交通信息与安全
交通信息與安全
교통신식여안전
JOURNAL OF TRANSPORT INFORMATION AND SAFETY
2014年
1期
48-52,63
,共6页
区域交通状态%时间序列模型%主成分分析%模糊综合评判
區域交通狀態%時間序列模型%主成分分析%模糊綜閤評判
구역교통상태%시간서렬모형%주성분분석%모호종합평판
regional traffic state%time series model%principal component analysis%fuzzy comprehensive evaluation
区域路网交通状态判别是实施区域交通管理控制和交通诱导的基础。为有效且有前瞻性地描述区域路网拥挤状况,提出了1种基于时间序列数据预测和主成分分析相结合的模糊综合定量评价方法。以路段平均速度和交通流量为描述交通拥挤状况的参数,利用时间序列预测模型对数据进行预测;将路网中各路段的平均旅行时间作为总延误的影响因素;再利用主成分分析法确定各个路段对区域拥挤的影响权重;最后运用模糊综合评价法对区域路网拥挤状况进行评估。以山西省临汾市实际路网为例,通过 Vissim 交通仿真软件和 SPSS 数据统计分析软件对算法进行了仿真验证。仿真结果表明,该算法能够有效地预判城市区域的交通状况,为交通管理、控制和诱导提供准确的依据。
區域路網交通狀態判彆是實施區域交通管理控製和交通誘導的基礎。為有效且有前瞻性地描述區域路網擁擠狀況,提齣瞭1種基于時間序列數據預測和主成分分析相結閤的模糊綜閤定量評價方法。以路段平均速度和交通流量為描述交通擁擠狀況的參數,利用時間序列預測模型對數據進行預測;將路網中各路段的平均旅行時間作為總延誤的影響因素;再利用主成分分析法確定各箇路段對區域擁擠的影響權重;最後運用模糊綜閤評價法對區域路網擁擠狀況進行評估。以山西省臨汾市實際路網為例,通過 Vissim 交通倣真軟件和 SPSS 數據統計分析軟件對算法進行瞭倣真驗證。倣真結果錶明,該算法能夠有效地預判城市區域的交通狀況,為交通管理、控製和誘導提供準確的依據。
구역로망교통상태판별시실시구역교통관리공제화교통유도적기출。위유효차유전첨성지묘술구역로망옹제상황,제출료1충기우시간서렬수거예측화주성분분석상결합적모호종합정량평개방법。이로단평균속도화교통류량위묘술교통옹제상황적삼수,이용시간서렬예측모형대수거진행예측;장로망중각로단적평균여행시간작위총연오적영향인소;재이용주성분분석법학정각개로단대구역옹제적영향권중;최후운용모호종합평개법대구역로망옹제상황진행평고。이산서성림분시실제로망위례,통과 Vissim 교통방진연건화 SPSS 수거통계분석연건대산법진행료방진험증。방진결과표명,해산법능구유효지예판성시구역적교통상황,위교통관리、공제화유도제공준학적의거。
Assessment of regional traffic road condition is the basis of traffic management and travel route guidance . In order to evaluate the regional traffic road condition effectively ,this paper proposes a fuzzy comprehensive quantitative method and its algorithm .This method is the combination of time series prediction and principal component analysis . First ,a time series prediction model is applied to predicting the average speed and traffic volume .These predicted speeds and volumes are used as model parameters to describe the traffic congestion condition .Then ,the principal component a-nalysis is used to determine the contribution weight of each roadway section to the congestion of the network .Finally ,the fuzzy comprehensive evaluation quantitative method is used to evaluate the congestion state of regional road network .To verify the proposed method ,the method was used to analyze the roadway network of Linfen City in Shanxi Province by u -sing Vissim and SPSS .Simulation results show that the algorithm can effectively predict the traffic conditions in urban ar -eas and provide an accurate basis for traffic management and travel route guidance .