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A DNA Computing Model for the Graph Vertex Coloring Problem Based on a Probe Graph 被引量:8
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作者 Jin xu Xiaoli Qiang +2 位作者 Kai Zhang Cheng Zhang Jing Yang 《Engineering》 2018年第1期61-77,共17页
The biggest bottleneck in DNA computing is exponential explosion, in which the DNA molecules used as data in information processing grow exponentially with an increase of problem size. To overcome this bottleneck and ... The biggest bottleneck in DNA computing is exponential explosion, in which the DNA molecules used as data in information processing grow exponentially with an increase of problem size. To overcome this bottleneck and improve the processing speed, we propose a DNA computing model to solve the graph vertex coloring problem. The main points of the model are as follows: The exponential explosion prob- lem is solved by dividing subgraphs, reducing the vertex colors without losing the solutions, and ordering the vertices in subgraphs; and the bio-operation times are reduced considerably by a designed parallel polymerase chain reaction (PCR) technology that dramatically improves the processing speed. In this arti- cle, a 3-colorable graph with 61 vertices is used to illustrate the capability of the DNA computing model. The experiment showed that not only are all the solutions of the graph found, but also more than 99% of false solutions are deleted when the initial solution space is constructed. The powerful computational capability of the model was based on specific reactions among the large number of nanoscale oligonu- cleotide strands. All these tiny strands are operated by DNA self-assembly and parallel PCR. After thou- sands of accurate PCR operations, the solutions were found by recognizing, splicing, and assembling. We also prove that the searching capability of this model is up to 0(3^59). By means of an exhaustive search, it would take more than 896 000 years for an electronic computer (5 x 10^14 s-1) to achieve this enormous task. This searching capability is the largest among both the electronic and non-electronic computers that have been developed since the DNA computing model was proposed by Adleman's research group in 2002 (with a searching capability of 0(2^20)). 展开更多
关键词 DNA computing graph VERTEX COLORING problem POLYMERASE chain reaction
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A Dynamic Programming Approach for the Max-Min Cycle Packing Problem in Even Graphs
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作者 Peter Recht 《Open Journal of Discrete Mathematics》 2016年第4期340-350,共11页
