统计与信息论坛
統計與信息論罈
통계여신식론단
STATISTICS & INFORMATION TRIBUNE
2014年
10期
66-71,72
,共7页
鞠鹏%周晶%张俊婷%廖瑞辉
鞠鵬%週晶%張俊婷%廖瑞輝
국붕%주정%장준정%료서휘
交通流%时间特性%空间特性%时滞性%定量分析
交通流%時間特性%空間特性%時滯性%定量分析
교통류%시간특성%공간특성%시체성%정량분석
traffic flow%temporal characteristic%spatial characteristic%time-delay%quantitative analysis
了解城市道路交通流的时空特性有助于提高交通流的预测精度。基于实测的车牌识别数据,运用相似系数、快速傅氏变换和混沌理论分析交通流相似性、周期性和混沌性的时间特性;运用相关系数及互相关函数作为度量标准对交通流空间特性进行描述,论证交通流检测断面之间存在空间相互作用并具有时滞性;根据交通流的空间相关性,使用多维标度法对实际路网中检测断面进行聚类和分组,为交通流预测中的多断面分组以及构建交通流时空预测模型提供理论基础。
瞭解城市道路交通流的時空特性有助于提高交通流的預測精度。基于實測的車牌識彆數據,運用相似繫數、快速傅氏變換和混沌理論分析交通流相似性、週期性和混沌性的時間特性;運用相關繫數及互相關函數作為度量標準對交通流空間特性進行描述,論證交通流檢測斷麵之間存在空間相互作用併具有時滯性;根據交通流的空間相關性,使用多維標度法對實際路網中檢測斷麵進行聚類和分組,為交通流預測中的多斷麵分組以及構建交通流時空預測模型提供理論基礎。
료해성시도로교통류적시공특성유조우제고교통류적예측정도。기우실측적차패식별수거,운용상사계수、쾌속부씨변환화혼돈이론분석교통류상사성、주기성화혼돈성적시간특성;운용상관계수급호상관함수작위도량표준대교통류공간특성진행묘술,론증교통류검측단면지간존재공간상호작용병구유시체성;근거교통류적공간상관성,사용다유표도법대실제로망중검측단면진행취류화분조,위교통류예측중적다단면분조이급구건교통류시공예측모형제공이론기출。
To understand the spatial and temporal characteristics of urban road traffic flow will help to improve the prediction accuracy of traffic flow .The authors analyze spatial and temporal characteristics of urban arterial road traffic flow based on license plate recognition data .First ,Similarity coefficient ,FFT and chaos theory are adopted to analyze the temporal characteristics of traffic flow ,such as similarity , periodicity and chaotic property . Second , the spatial characteristics are analyzed by using correlation coefficients and cross -correlation function .It proves that spatial interaction has existed between the detection sections ,and it has time -delay .At last ,according to the spatial correlation of traffic flow , multidimensional Scaling Method is proposed to divide an actual road network into several smaller ones , w hich can provide theoretical basis for the clustering analysis of traffic counting points in short -term traffic flow forecasting and building the time-space traffic flow predicting model .