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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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Reinforcement learning with soft temporal logic constraints using limit-deterministic generalized Büchi automaton
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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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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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Fuzzy Logic Deadzone Compensation with Feedback Linearization of Nonlinear Systems 被引量:1
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作者 Jun Oh Jang 《Applied Mathematics》 2019年第3期87-99,共13页
A fuzzy logic compensator is designed for feedback linearizable nonlinear systems with deadzone nonlinearity. The classification property of fuzzy logic systems makes them a natural candidate for the rejection of erro... A fuzzy logic compensator is designed for feedback linearizable nonlinear systems with deadzone nonlinearity. The classification property of fuzzy logic systems makes them a natural candidate for the rejection of errors induced by the deadzone, which has regions in which it behaves differently. A tuning algorithm is given for the fuzzy logic parameters, so that the deadzone compensation scheme becomes adaptive, guaranteeing small tracking errors and bounded parameter estimates. Formal nonlinear stability proofs are given to show that the tracking error is small. The fuzzy logic deadzone compensator is simulated on a one-link robot system to show its efficacy. 展开更多
关键词 DEADZONE COMPENSATION Feedback linearIZATION Fuzzy logic Stability
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A Logical Characterization for Linear Higher-Order Processes
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作者 徐贤 龙环 《Journal of Shanghai Jiaotong university(Science)》 EI 2015年第2期185-194,共10页
Modal logic characterization in a higher-order setting is usually not a trivial task because higher-order process-passing is quite different from first-order name-passing. We study the logical characterization of high... Modal logic characterization in a higher-order setting is usually not a trivial task because higher-order process-passing is quite different from first-order name-passing. We study the logical characterization of higherorder processes constrained by linearity. Linearity respects resource-sensitiveness and does not allow processes to duplicate themselves arbitrarily. We provide a modal logic that characterizes linear higher-order processes,particularly the bisimulation called local bisimulation over them. More importantly, the logic has modalities for higher-order actions downscaled to resembling first-order ones in Hennessy-Milner logic, based on a formulation exploiting the linearity of processes. 展开更多
关键词 modal logic BISIMULATION linearITY HIGHER-ORDER process calculi
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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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Identification of Question and Non-Question Segments in Arabic Monologues Using Prosodic Features: Novel Type-2 Fuzzy Logic and Sensitivity-Based Linear Learning Approaches
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作者 Sunday Olusanya Olatunji Lahouari Cheded +1 位作者 Wasfi G. Al-Khatib Omair Khan 《Journal of Intelligent Learning Systems and Applications》 2013年第3期165-175,共11页