Let be an undirected graph. The maximum cycle packing problem in G then is to find a collection of edge-disjoint cycles C<sub>i</sup>in G such that s is maximum. In general, the maximum cycle packing probl... Let be an undirected graph. The maximum cycle packing problem in G then is to find a collection of edge-disjoint cycles C<sub>i</sup>in G such that s is maximum. In general, the maximum cycle packing problem is NP-hard. In this paper, it is shown for even graphs that if such a collection satisfies the condition that it minimizes the quantityon the set of all edge-disjoint cycle collections, then it is a maximum cycle packing. The paper shows that the determination of such a packing can be solved by a dynamic programming approach. For its solution, an-shortest path procedure on an appropriate acyclic networkis presented. It uses a particular monotonous node potential. 展开更多
关键词 Maximum Edge-Disjoint Cycle Packing Extremal problems in graph Theory Dynamic Programming -Shortest Path Procedure
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Gauss’ Problem, Negative Pell’s Equation and Odd Graphs
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作者 Aleksander Grytczuk 《Advances in Pure Mathematics》 2011年第4期133-135,共3页
In this paper we present some results connected with still open problem of Gauss, negative Pell’s equation and some type graphs.In particular we prove in the Theorem 1 that all real quadratic fields K=Q( ) , generate... In this paper we present some results connected with still open problem of Gauss, negative Pell’s equation and some type graphs.In particular we prove in the Theorem 1 that all real quadratic fields K=Q( ) , generated by Fermat’s numbers with d=Fm+1=22m+1+1,m≥2, have not unique factorization. Theorem 2 give a connection of the Gauss problem with primitive Pythagorean triples. Moreover, in final part of our paper we indicate on some connections of the Gauss problem with odd graphs investigated by Cremona and Odoni in the papper [5]. 展开更多
关键词 Fermat Numbers Class-Number Gauss’ problem ODD graphS
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Algorithm for the Vertex Connectivity Problem on Circular Trapezoid Graphs
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作者 Hirotoshi Honma Kento Nishimura +1 位作者 Yuto Tamori Yoko Nakajima 《Journal of Applied Mathematics and Physics》 2019年第11期2595-2602,共8页
The vertex connectivity k(G) of a graph G is the minimum number of nodes whose deletion disconnects it. Graph connectivity is one of the most fundamental problems in graph theory. In this paper, we designed an O(n2) t... The vertex connectivity k(G) of a graph G is the minimum number of nodes whose deletion disconnects it. Graph connectivity is one of the most fundamental problems in graph theory. In this paper, we designed an O(n2) time algorithm to solve connectivity problem on circular trapezoid graphs. 展开更多
关键词 ALGORITHM Design Connectivity problem Intersection graphS Circular TRAPEZOID graphS
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基于Graph Transformer的无人机全覆盖路径规划方法
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作者 陈旭 王从庆 +1 位作者 曾强 李战 《计算机测量与控制》 2025年第12期224-229,277,共7页
