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Concrete Physics Method for Solving NP hard Problem
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作者 Huang Wen\|qi College of Computer Science, Huazhong University of Science and Technology, Wuhan 430074,China Laboratory of Computer Science, Institute of Software, Chinese Academy of Sciences, Beijing 100080, China 《Wuhan University Journal of Natural Sciences》 CAS 2001年第Z1期140-146,共7页
With a NP hard problem given, we may find a equivalent physical world. The rule of the changing of the physical states is simply the algorithm for solving the original NP hard problem .It is the most natural algorithm... With a NP hard problem given, we may find a equivalent physical world. The rule of the changing of the physical states is simply the algorithm for solving the original NP hard problem .It is the most natural algorithm for solving NP hard problems. In this paper we deal with a famous example , the well known NP hard problem——Circles Packing. It shows that our algorithm is dramatically very efficient. We are inspired that, the concrete physics algorithm will always be very efficient for NP hard problem. 展开更多
关键词 concrete physics algorithm NP hard problem circles packing the rule of the changing of the physical states
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Optimal Rapid Restart of Heuristic Methods of NP Hard Problems
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作者 侯越先 王芳 《Transactions of Tianjin University》 EI CAS 2004年第2期146-148,共3页
Many heuristic search methods exhibit a remarkable variability in the time required to solve some particular problem instances. Their cost distributions are often heavy-tailed. It has been demonstrated that, in most c... Many heuristic search methods exhibit a remarkable variability in the time required to solve some particular problem instances. Their cost distributions are often heavy-tailed. It has been demonstrated that, in most cases, rapid restart (RR) method can prominently suppress the heavy-tailed nature of the instances and improve computation efficiency. However, it is usually time-consuming to check whether an algorithm on a specific instance is heavy-tailed or not. Moreover, if the heavy-tailed distribution is confirmed and the RR method is relevant, an optimal RR threshold should be chosen to facilitate the RR mechanism. In this paper, an approximate approach is proposed to quickly check whether an algorithm on a specific instance is heavy-tailed or not. The method is realized by means of calculating the maximal Lyapunov exponent of its generic running trace. Then a statistical formula to estimate the optimal RR threshold is educed. The method is based on common nonparametric estimation, e.g., Kernel estimation. Two heuristic methods are selected to verify our method. The experimental results are consistent with the theoretical consideration perfectly. 展开更多
关键词 NP hard problems heavy-tailed rapid restart(RR) Lyapunov exponent optimal RR threshold
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The Alleged Hard Problem: A Pseudo Problem
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作者 Michael Prost 《Journal of Philosophy Study》 2017年第3期111-124,共14页
One of the most intriguing problems of philosophy is the question whether the human mind and human consciousness can be completely reduced to matter, namely to the brain. A special problem in this context is what has ... One of the most intriguing problems of philosophy is the question whether the human mind and human consciousness can be completely reduced to matter, namely to the brain. A special problem in this context is what has been called the "hard problem." The hard problem denies that it is possible to reduce phenomenal experiences to brain states. The hard problem claims that it is impossible for materialists to explain what it is like to feel something. Here, we will prove that the hard problem is a pseudo problem that is based on errors in logic and language. One of the key arguments for the hard problem, the conceivability of zombies, is logically wrong within naturalism, which most philosophers acknowledge. Nevertheless, generally all questions of the type "What is it like to feel something?" are either trivial or linguistically impermissible. The core of the "hard problem" is the mix-up between non-reducibility and non-describability. 展开更多
