based Public Auditing Protocol for Cloud Storage Data Integrity Checking with Strengthened Authentication and Security 被引量:1
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作者 JIANG Hong XIE Mingming +2 位作者 KANG Baoyuan LI Chunqing SI Lin 《Wuhan University Journal of Natural Sciences》 CAS CSCD 2018年第4期362-368,共7页
Cloud storage service reduces the burden of data users by storing users' data files in the cloud. But, the files might be modified in the cloud. So, data users hope to check data files integrity periodically. In a pu... Cloud storage service reduces the burden of data users by storing users' data files in the cloud. But, the files might be modified in the cloud. So, data users hope to check data files integrity periodically. In a public auditing protocol, there is a trusted auditor who has certain ability to help users to check the integrity of data files. With the advantages of no public key management and verification, researchers focus on public auditing protocol in ID-based cryptography recently. However, some existing protocols are vulnerable to forgery attack. In this paper, based on ID-based signature technology, by strengthening information authentication and the computing power of the auditor, we propose an ID-based public auditing protocol for cloud data integrity checking. We also prove that the proposed protocol is secure in the random oracle model under the assumption that the Diffie-Hellman problem is hard. Furthermore, we compare the proposed protocol with other two ID-based auditing protocols in security features, communication efficiency and computation cost. The comparisons show that the proposed protocol satisfies more security features with lower computation cost. 展开更多
关键词 ID-based auditing data integrity checking digital signature SECURITY bilinear map
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Probabilistic Model Checking-Based Survivability Analysis in Vehicle-to-Vehicle Networks 被引量:1
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作者 Li Jin Guoan Zhang Jue Wang 《China Communications》 SCIE CSCD 2018年第1期118-127,共10页
Probabilistic model checking has been widely applied to quantitative analysis of stochastic systems, e.g., analyzing the performance, reliability and survivability of computer and communication systems. In this paper,... Probabilistic model checking has been widely applied to quantitative analysis of stochastic systems, e.g., analyzing the performance, reliability and survivability of computer and communication systems. In this paper, we extend the application of probabilistic model checking to the vehicle to vehicle(V2V) networks. We first develop a continuous-time Markov chain(CTMC) model for the considered V2V network, after that, the PRISM language is adopted to describe the CTMC model, and continuous-time stochastic logic is used to describe the objective survivability properties. In the analysis, two typical failures are considered, namely the node failure and the link failure, respectively induced by external malicious attacks on a target V2V node, and interrupt in a communication link. Considering these failures, their impacts on the network survivability are demonstrated. It is shown that with increasing failure strength, the network survivability is reduced. On the other hand, the network survivability can be improved with increasing repair rate. The proposed probabilistic model checking-based approach can be effectively used in survivability analysis for the V2V networks, moreover, it is anticipated that the approach can be conveniently extended to other networks. 展开更多
关键词 V2V SURVIVABILITY ANALYSIS prob-abilistic MODEL checking PRISM
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GPS based checking survey and precise DEM development in Open mine 被引量:1
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作者 徐爱功 《Journal of Coal Science & Engineering(China)》 2008年第2期291-293,共3页
The checking survey in Open mine is one of the most frequent and important work.It plays the role of forming a connecting link between open mine planning and pro- duction.Traditional checking method has such disadvant... The checking survey in Open mine is one of the most frequent and important work.It plays the role of forming a connecting link between open mine planning and pro- duction.Traditional checking method has such disadvantages as long time consumption, heavy workload,complicated calculating process,and lower automation.Used GPS and GIS technologies to systematically study the core issues of checking survey in open mine. A detail GPS data acquisition coding scheme was presented.Based on the scheme an algorithm used for computer semiautomatic cartography was made.Three methods used for eliminating gross errors from raw data which were needed for creating DEM was dis- cussed.Two algorithms were researched and realized which can be used to create open mine fine DEM model with constrained conditions and to dynamically update the model. The precision analysis and evaluation of the created model were carried out. 展开更多
关键词 checking survey data coding gross error elimination constrained triangle net-work fine DEM model
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