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A RECOGNITION PROBLEM IN CONVERTING LINEAR PROGRAMMING TO NETWORK FLOW MODELS 被引量:1
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作者 林诒勋 《Applied Mathematics(A Journal of Chinese Universities)》 SCIE CSCD 1993年第1期76-85,共10页
The main goal of this paper is to study the following combinatorial problem : given a finite set E = (e1, e2, ...,em} and a subset family a - [S1,S2, ... ,Sk} of E , does there exist a tree T with the edge set E such ... The main goal of this paper is to study the following combinatorial problem : given a finite set E = (e1, e2, ...,em} and a subset family a - [S1,S2, ... ,Sk} of E , does there exist a tree T with the edge set E such that each induced subgraph T[Si] of Si is precisely a path (1≤i≤k) ? 展开更多
关键词 Linear programming Network flow Polygon-matrix SEQUENCING Tree.
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基于Return-Oriented Programming的程序攻击与防护 被引量:6
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作者 黄志军 郑滔 《计算机科学》 CSCD 北大核心 2012年第B06期1-5,23,共6页
随着W⊕X等技术的引入,传统的代码注入攻击几乎被消除,return-to-lib攻击受到很大程度的抑制。在此背景下,Hovav Shacham提出了Return-Oriented Programming(ROP)的思想,该思想基于栈溢出的原理,通过使用程序库中有效的以ret指令结尾的... 随着W⊕X等技术的引入,传统的代码注入攻击几乎被消除,return-to-lib攻击受到很大程度的抑制。在此背景下,Hovav Shacham提出了Return-Oriented Programming(ROP)的思想,该思想基于栈溢出的原理,通过使用程序库中有效的以ret指令结尾的短指令序列构建gadget集合,使之具有图灵完备特性,来完成计算和攻击。讲述ROP思想自提出以来的一些研究成果和其实际的攻击能力,阐述ROP自动化的当前成果与未来可能的发展方向,进而分析和预测ROP自动化的下一步的研究方向。同时,也将从ROP的几个特征分析消除这种攻击的策略和方法,并介绍目前已有的防护思想和成果,论述这些方法的优缺点和改进方向。综合阐述ROP攻击与ROP防护这一矛与盾的问题,力争使读者理解ROP的思想,知悉当前的发展状态,并在此基础上能够进一步推进ROP攻击及其防范的研究。 展开更多
关键词 ROP 程序自动化 地址随机化 栈溢出 程序控制流 程序安全
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基于PFC模拟碎石桩处治湿陷性黄土路基的沉降特性研究
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作者 李广 张谢东 +2 位作者 武林 李帅 王浩科 《武汉理工大学学报(交通科学与工程版)》 2026年第1期162-171,共10页
为研究碎石桩加固内蒙古湿陷性黄土路基的处治效果,基于颗粒流程序PFC2D建立无碎石桩加固路基模型和采用碎石桩加固路基模型.两个模型通过改变细砂的弹性模量来模拟黄土浸水湿陷过程,采用测量圆监测路基位移和碎石桩位移,综合分析碎石... 为研究碎石桩加固内蒙古湿陷性黄土路基的处治效果,基于颗粒流程序PFC2D建立无碎石桩加固路基模型和采用碎石桩加固路基模型.两个模型通过改变细砂的弹性模量来模拟黄土浸水湿陷过程,采用测量圆监测路基位移和碎石桩位移,综合分析碎石桩加固路基前后的沉降变化规律,得出了碎石桩对湿陷性黄土地基的处治效果.结果表明:加固前湿陷性黄土路基湿陷大致分为陡增、聚降、平稳三阶段,且沉降呈现分层沉降现象,埋深越浅越早开始沉降;碎石桩加固湿陷性黄土路基后,湿陷区域的沉降量相比加固前普遍减少90%以上,且减小程度随深度的增加而减小;路基加固处理后路堤的竖向和水平位移量都小于湿陷区域,说明细砂湿陷是导致路堤沉降的主要原因;碎石桩加固路基后桩体竖向位移较小,水平位移自湿陷区域向桩两端递减.综合上述结果表明碎石桩加固内蒙古湿陷性黄土路基效果十分显著,该研究结论可以为其它地区类似的湿陷性黄土地基提供一定参考. 展开更多
关键词 湿陷性黄土 碎石桩 路基处治 离散元 颗粒流程序(PFC)
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不确定条件下的零等待Flow shop生产调度问题 被引量:3
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作者 郑璐 顾幸生 《华东理工大学学报(自然科学版)》 CAS CSCD 北大核心 2004年第2期188-193,198,共7页
研究了处理时间不确定条件下,含零等待模块的模糊Flowshop生产调度问题;采用三角模糊数描述处理时间的不确定性,用零等待策略对加工过程进行约束,建立了基于模糊规划理论的零等待Flowshop调度模型,通过中间值最大隶属度的方法,将原有的... 研究了处理时间不确定条件下,含零等待模块的模糊Flowshop生产调度问题;采用三角模糊数描述处理时间的不确定性,用零等待策略对加工过程进行约束,建立了基于模糊规划理论的零等待Flowshop调度模型,通过中间值最大隶属度的方法,将原有的模糊调度模型转化为清晰的调度模型;最后应用改进的模拟退火算法对模型进行仿真优化,制定了适用于实际排产过程中的GANTT图,仿真结果说明了调度模型的正确性和改进算法的有效性。 展开更多
关键词 不确定性 flow shop生产调度 零等待 模糊优化 模拟退火
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基于半正定规划的配电网三相不平衡日前最优换相策略
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作者 李嘉兴 刘梦奇 +3 位作者 张耀 董浩淼 张贝西 廖建 《电力系统自动化》 北大核心 2026年第2期125-135,共11页
随着分布式电源、电动汽车等不平衡设备的广泛普及,配电网运行出现了网络损耗增加、三相不平衡度加大等一系列问题。为了降低含有混合相的配电网的电压不平衡度,提出了面向三相不平衡治理的配电负荷日前最优换相模型。首先,建立了以电... 随着分布式电源、电动汽车等不平衡设备的广泛普及,配电网运行出现了网络损耗增加、三相不平衡度加大等一系列问题。为了降低含有混合相的配电网的电压不平衡度,提出了面向三相不平衡治理的配电负荷日前最优换相模型。首先,建立了以电压不平衡度最小为目标,包含系统换相时间、配电网三相潮流和系统安全运行等约束的混合整数半正定优化模型;其次,将离散变量转化为等式二次约束形式,得到三相不平衡配电网日前最优换相模型;然后,通过高斯随机选代法恢复秩一约束,求解得到最优负荷换相策略;最后,采用IEEE标准算例,将所提方法与三相潮流线性化进行对比,验证了所提模型与求解方法的准确性和有效性。 展开更多