关键词 human consciousness human mind NATURALISM zombie argument hard problem explanatory gap property dualism logic language
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The Hard Problem of Consciousness from a Bio-Psychological Perspective
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作者 Franz Klaus Jansen 《Journal of Philosophy Study》 2017年第11期579-594,共16页
Chalmers introduced the hard problem of consciousness as a profound gap between experience and physical concepts. Philosophical theories were based on different interpretations concerning the qualia/concept gap, such ... Chalmers introduced the hard problem of consciousness as a profound gap between experience and physical concepts. Philosophical theories were based on different interpretations concerning the qualia/concept gap, such as interactive dualism (Descartes), as well as mono aspect or dual aspect monism. From a bio-psychological perspective, the gap can be explained by the different activity of two mental functions realizing a mental representation of extra-mental reality. The function of elementary sensation requires active sense organs, which create an uninterrupted physical chain from extra-mental reality to the brain and reflect the present. The function of categorizing reflection no longer needs sense organs, so that the physical chain to extra-mental reality is interrupted and now reflects the past. Whereas elementary sensation is an open system, categorizing reflection remains a closed system, separated from extra-mental reality. This creates the potentiality/reality gap, since prediction from the closed to the open system remains always uncertain. Elementary sensation is associated to specific qualia for each sense organ. Chalmers also attributed qualia to thoughts, with more neutral thought qualia. Thus at the qualia level, there is also an important gap, but now between specific sense qualia and neutral thought qualia. Since all physical concepts are simultaneously linked to neutral thought qualia, the hard problem might be explained by a qualia/qualia gap instead of a qualia/concept gap. The mental function of categorizing reflection induces the change from sense qualia to thought qualia by a categorization process. The specific sense qualia mosaic of an apple is reduced to physical concepts with neutral qualia by progressive categorization first to fruit, then to food, to chemicals and finally to calories. This might explain the gap felt in the hard problem, since specific sense qualia are completely different from neutral thought qualia, so that the hard problem could already be encountered at the qualia level. Since the gap of the hard problem is due to the interaction of different mental functions, it is compatible with a philosophical monism. 展开更多
关键词 hard problem bio-psychological perception mental functions qualia mosaic sense qualia thoughtqualia thought concepts brain locations
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Strong NP-Hardness of Single Machine Scheduling Problems with Variable Processing Time
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作者 周贤伟 杜文 朱健梅 《Journal of Modern Transportation》 1998年第2期78-88,共11页
