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A unified linear-time temporal logic solution to the steam-boiler control specification problem
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作者 闫安 唐稚松 《Science China(Technological Sciences)》 SCIE EI CAS 1999年第3期244-251,共8页
The TLL XYZ/E is a formal language able to represent the dynamic semantics and the static semantics in a unified framework. It supports the whole process of program development, i.e. from the abstract specification to... The TLL XYZ/E is a formal language able to represent the dynamic semantics and the static semantics in a unified framework. It supports the whole process of program development, i.e. from the abstract specification to the efficiently executable program in a formal, precise and convenient way. The steam boiler control specification problem, a large case study in the fields of real time, hybrid and communication systems, is discussed with XYZ/E. The approach covers physical model construction, formal specification, stepwise refinement, verification, executable program and visual user interface programming. 展开更多
关键词 temporal logic language hybrid real-time system XYZ/E program SPECIFICATION STEPWISE REFINEMENT verification.
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Reinforcement learning with soft temporal logic constraints using limit-deterministic generalized Büchi automaton 被引量:1
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作者 Mingyu Cai Zhangli Zhou +2 位作者 Lin Li Shaoping Xiao Zhen Kan 《Journal of Automation and Intelligence》 2025年第1期39-51,共13页
This paper investigates control synthesis for motion planning under conditions of uncertainty,specifically in robot motion and environmental properties,which are modeled using a probabilistic labeled Markov decision p... This paper investigates control synthesis for motion planning under conditions of uncertainty,specifically in robot motion and environmental properties,which are modeled using a probabilistic labeled Markov decision process(PL-MDP).To address this,a model-free reinforcement learning(RL)approach is designed to produce a finite-memory control policy that meets complex tasks specified by linear temporal logic(LTL)formulas.Recognizing the presence of uncertainties and potentially conflicting objectives,this study centers on addressing infeasible LTL specifications.A relaxed LTL constraint enables the agent to adapt its motion plan,allowing for partial satisfaction by accounting for necessary task violations.Additionally,a new automaton structure is introduced to increase the density of accepting rewards,facilitating deterministic policy outcomes.The proposed RL framework is rigorously analyzed and prioritizes two key objectives:(1)satisfying the acceptance condition of the relaxed product MDP,and(2)minimizing long-term violation costs.Simulation and experimental results are presented to demonstrate the framework’s effectiveness and robustness. 展开更多
关键词 Formal methods in robotics and automation Linear temporal logic Motion planning Optimal control
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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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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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Multi-agent system motion planning under temporal logic specifications and control barrier function 被引量:1
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作者 Xinyuan HUANG Li LI Jie CHEN 《Control Theory and Technology》 EI CSCD 2020年第3期269-278,共10页
In this paper,w e provide a novel scheme to solve the motion planning problem of multi-agent systems under high-level task specifications.First,linear temporal logic is applied to express the global task specification... In this paper,w e provide a novel scheme to solve the motion planning problem of multi-agent systems under high-level task specifications.First,linear temporal logic is applied to express the global task specification.Then an efficient and decentralized algorithm is proposed to decom pose it into local tasks.M oreover,w e use control barrier function to synthesize the local controller for each agent under the linear temporal logic motion plan with safety constraint.Finally,simulation results show the effectiveness and efficiency of our proposed scheme. 展开更多
