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和洋折衷的京都TRAVELER旅馆 被引量:1
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作者 戴向东 《家具与室内装饰》 2006年第9期68-71,共4页
从明治时代起,日本政府将“与欧美近代国家并列”作为国策,并开始招聘外国建筑师建造洋行、住宅等西式建筑,1888年建造的明治宫殿,为以后日本的建筑装饰与家具业树立了个“双重”结构的典范,
关键词 京都 日本政府 西式建筑 建筑装饰 建筑师 家具业 京都traveler旅馆
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Day-to-day traffic user equilibrium model considering influence of intelligent highways and advanced traveler information systems 被引量:1
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作者 SUN Chao CHU Zhao-ming +1 位作者 ZHANG Peng CHANG Yu-lin 《Journal of Central South University》 SCIE EI CAS CSCD 2022年第4期1376-1388,共13页
To explore the influence of intelligent highways and advanced traveler information systems(ATIS)on path choice behavior,a day-to-day(DTD)traffic flow evolution model with information from intelligent highways and ATIS... To explore the influence of intelligent highways and advanced traveler information systems(ATIS)on path choice behavior,a day-to-day(DTD)traffic flow evolution model with information from intelligent highways and ATIS is proposed,whereby the network reliability and experiential learning theory are introduced into the decision process for the travelers’route choice.The intelligent highway serves all the travelers who drive on it,whereas ATIS serves vehicles equipped with information systems.Travelers who drive on intelligent highways or vehicles equipped with ATIS determine their trip routes based on real-time traffic information,whereas other travelers use both the road network conditions from the previous day and historical travel experience to choose a route.Both roadway capacity degradation and travel demand fluctuations are considered to demonstrate the uncertainties in the network.The theory of traffic network flow is developed to build a DTD model considering information from intelligent highway and ATIS.The fixed point theorem is adopted to investigate the equivalence,existence and stability of the proposed DTD model.Numerical examples illustrate that using a high confidence level and weight parameter for the traffic flow reduces the stability of the proposed model.The traffic flow reaches a steady state as travelers’routes shift with repetitive learning of road conditions.The proposed model can be used to formulate scientific traffic organization and diversion schemes during road expansion or reconstruction. 展开更多
关键词 day-to-day model intelligent highway advanced traveler information systems UNCERTAINTY
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中国式现代化的国际叙事:视角选择与媒介呈现——以“China Travel”海外出圈为例 被引量:1
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作者 马忠 杨曼 《中州学刊》 北大核心 2025年第7期168-176,共9页
视角是讲好中国故事的重要切入。中国式现代化作为全球关切的重要议题,其国际叙事实践呈现出“由内向外”和“由外向内”两种视角。“China Travel”作为国际社交媒体平台的现象级案例,凸显了中国式现代化国际叙事在跨文化传播中的巨大... 视角是讲好中国故事的重要切入。中国式现代化作为全球关切的重要议题,其国际叙事实践呈现出“由内向外”和“由外向内”两种视角。“China Travel”作为国际社交媒体平台的现象级案例,凸显了中国式现代化国际叙事在跨文化传播中的巨大潜力。基于梵·迪克的话语分析框架,对“China Travel”视频进行解析发现,叙事主题在他者视角下呈现出对中国式现代化“现代性”和“中国式”的双重认知;叙述表达体现了语义规约与认知再现的共同作用;叙事策略表现出求新、求实、求真的显著特征。为进一步提升中国式现代化国际叙事的传播效能,应构建基于他者认知的共识性叙事框架,引入他者参与的国际化叙事主体,拓展他者互动的数字化叙事空间,激活他者共鸣的体验性叙事情节,以推动中国式现代化国际叙事的传播与认同。 展开更多
关键词 中国式现代化 国际叙事 视角选择 媒介呈现 China Travel
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Periodic Traveling Wave Solutions of a Single Population Model with Advection and Distributed Delay
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作者 GUO Zilin YU Tao TANG Xiaosong 《应用数学》 北大核心 2025年第4期988-995,共8页
In this paper,we investigate the periodic traveling wave solutions problem for a single population model with advection and distributed delay.By the bifurcation analysis method,we can obtain periodic traveling wave so... In this paper,we investigate the periodic traveling wave solutions problem for a single population model with advection and distributed delay.By the bifurcation analysis method,we can obtain periodic traveling wave solutions for this model under the influence of advection term and distributed delay.The obtained results indicate that weak kernel and strong kernel can both deduce the existence of periodic traveling wave solutions.Finally,we apply the main results in this paper to Logistic model and Nicholson’s blowflies model. 展开更多
关键词 Single population model Advection Distributed delay Periodic traveling wave solution
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外国游客参观2010年上海世博会的满意度研究——基于Travel Blog日志的探讨 被引量:2
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作者 王春雷 朱红兵 《国际商务研究》 北大核心 2014年第2期53-64,共12页