In this paper, single machine scheduling problems with variable processing time is discussed according to published instances of management engineering. Processing time of a job is the product of a “coefficient' ... In this paper, single machine scheduling problems with variable processing time is discussed according to published instances of management engineering. Processing time of a job is the product of a “coefficient' of the job on position i and a “normal' processing time of the job. The criteria considered is to minimize scheduled length of all jobs. A lemma is proposed and proved. In no deadline constrained condition, the problem belongs to polynomial time algorithm. It is proved by using 3 partition that if the problem is deadline constrained, its complexity is strong NP hard. Finally, a conjuncture is proposed that is to be proved. 展开更多
关键词 single machine scheduling problem variable processing time strong NP hardness.
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基于多因素分析的机场任务指派建模与仿真
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作者 田倩南 李杰 +1 位作者 李昆鹏 郭群 《运筹与管理》 CSSCI CSCD 北大核心 2024年第2期1-8,共8页
机场任务指派问题是一个复杂的组合优化问题,属于NP-hard问题。本文研究了考虑任务部分覆盖率、资格匹配度等多因素的指派问题,通过分析研究问题,建立整数规划模型,对模型进行分析并提出有效不等式,应用CPLEX优化软件对不同因素的实际... 机场任务指派问题是一个复杂的组合优化问题,属于NP-hard问题。本文研究了考虑任务部分覆盖率、资格匹配度等多因素的指派问题,通过分析研究问题,建立整数规划模型,对模型进行分析并提出有效不等式,应用CPLEX优化软件对不同因素的实际数据进行仿真测试,数值实验结果表明:1)该模型的可行性与有效性;2)对不同规模的实际数据求解发现,即使覆盖率设置高达80%,目标函数的均值依然提高9.6%;当同时考虑资格匹配度时,目标函数均值也能提高6.98%;3)对考虑不同属性因素数据的测试结果对比发现,降低任务对资格的要求对目标函数产生的影响最大,目标函数均值增加量高达27.96%,从而对任务完成率影响更直观。研究可以有效提高机场的运行效率和任务完成率,为企业实际运营决策提供科学依据。 展开更多
关键词 任务部分覆盖率 NP-hard问题 整数规划模型 CPLEX优化软件
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基于格的伪随机函数研究综述
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作者 李一鸣 刘胜利 《密码学报(中英文)》 CSCD 北大核心 2024年第1期174-190,共17页
伪随机函数是密码学领域最基本的原语之一,其自提出以来便备受关注.近几十年间发展起来的格理论在密码领域取得了很多重要的应用成果,特别是格上很多困难问题被普遍认为具备抵抗量子攻击的特性,在后量子密码方案设计中处于核心地位.对... 伪随机函数是密码学领域最基本的原语之一,其自提出以来便备受关注.近几十年间发展起来的格理论在密码领域取得了很多重要的应用成果,特别是格上很多困难问题被普遍认为具备抵抗量子攻击的特性,在后量子密码方案设计中处于核心地位.对于格上伪随机函数的研究正式起始于Banerjee、Peikert和Rosen在2012年欧密会上发表的工作.此后,密码学家们围绕如何基于格困难问题设计伪随机函数方案开展了大量研究,特别是在提升伪随机函数方案的安全性、效率和并行性,以及扩展伪随机函数的功能方面取得了诸多成果.本文对格上伪随机函数的研究现状进行综述:总结了伪随机函数的通用构造方法以及格上伪随机函数依赖的底层困难问题;整理了现有基于格困难问题设计的伪随机函数方案,重点关注这些方案在提升安全性、效率或并行性方面采用的技术以及取得的成果;整理了格上具备扩展功能的伪随机函数的研究进展,包括具有密钥同态性质的伪随机函数、约束伪随机函数、水印伪随机函数以及可验证伪随机函数. 展开更多
关键词 伪随机函数 格密码 格困难问题
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求解最小支配集问题的禁忌遗传混合算法
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作者 吴歆韵 彭瑞 熊才权 《湖北工业大学学报》 2024年第2期17-22,共6页
将最小支配集问题转换为一系列判定问题k支配集问题,并提出一种禁忌遗传混合算法对k-DS问题进行求解。此算法将禁忌搜索算法和遗传算法两种启发式算法结合起来,互补不足。高效的邻域结构保证了算法的运行效率,禁忌策略防止算法过早陷入... 将最小支配集问题转换为一系列判定问题k支配集问题,并提出一种禁忌遗传混合算法对k-DS问题进行求解。此算法将禁忌搜索算法和遗传算法两种启发式算法结合起来,互补不足。高效的邻域结构保证了算法的运行效率,禁忌策略防止算法过早陷入局部最优陷阱,遗传算法框架进一步增强了算法的疏散性。经过与现有求解最小支配集算法的结果进行分析比较,禁忌遗传混合算法的结果较其它算法更优。 展开更多
关键词 最小支配集 NP难问题 禁忌遗传混合算法 k支配集
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粮库PWSN部署中NP-Hard问题的研究 被引量:1
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作者 陈得民 张元 +1 位作者 廉飞宇 张秋闻 《河南工业大学学报(自然科学版)》 CAS 北大核心 2008年第4期6-9,19,共5页
以无线传感器网络在粮库中的应用为例,将传感器节点部署中出现未覆盖区域问题归属为NP-Hard问题.结合近似算法、Bidding协议、Voronoi diagrams等方法,对粮库PWSN部署中的NP-Hard问题进行了较深入的研究,对解决粮库无线传感器网络的覆... 以无线传感器网络在粮库中的应用为例,将传感器节点部署中出现未覆盖区域问题归属为NP-Hard问题.结合近似算法、Bidding协议、Voronoi diagrams等方法,对粮库PWSN部署中的NP-Hard问题进行了较深入的研究,对解决粮库无线传感器网络的覆盖问题提出了新思路. 展开更多
关键词 覆盖问题 PWSN NP—hard
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Key Exchange Protocol Based on Tensor Decomposition Problem 被引量:1
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作者 MAO Shaowu ZHANG Huanguo +3 位作者 WU Wanqing ZHANG Pei SONG Jun LIU Jinhui 《China Communications》 SCIE CSCD 2016年第3期174-183,共10页
