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The exponential cost optimality for finite horizon semi-Markov decision processes 有限视界半马尔可夫决策过程的指数代价最优性
IF 0.5 4区 计算机科学 Q4 COMPUTER SCIENCE, CYBERNETICS Pub Date : 2022-08-17 DOI: 10.14736/kyb-2022-3-0301
Haifeng Huo, Xian Wen
This paper considers an exponential cost optimality problem for finite horizon semi-Markov decision processes (SMDPs). The objective is to calculate an optimal policy with minimal exponential costs over the full set of policies in a finite horizon. First, under the standard regular and compact-continuity conditions, we establish the optimality equation, prove that the value function is the unique solution of the optimality equation and the existence of an optimal policy by using the minimum nonnegative solution approach. Second, we establish a new value iteration algorithm to calculate both the value function and the (cid:15) -optimal policy. Finally, we give a computable machine maintenance system to illustrate the convergence of the algorithm.
研究有限视界半马尔可夫决策过程的指数代价最优性问题。目标是在有限范围内的所有策略集合中计算出具有最小指数成本的最优策略。首先,在标准正则和紧连续条件下,建立了最优性方程,利用最小非负解方法证明了值函数是最优性方程的唯一解和最优策略的存在性。其次,我们建立了一种新的值迭代算法来计算值函数和(cid:15)最优策略。最后,我们给出了一个可计算的机器维护系统来说明算法的收敛性。
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引用次数: 1
TPM: Transition probability matrix -- Graph structural feature based embedding 转移概率矩阵——基于图结构特征的嵌入
IF 0.5 4区 计算机科学 Q4 COMPUTER SCIENCE, CYBERNETICS Pub Date : 2022-08-07 DOI: 10.14736/kyb-2023-2-0234
Sarmad N. Mohammed, Semra Gunducc
In this work, Transition Probability Matrix (TPM) is proposed as a new method for extracting the features of nodes in the graph. The proposed method uses random walks to capture the connectivity structure of a node's close neighborhood. The information obtained from random walks is converted to anonymous walks to extract the topological features of nodes. In the embedding process of nodes, anonymous walks are used since they capture the topological similarities of connectivities better than random walks. Therefore the obtained embedding vectors have richer information about the underlying connectivity structure. The method is applied to node classification and link prediction tasks. The performance of the proposed algorithm is superior to the state-of-the-art algorithms in the recent literature. Moreover, the extracted information about the connectivity structure of similar networks is used to link prediction and node classification tasks for a completely new graph.
本文提出了转移概率矩阵(TPM)作为一种提取图中节点特征的新方法。该方法利用随机游动来捕获节点近邻的连通性结构。将随机行走得到的信息转换为匿名行走提取节点的拓扑特征。在节点的嵌入过程中,由于匿名游动比随机游动更能捕获连接的拓扑相似性,因此采用了匿名游动。因此得到的嵌入向量具有更丰富的底层连通性结构信息。将该方法应用于节点分类和链路预测任务。该算法的性能优于最近文献中最先进的算法。此外,提取的相似网络的连通性结构信息用于链接全新图的预测和节点分类任务。
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引用次数: 0
A note on the existence of Gibbs marked point processes with applications in stochastic geometry 吉布斯标记点过程的存在性及其在随机几何中的应用
IF 0.5 4区 计算机科学 Q4 COMPUTER SCIENCE, CYBERNETICS Pub Date : 2022-08-04 DOI: 10.14736/kyb-2023-1-0130
Martina Petr'akov'a
This paper generalizes a recent existence result for infinite-volume marked Gibbs point processes. We try to use the existence theorem for two models from stochastic geometry. First, we show the existence of Gibbs facet processes in $mathbb{R}^d$ with repulsive interactions. We also prove that the finite-volume Gibbs facet processes with attractive interactions need not exist. Afterwards, we study Gibbs-Laguerre tessellations of $mathbb{R}^2$. The mentioned existence result cannot be used, since one of its assumptions is not satisfied for tessellations, but we are able to show the existence of an infinite-volume Gibbs-Laguerre process with a particular energy function, under the assumption that we almost surely see a point.