关键词 三相不平衡 配电网 最优潮流 换相 半正定规划 高斯随机化
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柔性Flow Shop调度问题的研究现状及发展趋势 被引量:1
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作者 王莉 朱晶 《鞍山师范学院学报》 2002年第1期9-13,共5页
许多实际生产环境如石油、化工、钢铁等流程工业都是柔性FlowShop环境 .文中对柔性FlowShop调度问题的研究现状进行了评述 。
关键词 柔性flowShop 调度 数学规划 启发式算法 发展趋势 工艺流程 生产环境
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考虑工人疲劳的混合流水车间调度研究
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作者 李俊 杨方燕 《制造业自动化》 2026年第1期52-62,共11页
为了解决混合流水车间任务分配和工人疲劳问题,提出了考虑工人疲劳的混合整数规划模型。根据问题特征,采用实数编码的方式解决工序排序和工人指派问题,并提出了改进的星鸦优化算法(INOA)进行求解。首先,采用反向学习种群初始化,增加种... 为了解决混合流水车间任务分配和工人疲劳问题,提出了考虑工人疲劳的混合整数规划模型。根据问题特征,采用实数编码的方式解决工序排序和工人指派问题,并提出了改进的星鸦优化算法(INOA)进行求解。首先,采用反向学习种群初始化,增加种群的多样性;其次,优化参数μ,γ因子,提升算法的搜索效率和收敛速度;最后,为了提高算法的鲁棒性,引入种群多样性监测机制,采用柯西扰动,避免因种群多样性过低导致的停滞。将INOA和其他算法在12个函数上测试,测试结果表明INOA各方面性能都明显优于其他算法。通过连接线装配生产线进行实例验证,结果进一步验证了算法的优越性,所提出的优化方案能够有效的缩短完工周期,防止工人过度疲劳,促进任务合理的分配。 展开更多
关键词 混合流水车间 工人疲劳 混合整数规划 星鸦优化算法 改进算法
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RESEARCH ON THE BLOCKING FLOW IN A TRANSPORTATION NETWORK──THE GENERAL CONCEPTS AND THEORY OF THE BLOCKING FLOW 被引量:4
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作者 Ning Xuanxi (Industry and Business College,NUAA 29 Yudao Street,Nanjing 210016,P.R.China) 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI 1994年第2期215-223,共9页
Blockage is a kind of phenomenon occurring frequently in modern transportation network. This paper deals with the research work on the blocking now in a network with the help of network flow theory. The blockage pheno... Blockage is a kind of phenomenon occurring frequently in modern transportation network. This paper deals with the research work on the blocking now in a network with the help of network flow theory. The blockage phenomena can be divided intO local blockage and network blockage. In this paper, which deals mainly with the latter, the fundamental concepts and definitions of network blocking flow, blocking outset are presented and the related theorems are proved. It is proved that the sufficient and necessary condition for the emergence of a blocking now in a network is the existence of the blocking outset. The necessary conditions for the existence of the blocking outset in a network are analysed and the characteristic cutset of blockage which reflects the all possible situation of blocking nows in the network is defined.In the last part of the paper the mathematical model of the minimum blocking now is developed and the solution to a small network is given. 展开更多
关键词 NETWORK flow NETWORK graph THEORY NETWORK now programMING BLOCKING flow
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Asymptotically Optimal Scenario Analysis and Wait-and-See Model for Optimal Power Flow With Wind Power 被引量:26
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作者 LI Jinghua WEI Hua MO Dong 《中国电机工程学报》 EI CSCD 北大核心 2012年第22期I0003-I0003,共1页
精确模拟风功率分布的场景,有效求解反映风电随机性的最优潮流模型,对大规模风电并网的经济调度、质量控制及安全运行均具有重要意义。引入风电随机变量,建立最优潮流的"wait-and-see"(WS-OPF)模型;采用优于其他指标的瓦瑟斯坦(Was... 精确模拟风功率分布的场景,有效求解反映风电随机性的最优潮流模型,对大规模风电并网的经济调度、质量控制及安全运行均具有重要意义。引入风电随机变量,建立最优潮流的"wait-and-see"(WS-OPF)模型;采用优于其他指标的瓦瑟斯坦(Wasserstein)距离为衡量指标,形成与风功率概率分布最优近似的场景模型,生成渐近最优场景,获得潮流分布及机组最优出力等指导调度安全经济运行的重要信息。最后,以IEEE 30和IEEE 300系统为例,对比各种距离指标的模拟精度,验证Wasserstein距离的优良性;同时,与不考虑风电随机性的模型相比,WS-OPF模型能更好地模拟风功率随机特性,提供与实际发生的风功率相近的调度方案,从而合理地规避风电接入电网的风险,提高风电的消纳能力。 展开更多
关键词 优化调度模型 渐近最优 最优潮流 风电 随机变量 电力系统