关键词 temporal logic multi-agent system formal methods control barrier function
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Translating Linear Temporal Logic Formula s into Automata 被引量:1
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作者 Zhu Weijun Zhou Qinglei Zhang Haibin 《China Communications》 SCIE CSCD 2012年第6期100-113,共14页
To combat the well-known state-space explosion problem in Prop ositional Linear T emp o- ral Logic (PLTL) model checking, a novel algo- rithm capable of translating PLTL formulas into Nondeterministic Automata (NA... To combat the well-known state-space explosion problem in Prop ositional Linear T emp o- ral Logic (PLTL) model checking, a novel algo- rithm capable of translating PLTL formulas into Nondeterministic Automata (NA) in an efficient way is proposed. The algorithm firstly transforms PLTL formulas into their non-free forms, then it further translates the non-free formulas into their Normal Forms (NFs), next constructs Normal Form Graphs (NFGs) for NF formulas, and it fi- nally transforms NFGs into the NA which ac- cepts both finite words and int-mite words. The experimental data show that the new algorithm re- duces the average number of nodes of target NA for a benchmark formula set and selected formulas in the literature, respectively. These results indi- cate that the PLTL model checking technique em- ploying the new algorithm generates a smaller state space in verification of concurrent systems. 展开更多
关键词 theoretical computer science modelchecking normal form graph AUTOMATA proposi-tional linear temporal logic
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Timed automata for metric interval temporal logic formulae in prototype verification system
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作者 许庆国 缪淮扣 《Journal of Shanghai University(English Edition)》 CAS 2008年第4期339-346,共8页
Based on analysis of the syntax structure and semantics model of the metric interval temporal logic (MITL) formulas, it is shown how to transform a formula written in the real-time temporal logic MITL formula into a... Based on analysis of the syntax structure and semantics model of the metric interval temporal logic (MITL) formulas, it is shown how to transform a formula written in the real-time temporal logic MITL formula into a fair timed automaton (TA) that recognizes its satisfying models with prototype verification system (PVS) in this paper. Both the tabular construction's principles and the PVS implementation details are given for the different type of MITL formula according to the corresponding semantics interpretations. After this transformation procedure, specifications expressed with MITL formula can be verified formally in the timed automata framework developed previously. 展开更多
关键词 real-time system metric interval temporal logic (MITL) timed automata (TA) prototype verificationsystem (PVS)
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Hierarchical Controller Synthesis Under Linear Temporal Logic Specifications Using Dynamic Quantization
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作者 Wei Ren Zhuo-Rui Pan +1 位作者 Weiguo Xia Xi-Ming Sun 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2024年第10期2082-2098,共17页
Linear temporal logic(LTL)is an intuitive and expressive language to specify complex control tasks,and how to design an efficient control strategy for LTL specification is still a challenge.In this paper,we implement ... Linear temporal logic(LTL)is an intuitive and expressive language to specify complex control tasks,and how to design an efficient control strategy for LTL specification is still a challenge.In this paper,we implement the dynamic quantization technique to propose a novel hierarchical control strategy for nonlinear control systems under LTL specifications.Based on the regions of interest involved in the LTL formula,an accepting path is derived first to provide a high-level solution for the controller synthesis problem.Second,we develop a dynamic quantization