In this paper, we extend our previous study of addressing the important problem of automatically identifying question and non-question segments in Arabic monologues using prosodic features. We propose here two novel c... In this paper, we extend our previous study of addressing the important problem of automatically identifying question and non-question segments in Arabic monologues using prosodic features. We propose here two novel classification approaches to this problem: one based on the use of the powerful type-2 fuzzy logic systems (type-2 FLS) and the other on the use of the discriminative sensitivity-based linear learning method (SBLLM). The use of prosodic features has been used in a plethora of practical applications, including speech-related applications, such as speaker and word recognition, emotion and accent identification, topic and sentence segmentation, and text-to-speech applications. In this paper, we continue to specifically focus on the Arabic language, as other languages have received a lot of attention in this regard. Moreover, we aim to improve the performance of our previously-used techniques, of which the support vector machine (SVM) method was the best performing, by applying the two above-mentioned powerful classification approaches. The recorded continuous speech is first segmented into sentences using both energy and time duration parameters. The prosodic features are then extracted from each sentence and fed into each of the two proposed classifiers so as to classify each sentence as a Question or a Non-Question sentence. Our extensive simulation work, based on a moderately-sized database, showed the two proposed classifiers outperform SVM in all of the experiments carried out, with the type-2 FLS classifier consistently exhibiting the best performance, because of its ability to handle all forms of uncertainties. 展开更多
关键词 ARABIC Monologues Prosodic Features Type-2 FUZZY logic Systems Sensitivity Based linear LearningMethod Support Vector Machines
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The Media Logic and Cultural Impact of WeChat
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作者 Jiaxin Yang 《Open Journal of Applied Sciences》 2024年第7期1754-1761,共8页
Through its media logic, which is defined by programmability, pervasiveness, connectivity, and datafication, WeChat establishes a non-linear, interactive, and user-dominated media environment. This media logic enhance... Through its media logic, which is defined by programmability, pervasiveness, connectivity, and datafication, WeChat establishes a non-linear, interactive, and user-dominated media environment. This media logic enhances the influence of each user within WeChat’s narrative landscape and revolutionises traditional media narration methods by enabling them to generate and distribute content. In such an environment, users are able to edit, receive, and send information without constraints of time or distance, which enables delayed interactions that broaden the potential for human communication and dissemination. Additionally, WeChat partially replaces social behaviours and institutions, thereby modifying their original structures and characteristics. As individuals become more accustomed to this media environment, they progressively adjust to the forms that are appropriate for media representation on WeChat, thereby completing the mediatization of culture and society. In this process, individuals are becoming more dependent on media and media logic, with WeChat’s influence permeating social and cultural activities through its media logic. This interaction has a substantial impact on society and culture, thereby aiding in their reconstruction. 展开更多
关键词 Social Media Media logic Non-linear Narratives User Engagement MEDIATIZATION
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基于超线性时序逻辑的无二义加权自动机的可检测性研究
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作者 张涛 彭皓天 《天津理工大学学报》 2025年第1期112-117,共6页
