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Testing Higher-order Clusterability on Graphs 图的高阶聚类性测试
IF 1 4区 数学 Q4 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-04-13 DOI: 10.1007/s10878-025-01262-x
Yifei Li, Donghua Yang, Jianzhong Li

Analysis of higher-order organizations, represented as small connected subgraphs, is a fundamental task on complex networks. This paper studies a new problem of testing higher-order clusterability: given neighbor query access to an undirected graph, can we judge whether this graph can be partitioned into a few clusters of highly-connected cliques? This problem is an extension of the former work proposed by Czumaj et al. (STOC’ 15), who recognized cluster structure on graphs using the framework of property testing. In this paper, the problem of testing whether a well-defined higher-order cluster exists is first defined. Then, an (varOmega (sqrt{n})) query lower bound of this problem is given. After that, a baseline algorithm is provided by an edge-cluster tester on k-clique dual graph. Finally, an optimized (tilde{O}(sqrt{n}))-time algorithm is developed for testing clusterability based on triangles.

分析高阶组织,表示为小的连通子图,是复杂网络的基本任务。本文研究了一个测试高阶聚类性的新问题:给定一个无向图的邻居查询访问权限,我们能否判断这个图是否可以被划分成几个高连通的团簇?这个问题是Czumaj等人(STOC ' 15)提出的先前工作的扩展,他们使用属性测试的框架来识别图上的聚类结构。本文首先定义了检验一个定义良好的高阶聚类是否存在的问题。然后给出了该问题的一个(varOmega (sqrt{n}))查询下界。然后,利用k-团对偶图的边聚类测试器给出基线算法。最后,提出了一种优化的(tilde{O}(sqrt{n}))时间算法,用于基于三角形的聚类性测试。
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引用次数: 0
Approximation algorithm for dynamic facility location problem 动态设施定位问题的逼近算法
IF 1 4区 数学 Q4 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-04-11 DOI: 10.1007/s10878-025-01282-7
Li Zhang, Qiaoliang Li

In this paper, we consider dynamic facility location problem with unit demand (DFLPUD). We propose a 1.52-approximation algorithm that skillfully integrates dual-fitting and greedy augmentation schemes. Our algorithmic framework begins by formulating DFLPUD as a set covering linear integer programming problem. Then we scale the opening cost of all facilities and use the solution of dual-fitting algorithm to seed a local search to yield an improved performance guarantee 1.52. To the best of our knowledge, this is the best known approximation ratio for DFLPUD.

本文研究具有单位需求的动态设施选址问题(DFLPUD)。我们提出了一种1.52近似算法,巧妙地集成了双拟合和贪婪增强方案。我们的算法框架首先将DFLPUD表述为一个覆盖线性整数规划问题的集合。然后,我们对所有设施的开放成本进行伸缩,并使用双拟合算法的解决方案对局部搜索进行种子搜索,从而获得改进的性能保证1.52。据我们所知,这是DFLPUD最著名的近似比率。
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引用次数: 0
A sharp upper bound for the edge dominating number of hypergraphs with minimum degree 最小度超图的边缘支配数的一个尖锐上界
IF 1 4区 数学 Q4 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-04-11 DOI: 10.1007/s10878-025-01284-5
Zhongzheng Tang, Zhuo Diao

In a hypergraph H(VE), a subset of edges (Asubseteq E) forms an edge dominating set if each edge (ein Esetminus A) is adjacent to at least one edge in A. The edge dominating number (gamma '(H)) represents the smallest size of an edge dominating set in H. In this paper, we establish upper bounds on the edge dominating number for hypergraphs with minimum degree (delta ): (1) For (delta le 4), (gamma '(H)le frac{m}{delta }); (2) For (delta ge 5), (gamma '(H)le frac{m}{delta }) holds for hypertrees and uniform hypergraphs; (3) For a random hypergraph model (mathcal H(n,m)), for any positive number (varepsilon >0), (gamma ' (H)le (1+varepsilon )frac{m}{delta }) holds with high probability when m is bounded by some polynomial function of n. Based on the proofs, some combinatorial algorithms on the edge dominating number of hypergraphs with minimum degree are designed.