本文基于旅游者的博文资料,运用内容分析法和重要性—表现分析法(IPA),初步研究了外国游客对2010年上海世博会的满意度问题。研究发现,外国游客对上海世博会的满意度主要取决于城市环境、世博会参观质量和游客自身状况3个维度,具体包括&... 本文基于旅游者的博文资料,运用内容分析法和重要性—表现分析法(IPA),初步研究了外国游客对2010年上海世博会的满意度问题。研究发现,外国游客对上海世博会的满意度主要取决于城市环境、世博会参观质量和游客自身状况3个维度,具体包括"产品"、"游览环境"、"管理水平"、"其他游客"、"价格"、"形象"、"游客自身状况"、"外部环境因素"、"配套服务"和"工作人员"等10个概念类属;外国游客对2010年上海世博会的总体满意度为6.15,属于基本满意水平。基于IPA分析的结果得出,展出内容的质量、游览环境、工作人员培训以及游客行为等因素是大型活动现场管理的重点。 展开更多
关键词 上海世博会 TRAVEL BLOG 游客满意度 内容分析法 重要性-表现分析法
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A mixed stochastic user equilibrium model considering influence of advanced traveller information systems in degradable transport network 被引量:4
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作者 程琳 楼小明 +1 位作者 周静 马捷 《Journal of Central South University》 SCIE EI CAS CSCD 2018年第5期1182-1194,共13页
Advanced traveler information systems (ATIS) can not only improve drivers' accessibility to the more accurate route travel time information, but also can improve drivers' adaptability to the stochastic network cap... Advanced traveler information systems (ATIS) can not only improve drivers' accessibility to the more accurate route travel time information, but also can improve drivers' adaptability to the stochastic network capacity degradations. In this paper, a mixed stochastic user equilibrium model was proposed to describe the interactive route choice behaviors between ATIS equipped and unequipped drivers on a degradable transport network. In the proposed model the information accessibility of equipped drivers was reflected by lower degree of uncertainty in their stochastic equilibrium flow distributions, and their behavioral adaptability was captured by multiple equilibrium behaviors over the stochastic network state set. The mixed equilibrium model was formulated as a fixed point problem defined in the mixed route flows, and its solution was achieved by executing an iterative algorithm. Numerical experiments were provided to verify the properties of the mixed network equilibrium model and the efficiency of the iterative algorithm. 展开更多
关键词 mixed stochastic user equilibrium model degradable transport network advanced traveler information systems (ATIS) drivers' behavioral adaptability multiple equilibrium behaviors fixed point problem
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国际传播视域下“中国旅行”火爆的原因与启示 被引量:6
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作者 曾庆香 《人民论坛》 CSSCI 北大核心 2024年第17期99-102,共4页
随着我国推出144小时过境免签政策,入境游的外国游客人次激增,“China Travel(中国旅行)”视频成为许多海外博主的“流量密码”。当前,全球信息传播秩序中官方国际舆论场的结构性导致中国国际形象被污名化,见证了中国真实情况的外国游... 随着我国推出144小时过境免签政策,入境游的外国游客人次激增,“China Travel(中国旅行)”视频成为许多海外博主的“流量密码”。当前,全球信息传播秩序中官方国际舆论场的结构性导致中国国际形象被污名化,见证了中国真实情况的外国游客纷纷在短视频中驳斥西方错误叙事。同时,全球信息传播秩序中民间国际舆论场的贴近性是“中国旅行”视频爆火的重要原因。提升我国国际传播效能,既要加快构建多渠道、立体式对外传播格局,又要调适、完善中国话语和中国叙事体系。 展开更多
关键词 “中国旅行” “China Travel” 国际传播
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《格列佛游记》的批判性分析(英文) 被引量:2
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作者 李江 《思想战线》 CSSCI 北大核心 2009年第S1期91-93,共3页
Based on Gulliver's four voyages in Jonathan Swift's Gulliver's Travels this paper analyzes the author's satirical view of the state of European government and religions,and inquiry into the corruption... Based on Gulliver's four voyages in Jonathan Swift's Gulliver's Travels this paper analyzes the author's satirical view of the state of European government and religions,and inquiry into the corruption of men,and his desire to establish a harmonious and democratic Houyhnhm-like society. 展开更多
关键词 satirical Houyhnhm-like SOCIETY Gulliver’s Travels
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Reliability-based congestion pricing model under endogenous equilibrated market penetration and compliance rate of ATIS
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作者 钟绍鹏 邓卫 Bushell MAX 《Journal of Central South University》 SCIE EI CAS CSCD 2015年第3期1155-1165,共11页
A reliability-based stochastic system optimum congestion pricing(SSOCP) model with endogenous market penetration and compliance rate in an advanced traveler information systems(ATIS) environment was proposed. All trav... A reliability-based stochastic system optimum congestion pricing(SSOCP) model with endogenous market penetration and compliance rate in an advanced traveler information systems(ATIS) environment was proposed. All travelers were divided into two classes. The first guided travelers were referred to as the equipped travelers who follow ATIS advice, while the second unguided travelers were referred to as the unequipped travelers and the equipped travelers who do not follow the ATIS advice(also referred to as non-complied travelers). Travelers were assumed to take travel time, congestion pricing, and travel time