文中从超线性时序逻辑(hyper linear temporal logic, HyperLTL)的角度深入探讨了加权离散事件系统(discrete event systems, DESs)的可检测性问题。先前关于DESs的研究通常假设事件转换是瞬时的或无需成本的。然而,在实际生产环境中,... 文中从超线性时序逻辑(hyper linear temporal logic, HyperLTL)的角度深入探讨了加权离散事件系统(discrete event systems, DESs)的可检测性问题。先前关于DESs的研究通常假设事件转换是瞬时的或无需成本的。然而,在实际生产环境中,事件转换往往涉及时间和成本的消耗,这需要在DESs研究中引入加权因素。加权决策策略旨在通过为不同事件或状态分配权重来优化系统性能、指导政策制定,并实现高效、安全和可靠地运行。讨论了从加权DESs建模中得出的无二义加权自动机(unambiguous weighted automata, UWAs)。在此基础上,将其转换为一种特殊的Kripke结构,以捕获此类加权自动机的信息,从而实现HyperLTL的明确表示。 展开更多
关键词 网络安全 离散事件系统 可检测性 超线性时序逻辑 无二义加权自动机
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集群协同任务规划的形式逻辑方法:综述与展望
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作者 李忠奎 王俊杰 +3 位作者 张云奕 张硕 国萌 孙志勇 《自动化学报》 北大核心 2025年第10期2211-2231,共21页
由无人车、无人机等构成的无人集群系统在军民领域有着广泛应用.任务规划作为集群的决策中枢,面临时序冲突协调、大规模异构协同以及动态环境适应等多重挑战.传统的混合整数优化方法在表达灵活性和实时求解方面存在明显不足,而基于机器... 由无人车、无人机等构成的无人集群系统在军民领域有着广泛应用.任务规划作为集群的决策中枢,面临时序冲突协调、大规模异构协同以及动态环境适应等多重挑战.传统的混合整数优化方法在表达灵活性和实时求解方面存在明显不足,而基于机器学习的规划方法则在可解释性与扩展性上存在固有局限.近年来,以线性时序逻辑和信号时序逻辑为代表的形式逻辑方法,凭借任务描述准确完备、逻辑推理严谨和可解释性强等优势,已成为集群任务建模与规划的重要手段.本文系统回顾了基于形式逻辑的集群任务规划研究进展,围绕基本语法语义、规划架构范式以及大规模和动态不确定环境下的适应机制等方面展开全面分析.同时,探讨大语言模型在自然语言任务理解、形式化任务建模及任务规划中的应用潜力.最后,展望非完备环境下的持续规划、集群任务与运动的联合规划以及形式逻辑与大语言模型融合的闭环规划等未来研究方向. 展开更多
关键词 多机器人系统 自主无人系统 集群协同 任务规划 线性时序逻辑 信号时序逻辑 大语言模型
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一种基于分段驱动的双环路数模混合LDO
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作者 罗金伟 黄晓宗 +1 位作者 万瑞捷 廖鹏飞 《微电子学》 北大核心 2025年第1期127-133,共7页
设计了一种可适用于数字负载的双环路数字辅助模拟低压差线性稳压器(Low Dropout Regulator, LDO)电路架构。数字逻辑控制器采用分段和二分搜索的混合算法,当发生瞬态事件时,以数字环路控制为主,快速搜索确定功率管组导通数量,提供粗调... 设计了一种可适用于数字负载的双环路数字辅助模拟低压差线性稳压器(Low Dropout Regulator, LDO)电路架构。数字逻辑控制器采用分段和二分搜索的混合算法,当发生瞬态事件时,以数字环路控制为主,快速搜索确定功率管组导通数量,提供粗调电流,实现快速瞬态响应,然后进入稳态,以模拟环路控制为主,提供微调电流,实现高精度直流电压输出。提出的混合LDO基于55 nm CMOS工艺设计,具有最大52 mA负载能力,数字逻辑控制器工作时钟为50 MHz。仿真结果表明,负载电流在200 ns内在2~52 mA之间跳变时,混合LDO电路的最大过冲电压和上冲电压分别为121 mV和154 mV,瞬态恢复时间<1μs。 展开更多
关键词 低压差线性稳压器 混合算法 数字逻辑 瞬态响应
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面向输出混淆度最优化的逻辑加密线性规划方法
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作者 秦蔚蓉 崔晓通 程克非 《电子与信息学报》 北大核心 2025年第9期3167-3177,共11页
逻辑加密通过向硬件设计中插入密钥驱动的门电路来混淆原始电路,其能够有效预防集成电路中的知识产权窃取和硬件木马等安全问题。逻辑加密方法的安全程度主要在于其结构的安全性和输出混淆度,前者决定了攻击者排除错误密钥或找到正确密... 逻辑加密通过向硬件设计中插入密钥驱动的门电路来混淆原始电路,其能够有效预防集成电路中的知识产权窃取和硬件木马等安全问题。逻辑加密方法的安全程度主要在于其结构的安全性和输出混淆度,前者决定了攻击者排除错误密钥或找到正确密钥的效率,而后者决定了攻击者寻找近似密钥方案的可行性。该文研究如何将线性规划应用于逻辑加密,并在此基础上提出一种自增长的密钥选择算法以最优化错误密钥情况下的电路输出混淆度。实验结果验证了线性规划在提升逻辑加密输出混淆度方面的有效性。 展开更多
关键词 逻辑加密 线性规划 随机性 最优化 输出混淆度
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和合共生视角下线性资源文化旅游利用的逻辑框架与研究展望 被引量:2
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作者 朱其静 杨效忠 +1 位作者 李冬花 陆林 《人文地理》 北大核心 2025年第2期21-30,共10页
不同尺度、不同类型的资源“线性”发展趋势需要立足地理学时空思维,针对线性资源形成统一的概念界定,完善已有的资源认知体系。文化旅游产业为推动资源整合和创新利用提供了丰富的研究议题和发展路径。研究认为:和合共生为理解资源在... 不同尺度、不同类型的资源“线性”发展趋势需要立足地理学时空思维,针对线性资源形成统一的概念界定,完善已有的资源认知体系。文化旅游产业为推动资源整合和创新利用提供了丰富的研究议题和发展路径。研究认为:和合共生为理解资源在“时间—空间—价值”多维度的“线性”转变提供认识论基础,也为线性资源文化旅游利用提供重要的方法论启示。针对线性资源动态演化的整体性审视及其文化旅游利用的基本事实,提出线性资源文化旅游利用的“R-P-D”理论假说,在资源资本化、资本空间化和空间资本化助推下,遵循“线性资源—线性旅游产品—线性旅游目的地”互动循环、螺旋上升的滚雪球过程,资源跳出了空间,空间不断孵化新资源。在和合共生理念指导下,始终遵循将资本权力置于中国式现代化人本逻辑之下,实现资源利用到空间创新的可持续迭代发展。研讨未来可以重点开展线性资源文化旅游利用的过程、机制和不同空间模式研究,以期为资源的创新利用研究提供新的理论视角。 展开更多
关键词 线性资源 文化旅游利用 和合共生 逻辑框架 研究展望
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基于模糊自抗扰控制的汽车充电桩DC/DC变换器
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作者 杨静 祝龙记 《河南科技学院学报(自然科学版)》 2025年第5期73-83,共11页
目的解决汽车充电桩中DC/DC变换器在负载受到扰动时容易出现输出电压波动大、动态响应时间慢的问题.方法在建立DC/DC变换器小信号数学模型的前提下,提出一种基于模糊自抗扰控制的DC/DC变换器控制方法.首先,基于扫频法获取变换器低阶等... 目的解决汽车充电桩中DC/DC变换器在负载受到扰动时容易出现输出电压波动大、动态响应时间慢的问题.方法在建立DC/DC变换器小信号数学模型的前提下,提出一种基于模糊自抗扰控制的DC/DC变换器控制方法.首先,基于扫频法获取变换器低阶等效模型.其次,利用模型参数信息来改进扩张状态观测器的系数矩阵,实时估计并补偿变换器控制系统受到的总扰动.最后,引入模糊控制对线性自抗扰控制器的参数进行在线调整.结果仿真结果表明,在负载变化条件下,采用模糊自抗扰控制器的变换器输出电压峰值更小,恢复时间更短,动态响应优于PI控制器.结论相比PI控制策略,模糊自抗扰控制策略能有效增强变换器系统的抗扰能力,提升动态性能,更好地稳定电压. 展开更多
