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国家自然科学基金(61104160)

作品数:3 被引量:22H指数:3
相关作者:史文欢孔庆杰刘允才更多>>
相关机构:上海交通大学更多>>
发文基金:国家自然科学基金中国博士后科学基金更多>>
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基于分类回归树的交通流短时预测
本文研究了将分类回归树的方法应用于短时交通流预测。由于短时交通流量极易受到局部噪声影响,进而导致预测结果不理想,可以被看作是一种复杂的非线性的时间序列。分类回归树是数据挖掘中的一种优良的决策树算法,可以对非线性数据序列进...
许岩岩翟希孔庆杰刘允才
关键词:分类回归树交通流
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大规模城市交通路网的递阶控制与仿真
本文提出了一种采用递阶控制结构的城市交通控制策略,将城市路网分为若干子路网,同时控制结构分为上下两层。上层通过对于子路网之间车流量的协调实现对于整个路网车流率的优化,下层采用模型预测控制,根据实时交通信息,选取满足上层协...
凌太宇林姝席裕庚
关键词:递阶控制智能交通模型预测控制
城市路网高效预测模型的建模及应用
模型预测控制是协调城市路网和优化路网信号灯的有效控制措施.为了能够应用模型预测控制算法协调城市路网,需要建立城市路网的控制模型.本文首先改进了已有的路段模型,提高了模型的精度.然后通过分析城市路网拓扑结构特性,提出了一种...
林姝席裕庚
关键词:模型预测控制
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Cyber-physical-social System in Intelligent Transportation被引量:8
2015年
A cyber-physical system(CPS) is composed of a physical system and its corresponding cyber systems that are tightly fused at all scales and levels.CPS is helpful to improve the controllability,efficiency and reliability of a physical system,such as vehicle collision avoidance and zero-net energy buildings systems.It has become a hot R&D and practical area from US to EU and other countries.In fact,most of physical systems and their cyber systems are designed,built and used by human beings in the social and natural environments.So,social systems must be of the same importance as their CPSs.The indivisible cyber,physical and social parts constitute the cyber-physical-social system(CPSS),a typical complex system and it’s a challengeable problem to control and manage it under traditional theories and methods.An artificial systems,computational experiments and parallel execution(ACP) methodology is introduced based on which data-driven models are applied to social system.Artificial systems,i.e.,cyber systems,are applied for the equivalent description of physical-social system(PSS).Computational experiments are applied for control plan validation.And parallel execution finally realizes the stepwise control and management of CPSS.Finally,a CPSS-based intelligent transportation system(ITS) is discussed as a case study,and its architecture,three parts,and application are described in detail.
Gang XiongFenghua ZhuXiwei LiuXisong DongWuling HuangSonghang ChenKai Zhao
基于GPS轨迹的矢量路网地图自动生成方法被引量:11
2012年
提出一种基于GPS探测车轨迹的大规模矢量路网地图自动生成方法.该方法不需要路网地图的基图,可以只利用GPS探测车在路网中的行驶轨迹,自动将实际路网的真实拓扑结构反映在数字地图上.该方法分三个步骤:首先,实现GPS探测车轨迹数据的大地经纬度坐标到地图城建坐标的转换;然后,利用坐标转换后的GPS轨迹数据生成路网栅格地图;最后,将已生成的栅格路网地图进行矢量化处理.采用真实GPS探测车轨迹数据进行的实际路网自动生成实验表明,该方法能够成功地通过GPS轨迹自动生成路网地图,生成的矢量路网数字地图具有较高的精确度,可以满足交通诱导和汽车导航等系统中数字地图及时、自动更新的应用需求.
孔庆杰史文欢刘允才
关键词:汽车导航系统交通诱导系统
A fast network partition method for large-scale urban traffic networks被引量:3
2013年
In order to control the large-scale urban traffic network through hierarchical or decentralized methods, it is necessary to exploit a network partition method, which should be both effective in extracting subnetworks and fast to compute. In this paper, a new approach to calculate the correlation degree, which determines the desire for interconnection between two adjacent intersections, is first proposed. It is used as a weight of a link in an urban traffic network, which considers both the physical characteristics and the dynamic traffic information of the link. Then, a fast network division approach by optimizing the modularity, which is a criterion to distinguish the quality of the partition results, is applied to identify the subnetworks for large-scale urban traffic networks. Finally, an application to a specified urban traffic network is investigated using the proposed algorithm. The results show that it is an effective and efficient method for partitioning urban traffic networks automatically in real world.
Zhao ZHOUShu LINYugeng XI
关键词:TRAFFICSIGNALLARGE-SCALEURBANTRAFFICNETWORKSPARTITION
基于GPS轨迹的矢量路网地图自动生成方法
论文提出了一种基于GPS探测车轨迹的大规模矢量路网地图自动生成方法.该方法不需要路网地图的基图,可以只利用GPS探测车在路网中的行驶轨迹,自动将实际路网的真实拓扑结构反映在数字地图上.该方法分三个步骤:首先,实现GPS探...
孔庆杰史文欢刘允才
关键词:汽车导航系统交通诱导系统
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