reliability into account when making travel route choice decisions. In order to arrive at on time, travelers needed to allow for a safety margin to their trip.The market penetration of ATIS was determined by a continuous increasing function of the information benefit, and the ATIS compliance rate of equipped travelers was given as the probability of the actually experienced travel costs of guided travelers less than or equal to those of unguided travelers. The analysis results could enhance our understanding of the effect of travel demand level and travel time reliability confidence level on the ATIS market penetration and compliance rate; and the effect of travel time perception variation of guided and unguided travelers on the mean travel cost savings(MTCS) of the equipped travelers, the ATIS market penetration, compliance rate, and the total network effective travel time(TNETT). 展开更多
关键词 reliability advanced traveler information systems market penetration compliance rate stochastic system optimum congestion pricing non-additive path cost
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Evolution trend analysis of urban residents’ low-carbon travel development based on multidimensional game theory 被引量:9
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作者 WU Xiao-hui HE Mei-ling +1 位作者 CAO Shu-chao SHI Yu-ji 《Journal of Central South University》 SCIE EI CAS CSCD 2019年第12期3388-3396,共9页
In the travel process of urban residents,travelers will take a series of activities such as imitation and exclusion by observing other people’s travel modes,which affects their following trips.This process can be see... In the travel process of urban residents,travelers will take a series of activities such as imitation and exclusion by observing other people’s travel modes,which affects their following trips.This process can be seen as a repeated game between members of the travelers.Based on the analysis of this game and its evolution trend,a multi-dimensional game model of low-carbon travel for residents is established.The two dimensional game strategies include whether to accept the low-carbon concept and whether to choose low-carbon travel.Combined with evolutionary game theory,the low-carbon travel choices of residents in different cities are simulated,and the evolutionary stability strategies are obtained.Finally,the influences of the main parameters of the model on the evolution process and stability strategies are discussed.The results show that travelers would develop towards two trends.Cities with more developed public traffic system have a higher proportion of receiving low-carbon concept and choosing low-carbon travel.Cities with underdeveloped public transport system could increase this proportion by some measures such as encouraging residents to choose slow transport and increasing the propaganda of low-carbon travel,but the positive effects of the measures like propaganda have a limited impact on the proportion. 展开更多
关键词 low-carbon travel evolution trend multidimensional game travel modes
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Improved ant colony optimization algorithm for the traveling salesman problems 被引量:22
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作者 Rongwei Gan Qingshun Guo +1 位作者 Huiyou Chang Yang Yi 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2010年第2期329-333,共5页
Ant colony optimization (ACO) is a new heuristic algo- rithm which has been proven a successful technique and applied to a number of combinatorial optimization problems. The traveling salesman problem (TSP) is amo... Ant colony optimization (ACO) is a new heuristic algo- rithm which has been proven a successful technique and applied to a number of combinatorial optimization problems. The traveling salesman problem (TSP) is among the most important combinato- rial problems. An ACO algorithm based on scout characteristic is proposed for solving the stagnation behavior and premature con- vergence problem of the basic ACO algorithm on TSP. The main idea is to partition artificial ants into two groups: scout ants and common ants. The common ants work according to the search manner of basic ant colony algorithm, but scout ants have some differences from common ants, they calculate each route's muta- tion probability of the current optimal solution using path evaluation model and search around the optimal solution according to the mutation probability. Simulation on TSP shows that the improved algorithm has high efficiency and robustness. 展开更多
关键词 ant colony optimization heuristic algorithm scout ants path evaluation model traveling salesman problem.