在超图H(V, E)中,如果每条边(ein Esetminus A)与a中的至少一条边相邻,则边的子集(Asubseteq E)构成一个边支配集。边支配数(gamma '(H))表示H中边支配集的最小大小。本文建立了最小度(delta )的超图的边支配数上界:(1)对于(delta le 4), (gamma '(H)le frac{m}{delta });(2)对于(delta ge 5), (gamma '(H)le frac{m}{delta })适用于超树和一致超图;(3)对于一个随机超图模型(mathcal H(n,m)),对于任意正数(varepsilon >0),当m被n的某个多项式函数有界时,(gamma ' (H)le (1+varepsilon )frac{m}{delta })有高概率成立。在此证明的基础上,设计了一些最小度超图的边支配数的组合算法。
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引用次数: 0
Link fault tolerability of the Cartesian product power graph $$(K_{9}-C_{9})^{n}$$ : conditional edge-connectivities under six link fault patterns 笛卡尔积幂图的链路容错性$$(K_{9}-C_{9})^{n}$$:六种链路故障模式下的条件边连通性
IF 1 4区 数学 Q4 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-04-11 DOI: 10.1007/s10878-025-01273-8
Zhaoman Huang, Yayu Yang, Mingzu Zhang, Weihua Yang

High-performance computing extensively depends on parallel and distributed systems, necessitating the establishment of quantitative parameters to evaluate the fault tolerability of interconnection networks. The topological structures of interconnection networks in some parallel and distributed systems are designed as n-dimensional ((K_{9}-C_{9})^{n}), obtained through the repeatedly application of the n-th Cartesian product operation. Since the (mathcal {P})-conditional edge-connectivity is proposed by Harary, as a parameter for evaluating the link fault tolerability of the underlying topology graph of the interconnection network system, it has been widely studied in many interconnection networks. The (mathcal {P})-conditional edge-connectivity of a connected graph G, denoted by (lambda (mathcal {P};G)), if any, describes the minimum cardinality of the fault edge-cut of the graph G, whose malfunction divides G into multiple components, with each component satisfying a given property (mathcal {P}) of the graph. In this paper, we primarily define (mathcal {P}_{i}^{t}) to be properties of containing at least (9^t) processors, every remaining processor lying in a lower dimensional subnetwork of the ((K_{9}-C_{9})^{n}), ((K_{9}-C_{9})^{t}), having a minimum degree or average degree of at least 6t, existing two components with each component having at least (9^t) processors, and containing at least one cycle, respectively. We use the properties of the optimal solution to the edge isoperimetric problem of ((K_{9}-C_{9})^{n}) and find that the exact values of the (mathcal {P}_{i})-conditional edge-connectivities of the graph ((K_{9}-C_{9})^{n}) share a common value of (6(n-t)9^t) for (1le ile 5) and (0le tle n-1), except for (i=6), the value is (18n - 6).

高性能计算广泛依赖于并行和分布式系统,因此需要建立定量参数来评估互连网络的容错能力。将一些并行分布式系统互连网络的拓扑结构设计为n维((K_{9}-C_{9})^{n}),通过多次应用n次笛卡尔积运算得到。自Harary提出(mathcal {P}) -条件边连通性作为评价互联网络系统底层拓扑图链路容错性的参数以来,在许多互联网络中得到了广泛的研究。连通图G的(mathcal {P}) -条件边连通性(如果有的话,用(lambda (mathcal {P};G))表示)描述了图G的故障边切的最小基数,图G的故障将G分成多个分量,每个分量满足图的一个给定性质(mathcal {P})。在本文中,我们主要将(mathcal {P}_{i}^{t})定义为包含至少(9^t)个处理器的属性,其余每个处理器位于((K_{9}-C_{9})^{n})、((K_{9}-C_{9})^{t})的较低维子网络中,最小度或平均度至少为6t,存在两个组件,每个组件至少有(9^t)个处理器,并且分别包含至少一个周期。我们利用((K_{9}-C_{9})^{n})边等周问题的最优解的性质,发现对于(1le ile 5)和(0le tle n-1),图((K_{9}-C_{9})^{n})的(mathcal {P}_{i}) -条件边连通性的确切值共享一个共同的值(6(n-t)9^t),除了(i=6),值是(18n - 6)。
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引用次数: 0
Uav trajectory optimization for maximizing the ToI-based data utility in wireless sensor networks 无线传感器网络中基于toi的数据效用最大化的无人机轨迹优化
IF 1 4区 数学 Q4 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-04-11 DOI: 10.1007/s10878-025-01286-3
Qing Zhao, Zhen Li, Jianqiang Li, Jianxiong Guo, Xingjian Ding, Deying Li