为了实现无人机对三维结构的损伤检测,同时避免无人机与三维结构之间的碰撞,保证检测过程的准确、高效,针对无人机全覆盖路径规划问题,提出了一种基于Graph Transformer的无人机全覆盖路径规划方法:将其视为旅行商问题的变体,在全连接... 为了实现无人机对三维结构的损伤检测,同时避免无人机与三维结构之间的碰撞,保证检测过程的准确、高效,针对无人机全覆盖路径规划问题,提出了一种基于Graph Transformer的无人机全覆盖路径规划方法:将其视为旅行商问题的变体,在全连接图上用图神经网络进行求解;在图神经网络中引入了注意力模块,缓解了图神经网络中稀疏消息传递的局限性;结合图卷积和注意力机制对节点和边进行特征提取;在解码器中评估每条边在解中存在的概率,生成概率热力图;通过波束搜索获得初步解,并使用局部搜索进行优化;实验结果表明,与基于强化学习、搜索的深度学习方法以及改进的蚁群方法和遗传算法相比,该方法在性能表现、泛化性等方面具有显著优势;并适用于二维和三维空间中的欧氏距离及非欧氏距离情况,在无人机导航和全覆盖路径规划方面具有很好的应用价值。 展开更多
关键词 graph Transformer 全覆盖路径规划 图神经网络 旅行商问题 注意力机制
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最小割问题的算法研究综述
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作者 胡思敏 王晓峰 +2 位作者 宋家欢 锁小娜 颜冬 《计算机工程与应用》 北大核心 2026年第3期40-56,共17页
最小割问题是图论中的经典NP-难问题,广泛应用于数字医学图像视差处理、图像分割等方面。最小割问题在不同模型下展现出多样的复杂性特征,近年来针对其求解的算法研究不断推进,主要包括基于流的算法、基于树结构的算法、基于收缩的算法... 最小割问题是图论中的经典NP-难问题,广泛应用于数字医学图像视差处理、图像分割等方面。最小割问题在不同模型下展现出多样的复杂性特征,近年来针对其求解的算法研究不断推进,主要包括基于流的算法、基于树结构的算法、基于收缩的算法、分布式与并行环境下的算法以及其他组合优化策略在最小割问题中的应用等。系统梳理了最小割问题的研究现状与算法发展脉络,从算法设计原理、结构适应性、性能对比等方面展开综述。总结各类算法的优势与局限,归纳适用场景与发展趋势,并展望最小割问题在复杂图结构下的研究方向,旨在为相关研究提供理论支持与方法指导。 展开更多
关键词 最小割问题 最大流问题 图算法
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基于图注意力网络的无人机蜂群作战目标分配
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作者 朱政 魏喜庆 +1 位作者 李瑞康 宋申民 《兵工学报》 北大核心 2026年第1期235-243,共9页
近年来,随着无人机集群在智能化军事作战中的广泛应用,复杂动态环境下的蜂群目标分配问题成为军事运筹研究的重要方向。传统方法在面对大规模、实时的无人机蜂群目标分配问题时,常面临精确算法计算开销大和启发式方法解质量不足的矛盾... 近年来,随着无人机集群在智能化军事作战中的广泛应用,复杂动态环境下的蜂群目标分配问题成为军事运筹研究的重要方向。传统方法在面对大规模、实时的无人机蜂群目标分配问题时,常面临精确算法计算开销大和启发式方法解质量不足的矛盾。以最小化敌方目标剩余价值为目标,构建目标分配模型,将无人机蜂群与敌方目标建模为二分图节点,生成结构化训练数据。在此基础上设计并训练一种改进的图注意力网络,融合节点属性与边特征实现高效分配。仿真实验结果表明,新方法在解质量和求解效率方面均优于传统方法,具备良好的泛化能力,适用于大规模实时作战场景。 展开更多
关键词 无人机蜂群 目标分配问题 图注意力网络 二分图 大规模场景 实时决策
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融合障碍图模型的柔性作业车间调度混合算法
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作者 熊英杰 赵诗奎 《济南大学学报(自然科学版)》 北大核心 2026年第1期135-147,158,共14页
针对柔性作业车间调度问题,构建障碍图模型,设计一种针对剩余工件左移和右移的混合剩余调度策略,以提高后续操作的机器空闲时间利用效率;在障碍图模型的路径搜索过程中,引入2种局部路径主动延误方法,以充分利用工件级插入邻域移动,避免... 针对柔性作业车间调度问题,构建障碍图模型,设计一种针对剩余工件左移和右移的混合剩余调度策略,以提高后续操作的机器空闲时间利用效率;在障碍图模型的路径搜索过程中,引入2种局部路径主动延误方法,以充分利用工件级插入邻域移动,避免冗余移动操作循环;采用移动工件选择搜索算法引导障碍图模型的整体迭代过程,以深入搜索解空间并生成更具区分度的邻域解集;以最大完工时间为优化目标,在包含遗传算法、两级邻域搜索的柔性作业车间调度算法基础上,提出一种融合障碍图模型的柔性作业车间调度混合算法;利用MATLAB软件编程实现所提出的算法,对31个基准算例进行测试、评估,并与其他文献中的经典算法进行对比。结果表明:所提出算法中融合障碍图模型后,31个基准算例的运算速度均得到提升,其中5个基准算例最大完工时间的最优值得到改进,求解BRdata、BCdata基准算例集的相对偏差平均值分别优化为14.98、22.45;通过比较所提出算法与其他文献经典算法求解结果中的相对偏差平均值,验证了所提出算法的有效性。 展开更多
关键词 柔性作业车间调度问题 障碍图模型 两级邻域 最大完工时间
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面向组合优化问题的图神经网络研究进展
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作者 朱叶 丁苍峰 +1 位作者 曹博浩 陈科鑫 《计算机科学与探索》 北大核心 2026年第2期367-385,共19页
组合优化作为数学优化领域的重要分支,致力于在有限离散解空间中寻找最优解,其在计算机科学、数学、经济学等多个领域中广泛运用。然而,随着问题规模的扩大,传统求解方法面临巨大挑战。近年来,机器学习技术的迅猛发展为组合优化研究带... 组合优化作为数学优化领域的重要分支,致力于在有限离散解空间中寻找最优解,其在计算机科学、数学、经济学等多个领域中广泛运用。然而,随着问题规模的扩大,传统求解方法面临巨大挑战。近年来,机器学习技术的迅猛发展为组合优化研究带来新契机,尤其是图神经网络凭借其强大的结构建模能力与特征学习优势,成为解决组合优化问题的热门研究方向。为此,系统开展了图神经网络在组合优化问题中的应用研究。从组合优化问题的图表示出发,全面介绍了普通图神经网络、二部图神经网络、三部图神经网络以及超图神经网络等核心模型与算法,深入分析了其在解决具体组合优化问题场景中的应用策略与实际效果。对现有研究成果进行系统梳理与总结,客观评估了各类方法在实际应用中的优点与局限性。针对图神经网络在解决组合优化问题时存在的模型泛化性不足、可解释性差等问题,提出了未来可能的研究方向,期望为该领域的进一步发展提供新的思路与启发。 展开更多
关键词 组合优化问题 图神经网络 混合整数线性规划 旅行商问题