based approach to verify the realization of the accepting path.The realization verification results in the necessity of the controller design and a sequence of quantization regions for the controller design.Third,the techniques of dynamic quantization and abstraction-based control are combined together to establish the local-to-global control strategy.Both abstraction construction and controller design are local and dynamic,thereby resulting in the potential reduction of the computational complexity.Since each quantization region can be considered locally and individually,the proposed hierarchical mechanism is more efficient and can solve much larger problems than many existing methods.Finally,the proposed control strategy is illustrated via two examples from the path planning and tracking problems of mobile robots. 展开更多
关键词 Abstraction-based control design dynamic quantization formal methods linear temporal logic(LTL)
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Model Checking over Paraconsistent Temporal Logic
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作者 陈冬火 王林章 崔家林 《Journal of Donghua University(English Edition)》 EI CAS 2008年第5期571-580,共10页
Classical logic cannot be used to effectively reason about concurrent systems with inconsistencies (inconsistencies often occur, especially in the early stage of the development, when large and complex concurrent syst... Classical logic cannot be used to effectively reason about concurrent systems with inconsistencies (inconsistencies often occur, especially in the early stage of the development, when large and complex concurrent systems are developed). In this paper, we propose the use of a guasi-classical temporal logic (QCTL) for supporting the verification of temporal properties of such systems even where the consistent model is not available. Our models are paraKripke structures (extended standard Kripke structures), in which both a formula and its negation are satisfied in a same state, and properties to be verified are expressed by QCTL with paraKripke structures semantics. We introduce a novel notion of paraKripke models, which grasps the paraconsistent character of the entailment relation of QCTL. Furthermore, we explore the methodology of model checking over QCTL, and describe the detailed algorithm of implementing QCTL model checker. In the sequel, a simple example is presented, showing how to exploit the proposed model checking technique to verify the temporal properties of inconsistent concurrent systems. 展开更多
关键词 INCONSISTENCY concurrent systems paraconsistent temporal logic model checking
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Hierarchical Coordinated Control for Power System Voltage Using Linear Temporal Logic
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作者 Hongshan ZHAO Hongliang GAO Yang XIA 《Engineering(科研)》 2009年第2期117-126,共10页
The paper proposed an approach to study the power system voltage coordinated control using Linear Temporal Logic (LTL). First, the hybrid Automata model for power system voltage control was given, and a hierarchical c... The paper proposed an approach to study the power system voltage coordinated control using Linear Temporal Logic (LTL). First, the hybrid Automata model for power system voltage control was given, and a hierarchical coordinated voltage control framework was described in detail. In the hierarchical control structure, the high layer is the coordinated layer for global voltage control, and the low layer is the power system controlled. Then, the paper introduced the LTL language, its specification formula and basic method for control. In the high layer, global voltage coordinated control specification was defined by LTL specification formula. In order to implement system voltage coordinated control, the LTL specification formula was transformed into hybrid Automata model by the proposed algorithms. The hybrid Automata in high layer could coordinate the different distributed voltage controller, and have constituted a closed loop global voltage control system satisfied the LTL specification formula. Finally, a simple example of power system voltage control include the OLTC controller, the switched capacitor controller and the under-voltage shedding load controller was given for simulating analysis and verification by the proposed approach for power system coordinated voltage control. The results of simulation showed that the proposed method in the paper is feasible. 展开更多