It’s a promising way to use Unmanned Aerial Vehicles (UAVs) as mobile base stations to collect data from sensor nodes, especially for large-scale wireless sensor networks. There are a lot of works that focus on improving the freshness of the collected data or the data collection efficiency by scheduling UAVs. Given that sensing data in certain applications is time-sensitive, with its value diminishing as time progresses based on Timeliness of Information (ToI), this paper delves into the UAV Trajectory optimization problem for Maximizing the ToI-based data utility (TMT). We give the formal definition of the problem and prove its NP-Hardness. To solve the TMT problem, we propose a deep reinforcement learning-based algorithm that combines the Action Rejection Mechanism and the Deep Q-Network with Priority Experience Replay (ARM-PER-DQN). Where the action rejection mechanism could reduce the action space and PER helps improve the utilization of experiences with high value, thus increasing the training efficiency. To avoid the unbalanced data collection problem, we also investigate a variant problem of TMT (named V-TMT), i.e., each sensor node can be visited by the UAV at most once. We prove that the V-TMT problem is also NP-Hard, and propose a 2-approximation algorithm as the baseline of the ARM-PER-DQN algorithm. We conduct extensive simulations for the two problems to validate the performance of our designs, and the results show that our ARM-PER-DQN algorithm outperforms other baselines, especially in the V-TMT problem, the ARM-PER-DQN algorithm always outperforms the proposed 2-approximation algorithm, which suggests the effectiveness of our algorithm.

利用无人机(uav)作为移动基站从传感器节点收集数据是一种很有前途的方式,特别是对于大规模的无线传感器网络。通过对无人机的调度来提高采集数据的新鲜度或提高采集效率,已经有大量的研究工作。考虑到某些应用中的传感数据具有时间敏感性,且基于信息时效性(ToI)的价值随着时间的推移而递减,本文研究了最大化基于ToI的数据效用(TMT)的无人机轨迹优化问题。给出了问题的形式化定义,并证明了问题的np -硬度。为了解决TMT问题,我们提出了一种基于深度强化学习的算法,该算法结合了动作拒绝机制和带优先级体验重放(ARM-PER-DQN)的深度q网络。其中动作拒绝机制可以减少动作空间,PER有助于提高高价值经验的利用率,从而提高训练效率。为了避免数据收集不平衡问题,我们还研究了TMT的一个变体问题(称为V-TMT),即每个传感器节点最多只能被无人机访问一次。我们证明了V-TMT问题也是NP-Hard问题,并提出了一个2逼近算法作为ARM-PER-DQN算法的基线。我们对这两个问题进行了大量的仿真来验证我们的设计的性能,结果表明我们的ARM-PER-DQN算法优于其他基准,特别是在V-TMT问题中,ARM-PER-DQN算法始终优于我们提出的2-近似算法,这表明我们的算法是有效的。
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引用次数: 0
An improved approximation algorithm for covering vertices by $$4^+$$ -paths 一种改进的用$$4^+$$ -paths覆盖顶点的近似算法
IF 1 4区 数学 Q4 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-04-11 DOI: 10.1007/s10878-025-01279-2
Mingyang Gong, Zhi-Zhong Chen, Guohui Lin, Lusheng Wang

Path cover is one of the well-known NP-hard problems that has received much attention. In this paper, we study a variant of path cover, denoted by (hbox {MPC}^{{4}+}_v), to cover as many vertices in a given graph (G = (V, E)) as possible by a collection of vertex-disjoint paths each of order four or above. The problem admits an existing (O(|V|^8))-time 2-approximation algorithm by applying several time-consuming local improvement operations (Gong et al.: Proceedings of MFCS 2022, LIPIcs 241, pp 53:1–53:14, 2022). In contrast, our new algorithm uses a completely different method and it is an improved (O(min {|E|^2|V|^2, |V|^5}))-time 1.874-approximation algorithm, which answers the open question in Gong et al. (2022) in the affirmative. An important observation leading to the improvement is that the number of vertices in a maximum matching M of G is relatively large compared to that in an optimal solution of (hbox {MPC}^{{4}+}_v). Our new algorithm forms a feasible solution of (hbox {MPC}^{{4}+}_v) from a maximum matching M by computing a maximum-weight path-cycle cover in an auxiliary graph to connect as many edges in M as possible.