The hardness of tensor decomposition problem has many achievements, but limited applications in cryptography, and the tensor decomposition problem has been considered to have the potential to resist quantum computing.... The hardness of tensor decomposition problem has many achievements, but limited applications in cryptography, and the tensor decomposition problem has been considered to have the potential to resist quantum computing. In this paper, we firstly proposed a new variant of tensor decomposition problem, then two one-way functions are proposed based on the hard problem. Secondly we propose a key exchange protocol based on the one-way functions, then the security analysis, efficiency, recommended parameters and etc. are also given. The analyses show that our scheme has the following characteristics: easy to implement in software and hardware, security can be reduced to hard problems, and it has the potential to resist quantum computing.Besides the new key exchange can be as an alternative comparing with other classical key protocols. 展开更多
关键词 key exchange resistant quantum hard problem tensor decomposition
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区块链技术中的运筹学
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作者 张玉忠 《曲阜师范大学学报(自然科学版)》 CAS 2024年第2期1-8,共8页
该文阐述了区块链技术及其在世界技术革命与当今社会发展中的意义和作用.针对区块链技术,提出了与之密切相关的组合最优化问题,证明了它们与现有的组合优化问题(如排序问题、背包问题等)之间的联系甚至等价性.同时探究了区块链技术在农... 该文阐述了区块链技术及其在世界技术革命与当今社会发展中的意义和作用.针对区块链技术,提出了与之密切相关的组合最优化问题,证明了它们与现有的组合优化问题(如排序问题、背包问题等)之间的联系甚至等价性.同时探究了区块链技术在农业机械调度、能源调度等领域的最优化问题中的应用. 展开更多
关键词 区块链技术 排序 近似算法 计算复杂性 NP-难问题
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查尔莫斯机器意识观的演变历程
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作者 赵小龙 《佛山科学技术学院学报(社会科学版)》 2024年第1期21-26,65,共7页
“机器意识”问题随着人工智能与脑科学的不断突破而受到广泛关注。通过对查尔莫斯的机器意识观的文本考察,可以将其相关思想的演变历程划分为三个阶段:早期阶段(1989-1994)、中期阶段(1995-2003)以及后期阶段(2010至今)。查尔莫斯在早... “机器意识”问题随着人工智能与脑科学的不断突破而受到广泛关注。通过对查尔莫斯的机器意识观的文本考察,可以将其相关思想的演变历程划分为三个阶段:早期阶段(1989-1994)、中期阶段(1995-2003)以及后期阶段(2010至今)。查尔莫斯在早期认为机器意识存在实现的可能,计算是实现这一目标的核心基础;在中期他认为“难问题”的存在使得实现机器意识变得困难,需要一定非物理形式的解释;在后期他认为机器意识实现的最佳路径是渐进式上传,且需谨慎对待其发展的后果。 展开更多
关键词 大卫·查尔莫斯 机器意识 难问题 非物理形式 渐进式上传
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DVE场景精简的NP-Hard问题及其近似算法
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作者 陈庆 贾金原 《系统仿真学报》 CAS CSCD 北大核心 2008年第S1期21-24,共4页
高效的网格精简算法对于大规模DVE场景的实时绘制与传输均十分重要。目前已经提出了大量关于网格精简方法,但绝大多数网格优化算法都是面向实际应用的。我们却从计算机科学理论的角度出发,对这一经典问题重新进行了深入研究。首先,我们... 高效的网格精简算法对于大规模DVE场景的实时绘制与传输均十分重要。目前已经提出了大量关于网格精简方法,但绝大多数网格优化算法都是面向实际应用的。我们却从计算机科学理论的角度出发,对这一经典问题重新进行了深入研究。首先,我们发现网格精简是一个最优顶点覆盖问题,即NP-Hard问题。然后,我们又提出了一种基于贪心算法的用于网格精简的最优顶点覆盖问题的近似算法。理论推导与实验数据都说明本文所给出的近似算法有效地减少了DVE场景的网格数量,能进一步提高DVE场景数据的网络传输速度。 展开更多
关键词 虚拟现实 NP-hard问题 顶点覆盖 近似算法 贪心算法 网格精简
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海洋平台大位移栈桥石油天然气管道配管技术研究
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作者 韩化凤 李学强 《山东化工》 CAS 2024年第12期201-205,共5页
海洋平台间常用栈桥来实现资源共享,优化设备设施的同时,又极大地节约投资成本。受所在海域水深等条件影响,平台间的相对位移一般都很大,尤其在文昌海域,水深近120 m,平台间的相对位移甚至多达1.6 m。这对于铺设在栈桥上的管线影响非常... 海洋平台间常用栈桥来实现资源共享,优化设备设施的同时,又极大地节约投资成本。受所在海域水深等条件影响,平台间的相对位移一般都很大,尤其在文昌海域,水深近120 m,平台间的相对位移甚至多达1.6 m。这对于铺设在栈桥上的管线影响非常大,给管线设计尤其是全硬管方案带来巨大挑战。为了解决深水大位移栈桥的配管难题,本文将结合文昌海域某油田栈桥设计工程案例,全方位地剖析问题根本所在,通过方案优化、对管线进行应力分析等方式,最终采用软硬管结合方案来解决附加大位移带来的不利影响,确保栈桥管线的安全运行。此油田栈桥投产至今,已经安全运行3年。 展开更多
关键词 大位移栈桥 配管难题 软硬管结合方案 应力分析
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Solving the Traveling Salesman Problem Using Hydrological Cycle Algorithm 被引量:1
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作者 Ahmad Wedyan Jacqueline Whalley Ajit Narayanan 《American Journal of Operations Research》 2018年第3期133-166,共34页
In this paper, a recently developed nature-inspired optimization algorithm called the hydrological cycle algorithm (HCA) is evaluated on the traveling salesman problem (TSP). The HCA is based on the continuous movemen... In this paper, a recently developed nature-inspired optimization algorithm called the hydrological cycle algorithm (HCA) is evaluated on the traveling salesman problem (TSP). The HCA is based on the continuous movement of water drops in the natural hydrological cycle. The HCA performance is tested on various geometric structures and standard benchmarks instances. The HCA has successfully solved TSPs and obtained the optimal solution for 20 of 24 benchmarked instances, and near-optimal for the rest. The obtained results illustrate the efficiency of using HCA for solving discrete domain optimization problems. The solution quality and number of iterations were compared with those of other metaheuristic algorithms. The comparisons demonstrate the effectiveness of the HCA. 展开更多