关键词 谐振变换器 扩展描述函数法 线性自抗扰控制 模糊控制
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Transient Stability Improvement of Power System Using Non-Linear Controllers 被引量:1
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作者 Rekha Chaudhary Arun Kumar Singh 《Energy and Power Engineering》 2014年第1期10-16,共7页
This paper presents the design of a non-linear controller to prevent an electric power system losing synchronism after a large sudden fault and to achieve good post fault voltage level. By Direct Feedback Linearizatio... This paper presents the design of a non-linear controller to prevent an electric power system losing synchronism after a large sudden fault and to achieve good post fault voltage level. By Direct Feedback Linearization (DFL) technique robust non-linear excitation controller is designed which will achieve stability enhancement and voltage regulation of power system. By utilizing this technique, there is a possibility of selecting various control loops for a particular application problem. This method plays an important role in control system and power system engineering problem where all relevant variables cannot be directly measured. Simulated results carried out on a single machine infinite bus power system model which shows the enhancement of transient stability regardless of the fault and changes in network parameters. 展开更多
关键词 Single Machine INFINITE Bus (SMIB) Direct Feedback linearIZATION (DFL) Fuzzy logic Controller (FLC) SLIDING Mode Control (SMC)
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Load Frequency Control of Small Hydropower Plants Using One-Input Fuzzy PI Controller with Linear and Non-Linear Plant Model 被引量:2
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作者 Derek Ajesam Asoh Edwin Nyuysever Mbinkar Albert Nouck Moutlen 《Smart Grid and Renewable Energy》 2022年第1期1-16,共16页
<span style="font-family:Verdana;">This study presents an intelligent approach for load frequency control (LFC) of small hydropower plants (SHPs). The approach which is based on fuzzy logic (FL), takes... <span style="font-family:Verdana;">This study presents an intelligent approach for load frequency control (LFC) of small hydropower plants (SHPs). The approach which is based on fuzzy logic (FL), takes into account the non-linearity of SHPs—something which is not possible using traditional controllers. Most intelligent methods use two-</span><span style="font-family:;" "=""> </span><span style="font-family:;" "=""><span style="font-family:Verdana;">input fuzzy controllers, but because such controllers are expensive, there is </span><span style="font-family:Verdana;">economic interest in the relatively cheaper single-input controllers. A n</span><span style="font-family:Verdana;">on-</span></span><span style="font-family:;" "=""> </span><span style="font-family:Verdana;">linear control model based on one-input fuzzy logic PI (FLPI) controller was developed and applied to control the non-linear SHP. Using MATLAB/Si</span><span style="font-family:Verdana;">- </span><span style="font-family:Verdana;">mulink SimScape, the SHP was simulated with linear and non-linear plant models. The performance of the FLPI controller was investigated and compared with that of the conventional PI/PID controller. Results show that the settling time for the FLPI controller is about 8 times shorter;while the overshoot is about 15 times smaller compared to the conventional PI/PID controller. Therefore, the FLPI controller performs better than the conventional PI/PID controller not only in meeting the LFC control objective but also in ensuring increased dynamic stability of SHPs.</span> 展开更多
关键词 Small Hydropower Plant linear and Non-linear Model Load Frequency Control Non-linear Control Fuzzy logic Controller Renewable Energy