路径覆盖是备受关注的np困难问题之一。在本文中,我们研究了路径覆盖的一种变体,用(hbox {MPC}^{{4}+}_v)表示,通过顶点不相交的四阶或以上路径的集合来覆盖给定图(G = (V, E))中尽可能多的顶点。该问题允许现有的(O(|V|^8)) -time - 2近似算法通过应用几个耗时的局部改进操作(Gong等人:MFCS Proceedings of 2022, LIPIcs 241, pp 53:1-53:14, 2022)。相比之下,我们的新算法使用了一种完全不同的方法,它是一种改进的(O(min {|E|^2|V|^2, |V|^5})) -time 1.874近似算法,它肯定地回答了Gong et al.(2022)中的开放性问题。导致改进的一个重要观察结果是,与(hbox {MPC}^{{4}+}_v)的最优解相比,最大匹配M (G)中的顶点数量相对较大。我们的新算法通过在辅助图中计算最大权值的路径循环覆盖来连接M中尽可能多的边,从而从最大匹配M中形成(hbox {MPC}^{{4}+}_v)的可行解。
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引用次数: 0
Approximation algorithms for solving the heterogeneous rooted tree/path cover problems 求解异构根树/路径覆盖问题的近似算法
IF 1 4区 数学 Q4 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-04-11 DOI: 10.1007/s10878-025-01278-3
Pengxiang Pan, Junran Lichen, Ping Yang, Jianping Li

In this paper, we consider the heterogeneous rooted tree cover (HRTC) problem, which further generalizes the rooted tree cover problem. Specifically, given a complete graph (G=(V,E; w,f; r)) and k construction teams, having nonuniform construction speeds (lambda _{1}), (lambda _{2}), (ldots ), (lambda _{k}), where (rin V) is a fixed common root, (w:Erightarrow {mathbb {R}}^{+}) is an edge-weight function, satisfying the triangle inequality, and (f:Vrightarrow {mathbb {R}}^{+}_{0}) (i.e., ({mathbb {R}}^{+}cup {0})) is a vertex-weight function with (f(r)=0), we are asked to find k trees for these k construction teams, each tree having the same root r, and collectively covering all vertices in V, the objective is to minimize the maximum completion time of k construction teams, where the completion time of each team is the total construction weight of its related tree divided by its construction speed. In addition, substituting k paths for k trees in the HRTC problem, we also consider the heterogeneous rooted path cover (HRPC) problem. Our main contributions are as follows. (1) Given any small constant (delta >0), we first design a (58.3286(1+delta ))-approximation algorithm to solve the HRTC problem, and this algorithm runs in time (O(n^{2}(n+frac{log n}{delta })+log (w(E)+f(V)))). Meanwhile, we present a simple (116.6572(1+delta ))-approximation algorithm to solve the HRPC problem, whose time complexity is the same as the preceding algorithm. (2) We provide a (max {2rho , 2+rho -frac{2}{k}})-approximation algorithm to resolve the HRTC problem, and that algorithm runs in time (O(n^{2})), where (rho ) is the ratio of the largest team speed to the smallest one. At the same time, we can prove that the preceding (max {2rho , 2+rho -frac{2}{k}})-approximation algorithm also resolves the HRPC problem.