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基于双层注意力网络的强化学习方法求解柔性作业车间调度问题
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作者 王皓焱 李崇寿 李天瑞 《计算机科学》 北大核心 2026年第1期231-240,共10页
柔性作业车间调度问题作为作业车间调度问题的一种变体,因其广泛的适用性成为现代制造业智能化转型中的重要研究内容。近年来,深度强化学习被用于求解柔性作业车间调度问题,但允许将操作分配给具有不同处理时间的多台兼容机器的特点给... 柔性作业车间调度问题作为作业车间调度问题的一种变体,因其广泛的适用性成为现代制造业智能化转型中的重要研究内容。近年来,深度强化学习被用于求解柔性作业车间调度问题,但允许将操作分配给具有不同处理时间的多台兼容机器的特点给决策和状态表示带来了额外的复杂性。为此,提出了一种基于改进的注意力机制和近端策略优化算法的端到端深度强化学习框架,用于解决柔性作业车间调度问题。基于异构析取图结构的特点,设计了一种基于分层注意力思想的双层注意力网络,包括节点级注意力层与类型级注意力层,充分提取操作与机器间的复杂信息,以支持高质量的调度决策。在合成数据集和公开数据集上的实验结果表明,所提方法在保持高效率的同时,性能和泛化能力均优于传统的优先调度规则方法和目前先进的深度强化学习方法。 展开更多
关键词 柔性作业车间调度问题 深度强化学习 图注意力网络 注意力机制
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p-CenterProblem的一个基于中心图合并操作的启发式算法 被引量:1
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作者 黎青松 杜文 袁庆达 《交通运输工程学报》 EI CSCD 2001年第2期111-113,共3页
设计的启发式算法从图的合并操作出发 ,降低了计算复杂度 。
关键词 中心图 合并操作 拆分合并操作 p-Center问题 启发式算法 物流 配送系统设计
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自适应融合的多模态实体对齐方法
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作者 王艺焱 王海荣 +1 位作者 王怡梦 王文龙 《计算机工程与科学》 北大核心 2026年第2期372-380,共9页
针对多模态实体对齐存在的特征融合时信息易丢失问题,以及对齐时仅关注联合实体向量导致实体无法被正确对齐的问题,提出了自适应融合的多模态实体对齐方法ADMMEA。该方法利用FastText、ResNet-152和GAT模型提取多模态实体特征,同时获取... 针对多模态实体对齐存在的特征融合时信息易丢失问题,以及对齐时仅关注联合实体向量导致实体无法被正确对齐的问题,提出了自适应融合的多模态实体对齐方法ADMMEA。该方法利用FastText、ResNet-152和GAT模型提取多模态实体特征,同时获取实体名称、图像和结构数据的特征表示;采用布雷-柯蒂斯(Bray-Curtis)相异矩阵与莱文斯坦(Levenshtein)距离,计算源实体与目标实体间的相似度,生成各模态的距离矩阵;通过自适应融合策略融合图文距离矩阵,将其与结构信息矩阵拼接,得到最终的融合矩阵;利用排序思想匹配对融合矩阵按照相似度分数进行降序排列实现多模态实体对齐。在DBP15K数据集的ZH-EN,JA-EN和FR-EN子数据集上进行方法实验,并将实验结果与JAPE,RDGCN,MOGNN和MIMEA等13种方法进行对比,结果表明ADMMEA在ZH-EN,JA-EN和FR-EN这3个数据集上的Hits@1指标分别达到了0.985,0.995和0.994,证明了ADMMEA方法的有效性。 展开更多
关键词 多模态知识图谱 多模态实体对齐 嵌入模型 自适应融合 匹配问题
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Simulated annealing algorithm for detecting graph isomorphism 被引量:4
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作者 Geng Xiutang Zhang Kai 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2008年第5期1047-1052,共6页
Evolutionary computation techniques have mostly been used to solve various optimization problems, and it is well known that graph isomorphism problem (GIP) is a nondeterministic polynomial problem. A simulated annea... Evolutionary computation techniques have mostly been used to solve various optimization problems, and it is well known that graph isomorphism problem (GIP) is a nondeterministic polynomial problem. A simulated annealing (SA) algorithm for detecting graph isomorphism is proposed, and the proposed SA algorithm is well suited to deal with random graphs with large size. To verify the validity of the proposed SA algorithm, simulations are performed on three pairs of small graphs and four pairs of large random graphs with edge densities 0.5, 0.1, and 0.01, respectively. The simulation results show that the proposed SA algorithm can detect graph isomorphism with a high probability. 展开更多
关键词 graph isomorphism problem simulated annealing algorithm nondeterministic polynomial problem local search.