关键词 Power Systems VOLTAGE CONTROL Linear temporal logic HIERARCHICAL COORDINATED CONTROL Hybrid AUTOMATA
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A Heuristic Method for Temporal Analysis Based on Petri Net
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作者 Fu Jian-ming Zhu Fu-xi Xiong Hui 《Wuhan University Journal of Natural Sciences》 CAS 2002年第4期415-420,共6页
Reachability-based analysis and temporal analysis are used to verify the properties of concurrent systems, and it is important to exploit fast and efficient methods. This paper gives semantics of temporal formulae wit... Reachability-based analysis and temporal analysis are used to verify the properties of concurrent systems, and it is important to exploit fast and efficient methods. This paper gives semantics of temporal formulae with edges of the transition system of Petri net, and then presents a fast temporal analyzing method, which takes advantage of both Petri net and temporal logic. The method only expands a path of equivalence trace while the path does not satisfy a property according to trace semantics of Petri net, and can validate directly the property on Petri net. Moreover, we exploit a minimal degree of in-out of a node as heuristics to select a path of an equivalence trace. Finally, we demonstrate the validity of the method that decreases state spaces and improves the verification system with the experimental results. 展开更多
关键词 Petri net transition system temporal logic trace language
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基于STPA的联锁系统层级安全需求建模及确认方法
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作者 陈祖希 周林 +3 位作者 梅萌 王龙生 张宏扬 徐中伟 《中国铁道科学》 北大核心 2026年第1期185-196,共12页
针对铁路联锁系统安全需求验证中存在的动态行为建模不足和层级约束可追溯性弱等问题,提出1种基于系统理论过程分析(STPA)与形式化开发协同的安全需求建模及确认方法。首先,通过扩展STPA框架,建立多层次的安全需求模型,将顶层抽象的系... 针对铁路联锁系统安全需求验证中存在的动态行为建模不足和层级约束可追溯性弱等问题,提出1种基于系统理论过程分析(STPA)与形式化开发协同的安全需求建模及确认方法。首先,通过扩展STPA框架,建立多层次的安全需求模型,将顶层抽象的系统级安全约束逐步精化为具体的安全需求;其次,设计面向铁路联锁领域的分层精化策略,实现安全需求向形式化模型不变式与事件守卫条件的系统性转化;最后,引入形式化验证工具链,构建集定理证明、模型检测和行为仿真于一体的混合验证机制,通过数学证明完成各精化层级的验证,利用模型检验的状态空间探索与反例生成功能,全面验证由安全需求转化而来的模型不变式及线性时序逻辑(LTL)的正确性,并通过仿真复现典型运行场景,确认系统无死锁且满足预期的安全需求。结果表明:经过3次分层精化,将132条证明义务分解到4层模型中,并通过形式化验证工具进一步完成安全需求的确认,有效降低了铁路联锁系统安全需求建模的复杂性,也为铁路联锁系统的安全运行奠定了基础。 展开更多
关键词 铁路联锁系统 形式化方法 安全需求 线性时序逻辑 STPA
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面向云端拜占庭故障的列控应用安全计算架构 被引量:1
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作者 芦泽和 朱力 梁雅楠 《铁路通信信号工程技术》 2026年第2期10-16,共7页
云原生列控应用在开放计算环境中面临逻辑劫持、时序攻击和拜占庭失效等安全挑战,为此,提出一种逻辑-时序双维度可信验证架构(Logic-Temporal Dual-dimension Verification,LTDV)。该架构通过Paillier同态加密构建逻辑证据链以验证程序... 云原生列控应用在开放计算环境中面临逻辑劫持、时序攻击和拜占庭失效等安全挑战,为此,提出一种逻辑-时序双维度可信验证架构(Logic-Temporal Dual-dimension Verification,LTDV)。该架构通过Paillier同态加密构建逻辑证据链以验证程序控制流的完整性,利用时序哈希链绑定时间戳以确保行为的实时性,并基于结果驱动的过滤式多数表决机制实现轻量级的拜占庭容错。在云化列控仿真平台的临时限速场景实验中,结果表明该架构能够有效检测多种典型攻击场景,平均检测率达97.8%,在正常工况测试中,系统误报率低于0.1%。与此同时,系统时延稳定在百毫秒级别,确保开销可控。总体而言,该架构在毫秒级响应时间内显著提升云端列控计算的可信性,具有良好的工程应用前景。 展开更多
关键词 云端列控 临时限速 逻辑验证 时序哈希链 同态加密 拜占庭容错
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ReChecker:基于模型检测的智能合约重入漏洞检测方法
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作者 柴新卓 刘国玺 +2 位作者 李乐成 代飞 黄苾 《计算机集成制造系统》 北大核心 2026年第3期1011-1024,共14页
智能合约的重入漏洞检测是保障其安全性的重要技术手段之一。现有基于符号执行、模糊测试和模型检测方法,只考虑了无锁智能合约,未考虑有锁智能合约的重入漏洞检测。有效建模智能合约并定义重入漏洞的安全性质具有挑战性。本文提出了一... 智能合约的重入漏洞检测是保障其安全性的重要技术手段之一。现有基于符号执行、模糊测试和模型检测方法,只考虑了无锁智能合约,未考虑有锁智能合约的重入漏洞检测。有效建模智能合约并定义重入漏洞的安全性质具有挑战性。本文提出了一种基于模型检测的智能合约重入漏洞检测方法(ReChecker),将智能合约细分为有锁智能合约和无锁智能合约,结合检查-生效-交互模式(CEI)和锁机制,实现对智能合约重入漏洞的自动检测。首先,基于抽象语法树(AST),将智能合约源代码建模为标号迁移系统(LTS);其次,从执行顺序和访问控制视角,使用线性时序逻辑(LTL)公式分别定义了基于CEI模式和基于锁机制的重入漏洞安全性质;然后,在进程分析工具(PAT)的支持下,自动化地检测了有锁智能合约和无锁智能合约是否会发生重入漏洞。最后,为了验证所提方法的有效性,在3个数据集上进行了实验,实验结果表明:相比5种基准方法,ReChecker的准确率平均提升了10.83%,漏报率和误报率平均降低了12%和17.5%. 展开更多
关键词 智能合约 重入漏洞 模型检测 抽象语法树 标号迁移系统 线性时序逻辑
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Signal temporal logic-based vehicle trajectory planning with MPC for signal-free intersection with emergency CAVs