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基于改进线性回归与动态交换流分析的输电线损预测
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作者 李安 吕道鑫 +2 位作者 李吉侗 王建英 赵志文 《科技风》 2026年第6期81-83,共3页
不准确的线损预测会导致输电系统产生额外调节成本,以弥补此类损耗。本文提出一种线损预测模型设计,可有效降低因预测偏差导致的额外成本。该模型基于电力需求、供应、可再生能源发电及区域交换流的预测数据,逐区域预测次日线损。通过... 不准确的线损预测会导致输电系统产生额外调节成本,以弥补此类损耗。本文提出一种线损预测模型设计,可有效降低因预测偏差导致的额外成本。该模型基于电力需求、供应、可再生能源发电及区域交换流的预测数据,逐区域预测次日线损。通过线性回归分析提取线损关联因子(线损率),可以显著提升预测的准确性与精确度,模型输入数据除未来区域交换流外均可直接从电力交易市场获取,其中未来交换流通过构建优化问题并采用线性规划方法进行预测。本文通过以某地区某年数据为样本的仿真验证了模型的性能,旨在为相关研究提供参考。 展开更多
关键词 交换流建模 线损预测 线性规划 线损率 回归分析
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Optimization model of truck flow at open-pit mines and standards for feasibility test 被引量:2
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作者 YingZhang YongZhao QiweiLu WenliXu 《Journal of University of Science and Technology Beijing》 CSCD 2004年第5期389-393,共5页
In order to increase production efficiency at open-pit mines, on the basis oflinear programming, a practical mathematical model for optimizing truck flow was developed, whichimproved the traditional fixed manual sched... In order to increase production efficiency at open-pit mines, on the basis oflinear programming, a practical mathematical model for optimizing truck flow was developed, whichimproved the traditional fixed manual schedule method. The model has advantages from linearprogramming and objective programming, makes most handling points working at full capacity and keepsan optimized ratio between trucks and excavators. For ensuring feasibility of the model inpractical production, four standards for feasibility test were proposed. The model satisfied all thestandards. The application in a large scale open-pit iron mine indicated that the model reduced thenumber of required trucks by 10 percent compared with the fixed manual schedule method. 展开更多
关键词 open-pit mine truck flow linear programming mathematical model FEASIBILITY
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Sustainable Multi-Objective Multi-Reservoir Optimization Considering Environmental Flow 被引量:1
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作者 Pushpak D. Dabhade Dattatray G. Regulwar 《Journal of Water Resource and Protection》 2021年第12期945-956,共12页
Increasing demand for water from all sectors presents a challenge for policy makers to improve water allocation policies for storage reservoirs. In addition, there are many other organisms and species present in river... Increasing demand for water from all sectors presents a challenge for policy makers to improve water allocation policies for storage reservoirs. In addition, there are many other organisms and species present in river waters that also require water for their survival. Due to the lack of awareness many times the minimum required quantity and quality of water for river ecosystem is not made available at downstream of storage reservoirs. So, a sustainable approach is required in reservoir operations to maintain the river ecosystem with environmental flow while meeting the other demands. Multi-objective, multi-reservoir operation model developed with Python programming using Fuzzy Linear Programing method incorporating environmental flow requirement of river is presented in this paper. Objective of maximization of irrigation release is considered for first run. In second run maximization of releases for hydropower generation is considered as objective. Further both objectives are fuzzified by incorporating