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Spectral Characteristics of the Best Affine Approach of Multi-Output m-Valued Logical Functions
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作者 ZHAO Yaqun YING Dinghai FENG Dengguo 《Wuhan University Journal of Natural Sciences》 CAS 2007年第1期185-188,共4页
This paper discusses the best affine approach (BAA) of multi-output m-valued logical functions. First, it gives the spectra of rate of accordance between multi-output m-valued logical functions and their affine func... This paper discusses the best affine approach (BAA) of multi-output m-valued logical functions. First, it gives the spectra of rate of accordance between multi-output m-valued logical functions and their affine functions, then analyzes the BAA of multi-output m-valued logical functions and finally gives the spectral characteristics of BAA of multi-output m-valued logical functions. 展开更多
关键词 multi-output m-valued logical functions linear spectrum cyclic spectrum BAA(best affine approach)
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SPECTRAL ANALYSIS OF SOME INDEPENDENCES OF MULTIPLE-VALUED LOGICAL FUNCTIONS ON THEIR VARIABLES
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作者 武传坤 《Journal of Electronics(China)》 1993年第3期217-226,共10页
There are many kinds of special relationships between multiple-valued logical func-tions and their variables, and they are difficult to be judged from their expressions. In thispaper, some sufficient and necessary con... There are many kinds of special relationships between multiple-valued logical func-tions and their variables, and they are difficult to be judged from their expressions. In thispaper, some sufficient and necessary conditions of the independence and statistical independenceof multiple-valued logical functions on their variables are given. Some conditions of algebraicindependence of multiple-valued logical functions on some of their variables and the way to de-generate a function to the greatest extent are proposed, and some applications of these resultsare indicated. All the results are studied by using Chrestenson spectral techniques. 展开更多
关键词 Multiple-valued logical function Chrestenson SPECTRUM DEGENERATION Correlationimmunity linear code
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一种基于Petri网的多机器人路径规划建模方法 被引量:1
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作者 褚晶 周力 +3 位作者 岳颀 胡悦 郑子轩 黄勇 《西北工业大学学报》 EI CAS CSCD 北大核心 2024年第4期716-725,共10页
月球基地建设是当前各国月球探测与开发计划的核心使能技术之一。然而,为消除高昂的运输成本和有限载人航天技术的约束,使用多机器人团队建造月球基地的新研究方案被提出,该方案的关键是如何实现多机器人针对复杂任务的路径规划。为此,... 月球基地建设是当前各国月球探测与开发计划的核心使能技术之一。然而,为消除高昂的运输成本和有限载人航天技术的约束,使用多机器人团队建造月球基地的新研究方案被提出,该方案的关键是如何实现多机器人针对复杂任务的路径规划。为此,以月球基地建设场景中的探测采集区域、采集月壤、搬运月壤等作为复杂的任务输入,研究了一种基于Petri网模型的多机器人路径规划建模方法。构建了多机器人运动的Petri网模型;使用线性时序逻辑(linear temporal logic,LTL)语言描述月球基地建设的相关任务;将Petri网模型和LTL公式结合求解得到多机器人路径;在Matlab软件中进行仿真验证,并与使用切换系统的建模方法进行对比。结果表明,使用Petri网模型所需的建模总时间比切换系统模型单个任务的建模时间减少2个数量级,说明建立的Petri网多机器人模型具有避免维度爆炸、计算高效等优势。 展开更多
关键词 月球基地建设 PETRI网模型 路径规划建模 线性时序逻辑
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改进变值逻辑与线性预测在心音分类中的应用 被引量:1
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作者 王彦麟 孙静 +3 位作者 杨宏波 郭涛 潘家华 王威廉 《云南大学学报(自然科学版)》 CAS CSCD 北大核心 2024年第3期432-442,共11页
心音对于评价心脏健康状况具有重要作用.文章介绍了一种新的基于变值逻辑与线性预测倒谱系数融合特征的先心病分类算法,有助于提取心音中的深度病理特征.算法首先对心音进行降噪、包络提取;然后进行变值逻辑运算、标记并转换为可分析的... 心音对于评价心脏健康状况具有重要作用.文章介绍了一种新的基于变值逻辑与线性预测倒谱系数融合特征的先心病分类算法,有助于提取心音中的深度病理特征.算法首先对心音进行降噪、包络提取;然后进行变值逻辑运算、标记并转换为可分析的测度数据,并计算信号的线性预测倒谱系数进行特征融合;最后使用随机森林,XGBOOST和LIGHTGBM机器学习分类器进行先心病二分类.研究所用心音样本共4000例,测试结果对正常和异常心音分类的平均准确率为0.9138.算法无需对心音进行心动周期分割,大大简化了分析流程,可望用于先心病的筛查. 展开更多
关键词 心音 先心病 3比特编码变值逻辑 线性预测倒谱系数 特征融合
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