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作者 Wanqing Zuo Yunwen Xu +2 位作者 Youren Chen Dewei Li Chen Zhang 《Journal of Control and Decision》 2025年第6期1065-1076,共12页
The traffic rules governing the passage of different types of vehicles at signal-free intersections are distinct,especially for the emergency vehicles.Although these traffic rules can be described through deliberate m... The traffic rules governing the passage of different types of vehicles at signal-free intersections are distinct,especially for the emergency vehicles.Although these traffic rules can be described through deliberate mathematical expressions,but showing limitations in terms of the userfriendliness of rule description.This paper proposes an improved STL-based trajectory planning method for CAVs at signal-free intersections,describing traffic rules with STL formulas,which bridges the gap between human-understandable and machine-understandable traffic rules.The MPC framework is utilised to guarantee real-time trajectory planning by reducing travel time of vehicles passing through the intersection.Simulation results show improved traffic efficiency compared with other methods while ensuring adherence to yielding rules for emergency CAVs. 展开更多
关键词 Signal temporal logic signal-free intersection emergency CAVs trajectory planning model predictive control
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Model predictive control for on-orbit inspection mission with signal temporal logic specifications
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作者 Zeyang Zhao Jian Zhang +1 位作者 Yi Zhang Qiang Shen 《Aerospace Systems》 2025年第4期909-921,共13页
This paper proposes a model predictive control(MPC)algorithm for a small satellite to accomplish on-orbit inspection missions.The relative dynamics of satellite is modelled first.Then,multiple constraints are taken in... This paper proposes a model predictive control(MPC)algorithm for a small satellite to accomplish on-orbit inspection missions.The relative dynamics of satellite is modelled first.Then,multiple constraints are taken into account for the on-orbit inspection missions,including input saturation,obstacle avoidance,velocity limit,and task specifications.To precisely formulate the tasks,the signal temporal logic(STL)framework is employed,where an auxiliary function is required to be designed based on the robust semantics of STL formulas.Considering the impact of input saturation,the proposed algorithm designs the auxiliary function in the form of cube power function,and incorporate it into the optimization problem in MPC.After that,the terminal ingredients are designed,whose parameters can be efficiently calculated based on linear matrix inequality techniques.Finally,numerical simulation is applied to validate the effectiveness of the proposed control strategy. 展开更多
关键词 Model predictive control(MPC) Signal temporal logic(STL) On-orbit inspection Small satellite
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Application of the Constrained Predicated Nets and Interval Logic to Production Systems
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作者 徐林 吴智铭 曹木亮 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2003年第2期74-81,共8页
A method to model and analyze the hybrid systems is presented. The time to be considered in the plant is taken as an explicit parameter through the constrained predicated net (CPN). The CPN's basic structure is a ... A method to model and analyze the hybrid systems is presented. The time to be considered in the plant is taken as an explicit parameter through the constrained predicated net (CPN). The CPN's basic structure is a Petri net with predicated transition. All components of the net are expressed by annotation which is defined on rational set Q. The analysis method for the plant is interval temporal logic represented by Petri nets. This paper combines the above two methods to synthesize the hybrid system, gives a simple and clear expression of the expected action of the studied plant. 展开更多
关键词 temporal constrained predicated nets temporal logic Hybrid systems Petri nets.