本文考虑了异质有根树木覆盖(HRTC)问题,进一步推广了有根树木覆盖问题。具体来说,给定一个完整图(G=(V,E; w,f; r))和k个施工队,具有非均匀的施工速度(lambda _{1}), (lambda _{2}), (ldots ), (lambda _{k}),其中(rin V)是一个固定的公根,(w:Erightarrow {mathbb {R}}^{+})是一个边权函数,满足三角不等式,(f:Vrightarrow {mathbb {R}}^{+}_{0})(即({mathbb {R}}^{+}cup {0}))是一个顶点权函数,(f(r)=0)),我们被要求为这k个施工队找到k棵树。每棵树都有相同的根r,并且共同覆盖V中的所有顶点,目标是最小化k个施工队的最大完工时间,其中每个施工队的完工时间等于其相关树的总施工权除以其施工速度。此外,将HRTC问题中的k棵树替换为k条路径,我们还考虑了异构根路径覆盖(HRPC)问题。我们的主要贡献如下。(1)给定任意小常数(delta >0),我们首先设计了一个(58.3286(1+delta )) -逼近算法来解决HRTC问题,该算法运行时间为(O(n^{2}(n+frac{log n}{delta })+log (w(E)+f(V))))。同时,我们提出了一种简单的(116.6572(1+delta )) -近似算法来解决HRPC问题,其时间复杂度与上述算法相同。(2)我们提出了一个(max {2rho , 2+rho -frac{2}{k}}) -近似算法来解决HRTC问题,该算法运行时间为(O(n^{2})),其中(rho )为最大团队速度与最小团队速度之比。同时,我们可以证明上述(max {2rho , 2+rho -frac{2}{k}}) -近似算法也解决了HRPC问题。
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引用次数: 0
Mathematical models for the one-dimensional cutting stock problem with setups and open stacks 带设置和开放式堆垛的一维切割材料问题的数学模型
IF 1 4区 数学 Q4 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-04-05 DOI: 10.1007/s10878-025-01276-5
Gabriel Gazzinelli Guimarães, Kelly Cristina Poldi, Mateus Martin

In real-life production, the cutting stock problem is often associated with additional constraints and objectives. Among the auxiliary objectives, two of the most relevant are the minimization of the number of different cutting patterns used and the minimization of the maximum number of simultaneously open stacks. The first auxiliary objective arises in manufacturing environments where the adjustment of the cutting tools when changing the cutting patterns incurs increased costs and time spent in production. The second is crucial to face scenarios where the space near the cutting machine or the number of automatic unloading stations is limited. In this paper, we address the one-dimensional cutting stock problem, considering the additional goals of minimizing the number of different cutting patterns used and the maximum number of simultaneously open stacks. We propose two Integer Linear Programming (ILP) formulations and a Constraint Programming (CP) model for the problem. Moreover, we develop new upper bounds on the frequency of the cutting patterns in a solution and address some special cases in which the problem may be simplified. All three approaches are embedded into an iterative exact framework to find efficient solutions. We perform computational experiments using two sets of instances from the literature. The proposed approaches proved effective in determining the entire Pareto front for small problem instances, and several solutions for medium-sized instances with minimum trim loss, a reduced maximum number of simultaneously open stacks, and a small number of different used cutting patterns.

在实际生产中,切削库存问题往往与额外的约束和目标有关。在辅助目标中,两个最相关的是使用不同切割模式的数量最小化和同时打开堆栈的最大数量最小化。第一个辅助目标出现在制造环境中,当改变切割模式时对切割工具的调整会增加生产中的成本和时间。其次,在切割机附近的空间或自动卸料站数量有限的情况下,这一点至关重要。在本文中,我们解决了一维切割库存问题,考虑了最小化使用的不同切割模式的数量和同时打开的堆的最大数量的附加目标。针对该问题,我们提出了两个整数线性规划(ILP)公式和一个约束规划(CP)模型。此外,我们还提出了解决方案中切割模式频率的新上限,并解决了一些可以简化问题的特殊情况。所有三种方法都嵌入到一个迭代的精确框架中,以找到有效的解决方案。我们使用文献中的两组实例进行计算实验。所提出的方法被证明在确定小问题实例的整个Pareto前沿方面是有效的,并且对于中型实例具有最小的修剪损失,减少了同时打开堆栈的最大数量,以及少量不同使用的切割模式的几个解决方案。
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引用次数: 0
Guaranteeing fairness and efficiency under budget constraints 在预算限制下保证公平和效率
IF 1 4区 数学 Q4 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-04-05 DOI: 10.1007/s10878-025-01275-6
Yuanyuan Wang, Xin Chen, Qizhi Fang, Qingqin Nong, Wenjing Liu