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Alpha-reliable combined mean traffic equilibrium model with stochastic travel times 被引量:5
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作者 张文义 关伟 +1 位作者 宋丽英 孙会君 《Journal of Central South University》 SCIE EI CAS 2013年第12期3770-3778,共9页
Based on the reliability budget and percentile travel time(PTT) concept, a new travel time index named combined mean travel time(CMTT) under stochastic traffic network was proposed. CMTT here was defined as the convex... Based on the reliability budget and percentile travel time(PTT) concept, a new travel time index named combined mean travel time(CMTT) under stochastic traffic network was proposed. CMTT here was defined as the convex combination of the conditional expectations of PTT-below and PTT-excess travel times. The former was designed as a risk-optimistic travel time index, and the latter was a risk-pessimistic one. Hence, CMTT was able to describe various routing risk-attitudes. The central idea of CMTT was comprehensively illustrated and the difference among the existing travel time indices was analyzed. The Wardropian combined mean traffic equilibrium(CMTE) model was formulated as a variational inequality and solved via an alternating direction algorithm nesting extra-gradient projection process. Some mathematical properties of CMTT and CMTE model were rigorously proved. Finally, a numerical example was performed to characterize the CMTE network. It is founded that that risk-pessimism is of more benefit to a modest(or low) congestion and risk network, however, it changes to be risk-optimism for a high congestion and risk network. 展开更多
关键词 travel behavior risk attitude travel time reliability combined mean travel time wardropian user equilibrium
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Vehicle actuation based short-term traffic flow prediction model for signalized intersections 被引量:8
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作者 SUN Jian ZHANG Lun 《Journal of Central South University》 SCIE EI CAS 2012年第1期287-298,共12页
Traffic flow prediction is an important component for real-time traffic-adaptive signal control in urban arterial networks.By exploring available detector and signal controller information from neighboring intersectio... Traffic flow prediction is an important component for real-time traffic-adaptive signal control in urban arterial networks.By exploring available detector and signal controller information from neighboring intersections,a dynamic data-driven flow prediction model was developed.The model consists of two prediction components based on the signal states(red or green) for each movement at an upstream intersection.The characteristics of each signal state were carefully examined and the corresponding travel time from the upstream intersection to the approach in question at the downstream intersection was predicted.With an online turning proportion estimation method,along with the predicted travel times,the anticipated vehicle arrivals can be forecasted at the downstream intersection.The model performance was tested at a set of two signalized intersections located in the city of Gainesville,Florida,USA,using the CORSIM microscopic simulation package.Analysis results show that the model agrees well with empirical arrival data measured at 10 s intervals within an acceptable range of 10%-20%,and show a normal distribution.It is reasonably believed that the model has potential applicability for use in truly proactive real-time traffic adaptive signal control systems. 展开更多
关键词 adaptive signal control least-squared estimation microscopic simulation travel flow prediction urban arterials
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Optimizing bus services with variable directional and temporal demand using genetic algorithm 被引量:4
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作者 瞿何舟 CHIEN Steven I-Jy +2 位作者 刘晓波 张培桐 BLADIKAS Athanassios 《Journal of Central South University》 SCIE EI CAS CSCD 2016年第7期1786-1798,共13页
As a major mode choice of commuters for daily travel, bus transit plays an important role in many urban and metropolitan areas. This work proposes a mathematical model to optimize bus service by minimizing total cost ... As a major mode choice of commuters for daily travel, bus transit plays an important role in many urban and metropolitan areas. This work proposes a mathematical model to optimize bus service by minimizing total cost and considering a temporally and directionally variable demand. An integrated bus service, consisting of all-stop and stop-skipping services is proposed and optimized subject to directional frequency conservation, capacity and operable fleet size constraints. Since the research problem is a combinatorial optimization problem, a genetic algorithm is developed to search for the optimal result in a large solution space. The model was successfully implemented on a bus transit route in the City of Chengdu, China, and the optimal solution was proved to be better than the original operation in terms of total cost. The sensitivity of model parameters to some key attributes/variables is analyzed and discussed to explore further the potential of accruing additional benefits or avoiding some of the drawbacks of stop-skipping services. 展开更多