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Genetic Algorithm for Chinese Postman Problems 被引量:1
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作者 Jiang Hua, Kang Li-shanState Key Laboratory of Software Engineering, Wuhan University,Wuhan 430072,Hubei, China 《Wuhan University Journal of Natural Sciences》 CAS 2003年第S1期316-318,共3页
Chinese Postman Problem is an unsettled graphic problem. It was approached seldom by evolutionary computation. Now we use genetic algorithm to solve Chinese Postman Problem in undirected graph and get good results. It... Chinese Postman Problem is an unsettled graphic problem. It was approached seldom by evolutionary computation. Now we use genetic algorithm to solve Chinese Postman Problem in undirected graph and get good results. It could be extended to solve Chinese postman problem in directed graph. We make these efforts for exploring in optimizing the mixed Chinese postman problem. 展开更多
关键词 Chinese postman problem Eularian graph genetic algorithm evolutionary computation
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Bondage Number of 1-Planar Graph 被引量:1
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作者 Qiaoling Ma Sumei Zhang Jihui Wang 《Applied Mathematics》 2010年第2期101-103,共3页
The bondage number of a nonempty graph G is the cardinality of a smallest set of edges whose removal from G results in a graph a domination number greater than the domination number of G. In this paper, we prove that ... The bondage number of a nonempty graph G is the cardinality of a smallest set of edges whose removal from G results in a graph a domination number greater than the domination number of G. In this paper, we prove that for a 1-planar graph G. 展开更多
关键词 DOMINATION NUMBER Bondage NUMBER 1-Planar graph Combinatorial problem
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Multi-Objective Optimization of Pilots’ FFS Recurrent Training Problem 被引量:1
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作者 Mingang Gao 《Engineering(科研)》 2012年第10期662-667,共6页
Two multi-objective programming models are built to describe Pilots’ full flight simulator (FFS) recurrent training (PFRT) problem. There are two objectives for them. One is the best matching of captains and copilots... Two multi-objective programming models are built to describe Pilots’ full flight simulator (FFS) recurrent training (PFRT) problem. There are two objectives for them. One is the best matching of captains and copilots in the same aircraft type. The other is that pilots could attend his training courses at proper month. Usually the two objectives are conflicting because there are copilots who will promote to captains or transfer to other aircraft type and new trainees will enter the company every year. The main theme in the research is to find the final non-inferior solutions of PFRT problem. Graph models are built to help to analyze the problem and we convert the original problem into a longest-route problem with weighted paths. An algorithm is designed with which we can obtain all the non-inferior solutions by a graphic method. A case study is present to demonstrate the effectiveness of the algorithm as well. 展开更多
关键词 PFRT problem MULTI-OBJECTIVE Programming BIPARTITE graph Longest-Route problem graphIC Method
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Network evolution driven by dynamics applied to graph coloring
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作者 吴建设 李力光 +2 位作者 王晓华 于昕 焦李成 《Chinese Physics B》 SCIE EI CAS CSCD 2013年第6期262-267,共6页