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A Logical Treatment of Non-Termination and Program Behaviour
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作者 Martin Ward Hussein Zedan 《Journal of Software Engineering and Applications》 2014年第7期555-561,共7页
Can the semantics of a program be represented as a single formula? We show that one formula is insufficient to handle assertions, refinement or slicing, while two formulae are sufficient: A (S) , defining non-terminat... Can the semantics of a program be represented as a single formula? We show that one formula is insufficient to handle assertions, refinement or slicing, while two formulae are sufficient: A (S) , defining non-termination, and B (S), defining behaviour. Any two formulae A and B will define a corresponding program. Refinement is defined as implication between these formulae. 展开更多
关键词 FORMAL Methods Refinement Non-Termination NON-DETERMINISM Weakest PRECONDITION temporal logic Wide-Spectrum Language
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中国林业新质生产力的形成逻辑、时空演变与障碍因子分析 被引量:10
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作者 柯水发 万深玮 +1 位作者 孔凡斌 朱洪革 《林业科学》 北大核心 2025年第3期199-213,共15页
【目的】基于林业新质生产力的形成逻辑,构建中国林业新质生产力评价体系,捕捉其时空演变特征,探讨缓解当前林业新质生产力发展面临的主要制约因素,为中国林业新质生产力发展提供参考和决策依据。【方法】首先,基于中国31个省(区、市)2... 【目的】基于林业新质生产力的形成逻辑,构建中国林业新质生产力评价体系,捕捉其时空演变特征,探讨缓解当前林业新质生产力发展面临的主要制约因素,为中国林业新质生产力发展提供参考和决策依据。【方法】首先,基于中国31个省(区、市)2012—2020年共9年面板数据,采用熵值法对三级指标赋权,测算中国及各地区林业新质生产力综合情况以及各维度的发展水平;其次,运用核密度估计方法捕捉全国及各地区林业新质生产力的时空演变特征;再次,使用Dagum基尼系数计算并分解中国林业新质生产力在区域间的差异及其贡献率,同时借助Moran’s I检验各省的空间自相关性;最后,应用障碍因子识别方法找出阻碍林业新质生产力发展排名前3位的因素。【结果】1)在样本期内,中国林业新质生产力总体呈上升趋势,不过发展不平衡不充分的现象较为明显;2)全国及各地区内和地区间,林业新质生产力的基尼系数变化均处于波动中上升状态,且各省林业新质生产力发展水平存在空间自相关性和空间聚集特征;3)林业新质生产力发展主要受单位林业劳动生产率、新兴新质林业产业产值占比以及森林生态系统服务价值因素制约。【结论】未来,应完善新型林业劳动者所需的培训体系,加强林业科技推广;调整新型林业劳动资料所需的产业结构,推动林业产业升级;优化新型林业劳动对象所需的政策体系,打通价值转化渠道。 展开更多
关键词 新质生产力 林业产业 形成逻辑 时空演变 障碍因子识别
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时序知识图谱构建关键技术及研究进展 被引量:2
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作者 曾朝晖 杨阳 +3 位作者 陈晓方 桂卫华 阳春华 彭郅荣 《控制理论与应用》 北大核心 2025年第5期865-874,共10页
近年来,时序知识图谱受到国内外研究人员的广泛关注,成为研究热点.区别于传统知识图谱,时序知识图谱嵌入了时序信息,能够表示时序关系和因果关系,描述关系变化规律和事件演化模式,可成为能感知时间信息和因果律的知识库.本文对时序知识... 近年来,时序知识图谱受到国内外研究人员的广泛关注,成为研究热点.区别于传统知识图谱,时序知识图谱嵌入了时序信息,能够表示时序关系和因果关系,描述关系变化规律和事件演化模式,可成为能感知时间信息和因果律的知识库.本文对时序知识图谱构建技术进行综述.首先,本文介绍了时序知识图谱的定义和构建流程;其次,梳理了时序知识图谱构建过程中时序知识抽取、时序知识嵌入、时序逻辑推理等关键技术的研究进展,分析其发展状况并指出优缺点;最后,给出面向多级决策的铝电解氧化铝浓度多粒度知识图谱构建与应用案例,对时序知识图谱在流程工业领域的应用前景进行了展望. 展开更多
关键词 时序知识图谱 时序知识抽取 时序知识嵌入 时序逻辑推理 多粒度 深度学习
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