关键词 bus transit COST travel time service patterns optimization genetic algorithm
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Integrated reliability of travel time and capacity of urban road network under ice and snowfall conditions 被引量:4
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作者 冷军强 张亚平 +1 位作者 张倩 赵莹萍 《Journal of Central South University》 SCIE EI CAS 2010年第2期419-424,共6页
In order to evaluate and integrate travel time reliability and capacity reliability of a road network subjected to ice and snowfall conditions,the conceptions of travel time reliability and capacity reliability were d... In order to evaluate and integrate travel time reliability and capacity reliability of a road network subjected to ice and snowfall conditions,the conceptions of travel time reliability and capacity reliability were defined under special conditions.The link travel time model(ice and snowfall based-bureau public road,ISB-BPR) and the path choice decision model(elastic demand user equilibrium,EDUE) were proposed.The integrated reliability was defined and the model was set up.Monte Carlo simulation was used to calculate the model and a numerical example was provided to demonstrate the application of the model and efficiency of the solution algorithm.The results show that the intensity of ice and snowfall,the traffic demand and supply,and the requirements for level of service(LOS) have great influence on the reliability of a road network.For example,the reliability drops from 65% to 5% when the traffic demand increases by 30%.The comprehensive performance index may be used for network planning,design and maintenance. 展开更多
关键词 integrated reliability urban road network travel time capacity Monte Carlo simulation bi-level program ice and snowfall
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Finding the Minimum Ratio Traveling Salesman Tour by Artificial Ants 被引量:4
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作者 马良 崔雪丽 姚俭 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2003年第3期24-27,共4页
Ants of artificial colony are able to generate good solutions to the famous traveling salesman problem (TSP). We propose an artificial ants algorithm for solving the minimum ratio TSP, which is more general than the s... Ants of artificial colony are able to generate good solutions to the famous traveling salesman problem (TSP). We propose an artificial ants algorithm for solving the minimum ratio TSP, which is more general than the standard TSP in combinatorial optimization area. In the minimum ratio TSP, another criterion concerning each edge is added, that is, the traveling salesman can have a benefit if he travels from one city to another. The objective is to minimize the ratio between total costs or distances and total benefits. The idea of this type of optimization is in some sense quite similar to that of traditional cost-benefit analysis in management science. Computational results substantiate the solution quality and efficiency of the algorithm. 展开更多
关键词 Minimum ratio TraveLing salesman problem Ant algorithm.
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Robust user equilibrium model based on cumulative prospect theory under distribution-free travel time 被引量:3
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作者 王伟 孙会君 吴建军 《Journal of Central South University》 SCIE EI CAS CSCD 2015年第2期761-770,共10页
The assumption widely used in the user equilibrium model for stochastic network was that the probability distributions of the travel time were known explicitly by travelers. However, this distribution may be unavailab... The assumption widely used in the user equilibrium model for stochastic network was that the probability distributions of the travel time were known explicitly by travelers. However, this distribution may be unavailable in reality. By relaxing the restrictive assumption, a robust user equilibrium model based on cumulative prospect theory under distribution-free travel time was presented. In the absence of the cumulative distribution function of the travel time, the exact cumulative prospect value(CPV) for each route cannot be obtained. However, the upper and lower bounds on the CPV can be calculated by probability inequalities.Travelers were assumed to choose the routes with the best worst-case CPVs. The proposed model was formulated as a variational inequality problem and solved via a heuristic solution algorithm. A numerical example was also provided to illustrate the application of the proposed model and the efficiency of the solution algorithm. 展开更多
关键词 user equilibrium cumulative prospect theory distribution-free travel time variational inequality
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Rescue vehicle allocation problem based on optimal reliable path under uncertainty 被引量:3