An evolutionary network driven by dynamics is studied and applied to the graph coloring problem. From an initial structure, both the topology and the coupling weights evolve according to the dynamics. On the other han... An evolutionary network driven by dynamics is studied and applied to the graph coloring problem. From an initial structure, both the topology and the coupling weights evolve according to the dynamics. On the other hand, the dynamics of the network are determined by the topology and the coupling weights, so an interesting structure-dynamics co-evolutionary scheme appears. By providing two evolutionary strategies, a network described by the complement of a graph will evolve into several clusters of nodes according to their dynamics. The nodes in each cluster can be assigned the same color and nodes in different clusters assigned different colors. In this way, a co-evolution phenomenon is applied to the graph coloring problem. The proposed scheme is tested on several benchmark graphs for graph coloring. 展开更多
关键词 network dynamics evolution of network evolutionary strategies graph coloring problem
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An Alternative Approach for Solving Bi-Level Programming Problems
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作者 Rashmi Birla Vijay K. Agarwal +1 位作者 Idrees A. Khan Vishnu Narayan Mishra 《American Journal of Operations Research》 2017年第3期239-247,共9页
An algorithm is proposed in this paper for solving two-dimensional bi-level linear programming problems without making a graph. Based on the classification of constraints, algorithm removes all redundant constraints, ... An algorithm is proposed in this paper for solving two-dimensional bi-level linear programming problems without making a graph. Based on the classification of constraints, algorithm removes all redundant constraints, which eliminate the possibility of cycling and the solution of the problem is reached in a finite number of steps. Example to illustrate the method is also included in the paper. 展开更多
关键词 LINEAR PROGRAMMING problem Bi-Level PROGRAMMING problem graph Algorithm
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关于Knight’s Tour Problem的图论解法
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作者 吴英 李传文 马军生 《兰州工业高等专科学校学报》 2006年第3期40-43,共4页
通过分析欧拉所给出Knight’s Tour Problem的解法,结合哈密尔顿路和哈密尔顿圈的相关知识,得出其解法对应着二部图中的一条哈密尔顿圈.由此再充分利用8×8棋盘所对应的8×8表格的对称性及同格图的特性,对欧拉所给出的Knight’s... 通过分析欧拉所给出Knight’s Tour Problem的解法,结合哈密尔顿路和哈密尔顿圈的相关知识,得出其解法对应着二部图中的一条哈密尔顿圈.由此再充分利用8×8棋盘所对应的8×8表格的对称性及同格图的特性,对欧拉所给出的Knight’s Tour Problem的解法作了进一步的探讨,得出了以欧拉的解法为基础的以任一棋格为骑士周游起点的另外一系列解法.最后,把Knight’sTour Problem推广到m×n棋盘上,考虑到移动规则的特殊性,利用图论的相关知识,得到3×4,8×16和16×16棋盘上的Knight’s Tour Problem的解法,同时给出8m×8n(m>2,n>2)棋盘上Knight’s Tour Problem的猜想. 展开更多
关键词 Knight’s TOUR problem 哈密尔顿路 哈密尔顿圈 同构图 图的对称性
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An Efficient Simulated Annealing Approach to the Travelling Tournament Problem
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作者 Sevnaz Nourollahi Kourosh Eshghi Hooshmand Shokri Razaghi 《American Journal of Operations Research》 2012年第3期391-398,共8页
Scheduling sports leagues has drawn significant attention to itself in recent years, as it involves considerable revenue as well as challenging combinatorial optimization problems. A particular class of these problems... Scheduling sports leagues has drawn significant attention to itself in recent years, as it involves considerable revenue as well as challenging combinatorial optimization problems. A particular class of these problems is the Traveling Tournament Problem (TTP) which focuses on minimizing the total traveling distance for teams. In this paper, an efficient simulated annealing approach is presented for TTP which applies two simultaneous and disparate models for the problem in order to search the solutions space more effectively. Also, a computationally efficient modified greedy scheme is proposed for constructing a favorable initial solution for the simulated annealing algorithm. Our computational experiments, carried out on standard instances, demonstrate that this approach competes with previous offered methods in quality of found solutions and their computational time. 展开更多
关键词 TRAVELLING TOURNAMENT problem SIMULATED ANNEALING graph COLORING Combinatorial Optimization
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