linear membership function and solved to maximize fuzzified objective function simultaneously by maximizing satisfaction level indicator (λ). The optimal reservoir operation policy is presented considering constraints including Irrigation release, Turbine release, Reservoir storage, Environmental flow release and hydrologic continuity. Model applied for multi-reservoir system consists of four reservoirs, i.e., Jayakwadi Stage-I Reservoir (R1), Jayakwadi Stage-II Reservoir (R2), Yeldari Reservoir (R3), Siddheshwar Reservoir (R4) in Godavari River sub-basin from Marathwada region of Maharashtra State, India. 展开更多
关键词 OPTIMIZATION Multi-Objective Analysis MULTI-RESERVOIR Reservoir Operation Environmental flow Linear programming Fuzzy Logic
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A Comparative Study on Test Case Generation of Concurrent Programs
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作者 Bidush Kumar Sahoo Mitrabinda Ray 《World Journal of Engineering and Technology》 2016年第2期273-280,共8页
This paper deals with a comparative study on testing of concurrent programs based on different techniques. The various challenges in testing concurrent programming are: defining test coverage criteria based on control... This paper deals with a comparative study on testing of concurrent programs based on different techniques. The various challenges in testing concurrent programming are: defining test coverage criteria based on control flow, generating control flow graph of nondeterministic programs, investigating the applicability of sequential testing criteria to parallel program testing etc. For solving these issues, some existing techniques are discussed in this study. Various researchers use an intermediate graph called Event Inter Actions Graph (EIAG) to solve the problem of generating the control flow graph of nondeterministic programs. Some researches propose an intermediate graph called Interaction Sequence Testing Criteria (ISTC) approach based on sequence of interactions to solve the problem of test coverage criteria based on control and data flow. Another method to solve the problem of generating test coverage based on control flow graph of nondeterministic programs is constraint based approach. It needs constrained elements to generate test case which includes structural element and constraint. The selection of good test cases has been addressed by test data generation technique. The technique of concurrent path analysis approach is used to solve the problem of applicability of sequential testing criteria to parallel program testing. It reduces the number of combined concurrent test paths. The sequential test paths are combined to form concurrent test path. The Integration and System Test Automation (ISTA) approach is used to solve the problem of applicability of sequential testing criteria to parallel program testing. It is used for automated test case generation and execution by using high-level Petri net is a finite state test model. 展开更多
关键词 Concurrent program EIAG Dead Statement Control flow Graph Nondeterministic program
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Multi-Reservoir Optimization for Maximization of Releases for Hydropower Generation Considering Environmental Flow
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作者 Pushpak D. Dabhade Dattatray G. Regulwar 《Journal of Water Resource and Protection》 2021年第12期931-944,共14页