We study the problem of how to fairly and efficiently allocate indivisible items (goods) to agents under budget constraints. Each item has a specific size, and each agent has a budget that limits the total size of the items received. To better explore efficiency, we introduce the concept of tightness, where all agents are tight. An agent is considered as tight if adding any unallocated item to her bundle would exceed her budget. Interestingly, we observe that all individual optimal (IO) allocations, which contain Pareto optimal (PO) allocations, can be extended into a tight allocation while maintaining the values of the agents’ bundles. We achieve an overall negative result for general even identical or binary valuations: there exists no allocation meeting both tightness and envy-freeness up to any item (EFX), and even relaxing it to any desired approximate EFX has been proven to be impossible. However, for single-valued valuations, we illustrate that an EFX and tight (or IO) allocation always exist, and it can be computed using a polynomial algorithm. For single-valued valuations, we establish the existence of 1/2-EFX and PO allocations, with the approximation ratio being the best possible. To further our efforts to study fairness and efficiency, we introduce a relaxed concept of tightness, partial tightness (PT), in which only the unenvied agents are tight. We find that 1/2-EFX and PT allocations are achievable by providing a pseudo-polynomial time algorithm. When agents’ budgets are identical, we can compute a 1/2-EFX and PT allocation in polynomial time.

我们研究了在预算约束下,如何公平有效地将不可分割物品(商品)分配给代理人的问题。每个项目都有一个特定的尺寸,每个代理都有一个预算来限制收到的项目的总尺寸。为了更好地探索效率,我们引入了紧密度的概念,其中所有代理都是紧密的。如果将任何未分配的项目添加到她的捆绑包中会超出她的预算,则认为代理是紧张的。有趣的是,我们观察到所有包含帕累托最优(PO)分配的个体最优(IO)分配都可以扩展为紧分配,同时保持代理束的值。对于一般甚至相同或二元估值,我们实现了总体负面结果:不存在任何项目(EFX)同时满足紧性和嫉妒自由的分配,甚至将其放松到任何期望的近似EFX已被证明是不可能的。然而,对于单值赋值,我们说明了EFX和紧(或IO)分配总是存在的,并且可以使用多项式算法计算。对于单值估值,我们建立了1/2-EFX和PO分配的存在性,近似比率是最好的可能。为了进一步研究公平和效率,我们引入了一个宽松的紧度概念,部分紧度(PT),其中只有不羡慕的代理是紧的。我们发现通过提供伪多项式时间算法可以实现1/2-EFX和PT分配。当代理的预算相同时,我们可以在多项式时间内计算1/2-EFX和PT分配。
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引用次数: 0
Superposed semi-Markov decision process with application to optimal maintenance systems 叠置半马尔可夫决策过程及其在最优维修系统中的应用
IF 1 4区 数学 Q4 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-03-31 DOI: 10.1007/s10878-025-01272-9
Jianmin Shi

This paper investigates the superposition problem of two or more individual semi-Markov decision processes (SMDPs). The new sequential decision process superposed by individual SMDPs is no longer an SMDP and cannot be handled by routine iterative algorithms, but we can expand its state spaces to obtain a hybrid-state SMDP. Using this hybrid-state SMDP as an auxiliary and inspired by the Robbins–Monro algorithm underlying the reinforcement learning method, we propose an iteration algorithm based on a combination of dynamic programming and reinforcement learning to numerically solve the superposed sequential decision problem. As an illustration example, we apply our superposition model and algorithm to solve the optimal maintenance problem of a two-component independent parallel system.

研究了两个或多个独立的半马尔可夫决策过程的叠加问题。由单个SMDP叠加而成的新的顺序决策过程不再是一个SMDP,不能用常规迭代算法处理,但我们可以扩展其状态空间,得到一个混合状态的SMDP。以这种混合状态SMDP作为辅助,并受强化学习方法基础上的Robbins-Monro算法的启发,提出了一种基于动态规划和强化学习相结合的迭代算法,用于数值求解叠加序列决策问题。作为一个实例,我们应用我们的叠加模型和算法来解决一个双组件独立并联系统的最优维护问题。
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引用次数: 0
期刊
Journal of Combinatorial Optimization
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