推广了一个关于无限体积标记Gibbs点过程的存在性的最新结果。我们尝试用随机几何中两个模型的存在性定理。首先,我们证明了在$mathbb{R}^d$中具有排斥相互作用的Gibbs面过程的存在性。我们还证明了具有吸引相互作用的有限体积Gibbs面过程不需要存在。然后,我们研究了$mathbb{R}^2$的Gibbs-Laguerre镶嵌。上述存在性结果不能使用,因为它的一个假设不满足镶嵌,但我们能够证明具有特定能量函数的无限体积Gibbs-Laguerre过程的存在性,在我们几乎肯定看到一个点的假设下。
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引用次数: 0
Design of a control architecture for an underwater remotely operated vehicle (ROV) used for search and rescue operations 用于搜索和救援行动的水下遥控航行器(ROV)的控制体系结构设计
IF 0.5 4区 计算机科学 Q4 COMPUTER SCIENCE, CYBERNETICS Pub Date : 2022-07-29 DOI: 10.14736/kyb-2022-2-0237
Ralph Gerard B. Sangalang, Diether Jhay S. Masangcay, Cleo Martin R. Torino, Diane Jelyn C. Gutierrez
A control system architecture design for an underwater ROV, primarily Class I - Pure Observation underwater ROV is presented in this paper. A non-linear plant model was designed using SolidWorks 3D modeling tool and is imported to MATLAB as a 3D model. The non-linear modeled plant is linearized using the MATLAB linear analysis toolbox to have a linear approximate model of the system. The authors designed controllers for the linear plant model of underwater ROV. PID controllers are utilized as a controller of the modeled plant. The PID tuning tools by MATLAB are utilized to tune the controller of the plant model of underwater ROV. The researchers test the control design of underwater ROV using MATLAB Simulink by analyzing the response of the system and troubleshoot the control design to achieve the objective parameters for the control design of underwater ROV.
介绍了一种水下ROV(主要是I类纯观测型水下ROV)的控制系统体系结构设计。利用SolidWorks三维建模工具设计了一个非线性植物模型,并将其作为三维模型导入到MATLAB中。利用MATLAB线性分析工具箱对非线性建模对象进行线性化,得到系统的线性近似模型。针对水下ROV的线性植物模型设计了控制器。采用PID控制器作为模型对象的控制器。利用MATLAB开发的PID整定工具对水下ROV机器人模型控制器进行整定。研究人员利用MATLAB Simulink对水下ROV的控制设计进行测试,通过分析系统的响应并对控制设计进行故障排除,从而获得水下ROV控制设计的目标参数。
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引用次数: 3
Approximations of the ultimate ruin probability in the classical risk model using the Banach's fixed-point theorem and the continuity of the ruin probability 利用Banach不动点定理和破产概率的连续性逼近经典风险模型中的最终破产概率
IF 0.5 4区 计算机科学 Q4 COMPUTER SCIENCE, CYBERNETICS Pub Date : 2022-07-29 DOI: 10.14736/kyb-2022-2-0254
Jaime Martínez Sánchez, F. Baltazar-Larios
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引用次数: 0
A new overlapping community detection algorithm based on similarity of neighbors in complex networks 复杂网络中基于邻居相似性的重叠社团检测新算法
IF 0.5 4区 计算机科学 Q4 COMPUTER SCIENCE, CYBERNETICS Pub Date : 2022-07-29 DOI: 10.14736/kyb-2022-2-0277
Pelin Çetin, Şahin Emrah Amrahov
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引用次数: 2
Coordination control and analysis of TCSC devices to protect electrical power systems against disruptive disturbances 保护电力系统免受破坏性干扰的TCSC装置的协调控制与分析
IF 0.5 4区 计算机科学 Q4 COMPUTER SCIENCE, CYBERNETICS Pub Date : 2022-07-07 DOI: 10.14736/kyb-2022-2-0218
Zhaoxu Wang, Chao Zhai, Hehong Zhang, Gaoxi Xiao, G. Chen, Yulin Xu
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引用次数: 0
Deterministic Markov Nash equilibria for potential discrete-time stochastic games 潜在离散随机对策的确定性马尔可夫纳什均衡
IF 0.5 4区 计算机科学 Q4 COMPUTER SCIENCE, CYBERNETICS Pub Date : 2022-07-02 DOI: 10.14736/kyb-2022-2-0163
A. Fonseca-Morales
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引用次数: 0
Fuzzy sets (in)equations with a complete codomain lattice 具有完全上域格的模糊集方程
IF 0.5 4区 计算机科学 Q4 COMPUTER SCIENCE, CYBERNETICS Pub Date : 2022-05-23 DOI: 10.14736/kyb-2022-2-0145
V. Stepanović, A. Tepavčević
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引用次数: 1
Risk-sensitive Markov stopping games with an absorbing state 具有吸收状态的风险敏感马尔可夫停止博弈
IF 0.5 4区 计算机科学 Q4 COMPUTER SCIENCE, CYBERNETICS Pub Date : 2022-04-07 DOI: 10.14736/kyb-2022-1-0101
Jaicer López-Rivero, R. Cavazos-Cadena, H. Cruz-Suárez
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引用次数: 0
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