Water is the soul of the world. It is the most important element for the survival of humans, animals, birds, plants and all other living things on earth. Water is essential for the beginning of life as well as regular... Water is the soul of the world. It is the most important element for the survival of humans, animals, birds, plants and all other living things on earth. Water is essential for the beginning of life as well as regular availability of water ensuring the survival, growth and overall nourishment. Thus, proper planning and use of reservoir water are essential for all. To tackle this issue different optimization techniques underline their need and importance in the reservoir operations. In the present study, multi-reservoir optimization model is developed using Python programing language considering the objective of maximization of total annual release for hydropower generation. Model is applied to 3 reservoirs from Godavari River basin from Maharashtra state India. Water essential for conservation of environment has also been made available in river as environmental flow as per the recommendations of Central Water Commission (CWC) India. Developed optimization model provides optimal monthly operation policies. 展开更多
关键词 OPTIMIZATION MULTI-RESERVOIR Reservoir Operation Environmental flow Linear programming
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RESEARCH ON THE LOCAL BLOCKAGE OF A TRANSPORTATION NETWORK AND ITS MINIMUM FLOW CAPACITY
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作者 Ning Xuanxi(Industry and Business College ,NUAA 29 Yudao Street ,Nanjing 210016 ,P.R.China) 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI 1994年第1期60-66,共7页
This paper deals with the research work on the phenomena of local blockage in a transportation network. Onthe basis of introducing the research results in [1], theminimum now capacity problem of a network in the mosts... This paper deals with the research work on the phenomena of local blockage in a transportation network. Onthe basis of introducing the research results in [1], theminimum now capacity problem of a network in the mostseriously blocked situation is studied. With the conceptof complete outset presented in [1], the relationship between the minimum now capacity of a network and its minimum complete cut capacity is discussed, and the reasons for the difference betweent the minimum now capacity of a network and its minimum complete cut capa-city are analysed. In order to get the solution to the problem, the concepts of normalization of a network and its blocking path graph are presented. In the paper it is proved that the necessary and sufficient conditions for the equality between the minumum now capacity and its minumum complete cut capacity are the existence of a feasible flow in the blocking path graph. For the reason that there are some dependent production points in the blocking path graph of a network, the proof about the tenability of the Gale's Theorm for the planat normalized network without circuit is made. 展开更多
关键词 NETWORK flow NETWORK graph theory BLOCKING flow NETWORK now programMING
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An Interval Programming-based Traffic Planning Model for Urban Vehicle Emissions Management
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作者 Shen Wang Yulei Xie +2 位作者 Ye Tang Hongkuan Zang Zhe Wang 《Energy and Power Engineering》 2013年第4期344-349,共6页