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作者 SHEN Liang WANG Fei-ran +2 位作者 HU Lei LYU Xin-yi SHAO Hu 《Journal of Central South University》 SCIE EI CAS CSCD 2022年第11期3779-3792,共14页
Consideration of the travel time variation for rescue vehicles is significant in the field of emergency management research.Because of uncertain factors,such as the weather or OD(origin-destination)variations caused b... Consideration of the travel time variation for rescue vehicles is significant in the field of emergency management research.Because of uncertain factors,such as the weather or OD(origin-destination)variations caused by traffic accidents,travel time is a random variable.In emergency situations,it is particularly necessary to determine the optimal reliable route of rescue vehicles from the perspective of uncertainty.This paper first proposes an optimal reliable path finding(ORPF)model for rescue vehicles,which considers the uncertainties of travel time,and link correlations.On this basis,it investigates how to optimize rescue vehicle allocation to minimize rescue time,taking into account travel time reliability under uncertain conditions.Because of the non-additive property of the objective function,this paper adopts a heuristic algorithm based on the K-shortest path algorithm,and inequality techniques to tackle the proposed modified integer programming model.Finally,the numerical experiments are presented to verify the accuracy and effectiveness of the proposed model and algorithm.The results show that ignoring travel time reliability may lead to an over-or under-estimation of the effective travel time of rescue vehicles on a particular path,and thereby an incorrect allocation scheme. 展开更多
关键词 heuristic algorithm travel time correlation optimal reliable path rescue vehicle allocation traffic network
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A self-regulating pairwise swapping algorithm to search reliability-based user equilibrium 被引量:3
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作者 ZHANG Wen-yi GUAN Wei FAN Ling-ling 《Journal of Central South University》 SCIE EI CAS CSCD 2018年第8期2002-2013,共12页
The violation of monotonicity on reliability measures(RMs)usually makes the mathematical programming algorithms less efficient in solving the reliability-based user equilibrium(RUE)problem.The swapping algorithms prov... The violation of monotonicity on reliability measures(RMs)usually makes the mathematical programming algorithms less efficient in solving the reliability-based user equilibrium(RUE)problem.The swapping algorithms provide a simple and convenient alternative to search traffic equilibrium since they are derivative-free and require weaker monotonicity.However,the existing swapping algorithms are usually based on linear swapping processes which cannot naturally avoid overswapping,and the step-size parameter update methods do not take the swapping feature into account.In this paper,we suggest a self-regulating pairwise swapping algorithm(SRPSA)to search RUE.SRPSA comprises an RM-based pairwise swapping process(RMPSP),a parameter self-diminishing operator and a termination criterion.SRPSA does not need to check the feasibility of either solutions or step-size parameter.It is suggested from the numerical analyses that SRPSA is effective and can swap to the quasi-RUE very fast.Therefore,SRPSA offers a good approach to generate initial points for those superior local search algorithms. 展开更多
关键词 travel time reliability reliability-based user equilibrium day-to-day dynamics route swapping
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Short-term travel flow prediction method based on FCM-clustering and ELM 被引量:2
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作者 WANG Xing-chao HU Jian-ming +1 位作者 LIANG Wei ZHANG Yi 《Journal of Central South University》 SCIE EI CAS CSCD 2017年第6期1344-1350,共7页
Short-term travel flow prediction has been the core of the intelligent transport systems(ITS). An advanced method based on fuzzy C-means(FCM) and extreme learning machine(ELM) has been discussed by analyzing predictio... Short-term travel flow prediction has been the core of the intelligent transport systems(ITS). An advanced method based on fuzzy C-means(FCM) and extreme learning machine(ELM) has been discussed by analyzing prediction model. First, this model takes advantages of ability to adapt to nonlinear systems and the fast speed of ELM algorithm. Second, with FCM-clustering function, this novel model can get the clusters and the membership in the same cluster, which means that the associated observation points have been chosen. Therefore, the spatial relations can be used by giving the weight to every observation points when the model trains and tests the ELM. Third, by analyzing the actual data in Haining City in 2016, the feasibility and advantages of FCM-ELM prediction model have been shown when compared with other prediction algorithms. 展开更多
关键词 intelligent transportation systems (ITS) TRAVEL flow prediction extreme learning machine (ELM) FCM-clustering SPATIO-TEMPORAL relation
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