关键词 WATER-BASED OPTIMIZATION Algorithms Nature-Inspired Computing DISCRETE OPTIMIZATION problemS NP-hard problemS
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应急科技攻关的协同数字治理战略路径与对策 被引量:2
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作者 孟庆时 熊励 《智库理论与实践》 CSSCI 2023年第4期11-21,共11页
[目的/意义]在数字技术深度嵌入公共卫生信息基础设施建设驱动下,应急科技攻关数字化治理为快速应对突发公共卫生事件提供了重要契机。要快速应对和解决突发公共卫生事件,需要打破组织和国家的“科研边界”,从科研数据、科研人员到科研... [目的/意义]在数字技术深度嵌入公共卫生信息基础设施建设驱动下,应急科技攻关数字化治理为快速应对突发公共卫生事件提供了重要契机。要快速应对和解决突发公共卫生事件,需要打破组织和国家的“科研边界”,从科研数据、科研人员到科研设施等方面扩大共享范围,以协同数字治理理念提升科技攻关的应急效能。关注并研究深度数字化条件下的协同科技攻关及数字治理举措,对加快应急科技成果转化、完善应急科学决策体系等具有重要的指导意义与实践价值。[方法/过程]本文梳理和总结了国内外数字治理与应急科技攻关现状与问题,以新冠疫情为例,分析了我国目前应急科技攻关在数字治理方面的局限性,基于对应急科技攻关体系数字治理协同机制的分析,提出协同数字治理视角下应急科技攻关战略路径模型。[结果/结论]研究结果表明,要实现高效、协同和任务与使命导向的应急科技攻关,需要围绕协同数字治理平台,强化平台共享共用共治,基于数字基础设施和协同科技规划形成应急科技攻关长效机制,并以全球化数字治理合作引领突发公共卫生科技攻关共同体。最后,本文提出了以协同数字治理机制为中心的应急科技攻关体制优化对策。 展开更多
关键词 数字治理 协同治理 应急科技攻关 数字基础设施 应急科学决策
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Study on the Inventory Routing Problem of Refined Oil Distribution Based on Working Time Equilibrium 被引量:6
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作者 Zhenping Li Zhiguo Wu 《American Journal of Operations Research》 2016年第1期17-24,共8页
Taking the distribution route optimization of refined oil as background, this paper studies the inventory routing problem of refined oil distribution based on working time equilibrium. In consideration of the constrai... Taking the distribution route optimization of refined oil as background, this paper studies the inventory routing problem of refined oil distribution based on working time equilibrium. In consideration of the constraints of vehicle capacity, time window for unloading oil, service time and demand of each gas station, we take the working time equilibrium of each vehicle as goal and establish an integer programming model for the vehicle routing problem of refined oil distribution, the objective function of the model is to minimize the maximum working time of vehicles. To solve this model, a Lingo program was written and a heuristic algorithm was designed. We further use the random generation method to produce an example with 10 gas stations. The local optimal solution and approximate optimal solution are obtained by using Lingo software and heuristic algorithm respectively. By comparing the approximate optimal solution obtained by heuristic algorithm with the local optimal solution obtained by Lingo software, the feasibility of the model and the effectiveness of the heuristic algorithm are verified. The results of this paper provide a theoretical basis for the scheduling department to formulate the oil distribution plan. 展开更多
关键词 Working Time Equilibrium hard Time Window Inventory Routing problem Mathematical Model Heuristic Algorithm
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A Class of Single Machine Scheduling Problems with Variable Processing Time
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作者 周荷芳 周贤伟 《Journal of Modern Transportation》 2001年第1期93-100,共8页
In this paper, single machine scheduling problems with variable processing time are raised. The criterions of the problem considered are minimizing scheduling length of all jobs, flow time and number of tardy jobs and... In this paper, single machine scheduling problems with variable processing time are raised. The criterions of the problem considered are minimizing scheduling length of all jobs, flow time and number of tardy jobs and so on. The complexity of the problem is determined. [WT5HZ] 展开更多
关键词 single machine scheduling problem NP-hard variable processing time complexity theory