An interval linear traffic planning model is developed for supporting vehicle emissions limited under uncertainty. The interval linear traffic planning model can address uncertainties of traffic system and vehicle emi... An interval linear traffic planning model is developed for supporting vehicle emissions limited under uncertainty. The interval linear traffic planning model can address uncertainties of traffic system and vehicle emissions related to system costs and limitation of emission. The interval linear traffic planning model is applicable to complex traffic system. One virtual city as our study object was taken by using the interval linear traffic planning model. In this study, one virtual case and a scenario are provided for three planning periods. The results indicate that the interval linear traffic planning model can effectively reduce the vehicles emission and provide strategies for authorities to deal with problems of transportation system. 展开更多
关键词 TRAFFIC System VEHICLE EMISSIONS TRAFFIC flow INTERVAL Linear programMING INTERVAL NUMBER
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城市轨道交通网络韧性优化研究 被引量:7
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作者 张开冉 殷苏平 蒋明君 《安全与环境学报》 北大核心 2025年第2期527-535,共9页
修复策略优化是提高突发事件发生后城市轨道交通网络韧性的重要手段。当前的研究多集中在单一层面的韧性评估,对乘客出行行为的考虑也较少关注对网络熟悉度的随机性。为此构建了城市轨道交通网络韧性优化双层模型,以提高网络对不利因素... 修复策略优化是提高突发事件发生后城市轨道交通网络韧性的重要手段。当前的研究多集中在单一层面的韧性评估,对乘客出行行为的考虑也较少关注对网络熟悉度的随机性。为此构建了城市轨道交通网络韧性优化双层模型,以提高网络对不利因素的应对能力。综合考虑多个层面提出了恢复速度和网络性能双韧性指标,以双韧性指标最大化为目标,考虑乘客出行行为决策,构建了基于修复策略的韧性优化双层模型。并以杭州地铁网络作为实际案例进行验证分析。结果表明:模型所求的修复策略优于其他修复策略;在一定范围内恢复速度韧性随着预算修复资金增加而减小,网络性能韧性随之增大而增大,恢复速度韧性随着修复队伍数量增大而增大,网络性能韧性随之增大而减小。 展开更多
关键词 安全系统学 城市轨道交通网络 韧性优化 客流分配 双层规划 修复策略
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考虑动态交通演化过程的应急疏散优化研究 被引量:1
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作者 王飒一 张小宁 《工程管理科技前沿》 北大核心 2025年第2期9-16,共8页
随着全球自然灾害的频繁发生,城市应急疏散策略的研究显得尤为重要。本文针对城市灾前有预警的应急疏散问题,研究考虑动态交通演化过程的应急疏散优化策略。首先,建立一个双层规划模型:下层规划为基于动态用户最优路径选择策略的多分类... 随着全球自然灾害的频繁发生,城市应急疏散策略的研究显得尤为重要。本文针对城市灾前有预警的应急疏散问题,研究考虑动态交通演化过程的应急疏散优化策略。首先,建立一个双层规划模型:下层规划为基于动态用户最优路径选择策略的多分类交通流网络模型,上层规划则通过优化疏散需求点-应急避难点匹配策略来最小化总疏散完成时间;其次,基于时空网格划分,采用一阶有限体格式求解多分类交通流网络模型,并设计启发式算法求解上层规划;再次,通过数值算例验证模型和算法的有效性。 展开更多
关键词 应急疏散 动态交通演化 双层规划 网络交通流模型 应急避难点匹配
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大型活动下城轨车站客流协同控制及优化
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作者 左忠义 杨欣然 《大连交通大学学报》 2025年第1期9-14,38,共7页
大型活动散场时段的短时大客流需求具有空间分布失衡性,易造成城市轨道交通站台出现乘客聚集现象,不仅影响乘客乘车的舒适度,还存在安全事故隐患。为解决该问题,将乘客进站与列车运行时间离散化,以乘客最佳进站人数与列车运行长短交路... 大型活动散场时段的短时大客流需求具有空间分布失衡性,易造成城市轨道交通站台出现乘客聚集现象,不仅影响乘客乘车的舒适度,还存在安全事故隐患。为解决该问题,将乘客进站与列车运行时间离散化,以乘客最佳进站人数与列车运行长短交路作为决策变量,基于客流演化与列车运行的动态关系,建立以乘客总等待时间和列车运行时间最小化为目标的多站联合限流与长短交路开行方案协同优化模型,并运用蜂群优化算法进行模型求解。以某轨道交通线路为例,验证模型的有效性。结果表明,与常规运营策略相比,协同优化策略下运营成本减少了5.3%,乘客等待时间减少了19.2%,实现了对大型活动背景下车站短时大客流的有效控制。 展开更多
关键词 城市轨道交通 多目标规划 蜂群算法 客流协同控制 优化策略
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基于程序流程图和图注意力网络的跨语言代码抄袭检测方法 被引量:2
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作者 张峰 韦友良 秦玉成 《小型微型计算机系统》 北大核心 2025年第1期249-256,共8页
跨语言代码抄袭检测在软件知识产权保护和计算机程序设计类课程教学等领域有广泛的应用.然而,不同编程语言的语法差异降低了代码之间的相似度,导致抄袭检测的准确率较低.因此,本文提出一种基于程序流程图和图注意力网络的跨语言代码抄... 跨语言代码抄袭检测在软件知识产权保护和计算机程序设计类课程教学等领域有广泛的应用.然而,不同编程语言的语法差异降低了代码之间的相似度,导致抄袭检测的准确率较低.因此,本文提出一种基于程序流程图和图注意力网络的跨语言代码抄袭检测方法.首先,将代码转换为程序流程图,并利用图注意力网络提取程序流程图的特征作为代码的表示;其次,采用交叉匹配方法逐行对比代码的表示,以获得代码的相似特征向量;最后,拼接待检测代码的相似特征向量,并通过全连接神经网络计算抄袭的概率.实验结果表明,与现有的跨语言代码抄袭检测方法相比,本文提出的方法在查准率、查全率和F1值方面均有提高.其中,与基于属性计数的CLCDSA方法、基于抽象语法树的ASTLearner方法相比,F1值分别提高了11%和16%. 展开更多
关键词 代码抄袭检测 跨编程语言 程序流程图 图注意力网络
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