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Improved Parallel Three-List Algorithm for the Knapsack Problem without Memory Conflicts
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作者 潘军 李肯立 李庆华 《Journal of Southwest Jiaotong University(English Edition)》 2006年第1期7-14,共8页
Based on the two-list algorithm and the parallel three-list algorithm, an improved parallel three-list algorithm for knapsack problem is proposed, in which the method of divide and conquer, and parallel merging withou... Based on the two-list algorithm and the parallel three-list algorithm, an improved parallel three-list algorithm for knapsack problem is proposed, in which the method of divide and conquer, and parallel merging without memory conflicts are adopted. To find a solution for the n-element knapsack problem, the proposed algorithm needs O(2^3n/8) time when O(2^3n/8) shared memory units and O(2^n/4) processors are available. The comparisons between the proposed algorithm and 10 existing algorithms show that the improved parallel three-fist algorithm is the first exclusive-read exclusive-write (EREW) parallel algorithm that can solve the knapsack instances in less than O(2^n/2) time when the available hardware resource is smaller than O(2^n/2) , and hence is an improved result over the past researches. 展开更多
关键词 Knapsack problem NP-hard Parallel algorithm Memory conflicts hardware-time tradeoff
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Sea Turtle Foraging Optimization-Based Controller Placement with Blockchain-Assisted Intrusion Detection in Software-Defined Networks
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作者 Sultan Alkhliwi 《Computers, Materials & Continua》 SCIE EI 2023年第6期4735-4752,共18页
Software-defined networking(SDN)algorithms are gaining increas-ing interest and are making networks flexible and agile.The basic idea of SDN is to move the control planes to more than one server’s named controllers a... Software-defined networking(SDN)algorithms are gaining increas-ing interest and are making networks flexible and agile.The basic idea of SDN is to move the control planes to more than one server’s named controllers and limit the data planes to numerous sending network components,enabling flexible and dynamic network management.A distinctive characteristic of SDN is that it can logically centralize the control plane by utilizing many physical controllers.The deployment of the controller—that is,the controller placement problem(CPP)—becomes a vital model challenge.Through the advancements of blockchain technology,data integrity between nodes can be enhanced with no requirement for a trusted third party.Using the lat-est developments in blockchain technology,this article designs a novel sea turtle foraging optimization algorithm for the controller placement problem(STFOA-CPP)with blockchain-based intrusion detection in an SDN environ-ment.The major intention of the STFOA-CPP technique is the maximization of lifetime,network connectivity,and load balancing with the minimization of latency.In addition,the STFOA-CPP technique is based on the sea turtles’food-searching characteristics of tracking the odour path of dimethyl sulphide(DMS)released from food sources.Moreover,the presented STFOA-CPP technique can adapt with the controller’s count mandated and the shift to controller mapping to variable network traffic.Finally,the blockchain can inspect the data integrity,determine significantly malicious input,and improve the robust nature of developing a trust relationship between sev-eral nodes in the SDN.To demonstrate the improved performance of the STFOA-CPP algorithm,a wide-ranging experimental analysis was carried out.The extensive comparison study highlighted the improved outcomes of the STFOA-CPP technique over other recent approaches. 展开更多
关键词 Software-defined networking NP hard problem metaheuristics controller placement problem objective function
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