Traffic Volume Prediction on Busy Road Junctions

被引：0

作者：

Wang, Yubo ^{[1
]}

Xu, Ningwei ^{[1
]}

Wang, Kaiyu ^{[1
]}

Li, Xiangru ^{[1
]}

Mu, Lintao ^{[1
]}

机构：

[1] 4699 Qianjin Rd, Changchun, Jilin, Peoples R China

来源：

2018 INTERNATIONAL CONFERENCE ON COMPUTING AND BIG DATA (ICCBD 2018) | 2018年

关键词：

Traffic Volume; SARIMA; Random Forest; GBDT;

D O I：

10.1145/3277104.3277116

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

Traffic volume prediction has been a hot spot of the realm of data mining owing to its scientific nature and practical value. The prediction needs an integrated model of linear regression, SARIMA, random forest, KNN, GBDT and the method of weight fusion. This new prediction strategy solves the problem of big forecasting bias produced by a single model. The test result of real data demonstrates that this algorithm improves the accuracy of traffic volume prediction in complex crossings.

引用

页码：83 / 86

页数：4

共 50 条

[21] Effect of road width and traffic volume on vehicular interactions in heterogeneous traffic
Krishnamurthy, Karuppanagounder
Arasan, Venkatachalam Thamizh
[J]. JOURNAL OF ADVANCED TRANSPORTATION, 2014, 48 (01) : 1 - 14
[22] Prediction of Railway Passenger Traffic Volume
罗秀云
陈尚云
谭勇
[J]. Railway Engineering Science, 2001, (01) : 104 - 108
[23] Contribution of the road traffic to air pollution in the Prague city (busy speedway and suburban crossroads)
Ondracek, J.
Schwarz, J.
Zdimal, V.
Andelova, L.
Vodicka, P.
Bizek, V.
Tsai, C. -J.
Chen, S. -C.
Smolik, J.
[J]. ATMOSPHERIC ENVIRONMENT, 2011, 45 (29) : 5090 - 5100
[24] Prediction and Analysis of Urban Road Traffic Noise
Xu Zongwu
Wang Yangjun
Fan Guochen
[J]. 2011 INTERNATIONAL CONFERENCE ON ENVIRONMENTAL SYSTEMS SCIENCE AND ENGINEERING (ICESSE 2011), VOL 1, 2011, : 69 - 74
[25] Development of a software for prediction of road traffic noise
[J]. 2000, Institution of Engineers (India) (80):
[26] The Nordic prediction method for road traffic noise
Bendtsen, H
[J]. SCIENCE OF THE TOTAL ENVIRONMENT, 1999, 235 (1-3) : 331 - 338
[27] A microlevel method for road traffic noise prediction
Heltimo, J
Niittymäki, J
Björk, E
[J]. URBAN TRANSPORT VIII: URBAN TRANSPORT AND THE ENVIRONMENT IN THE 21ST CENTURY, 2002, 12 : 659 - 668
[28] Road traffic noise prediction model in Thailand
Suksaard, T
Sukasem, P
Tabucanon, SM
Aoi, I
Shirai, K
Tanaka, H
[J]. APPLIED ACOUSTICS, 1999, 58 (02) : 123 - 130
[29] PREDICTION OF THE ATTENUATION OF ROAD TRAFFIC NOISE WITH DISTANCE
HOTHERSALL, DC
CHANDLERWILDE, SN
[J]. JOURNAL OF SOUND AND VIBRATION, 1987, 115 (03) : 459 - 472
[30] THE PREDICTION OF GROUND VIBRATION CAUSED BY ROAD TRAFFIC
YOKOTA, A
SHIMIZU, S
[J]. NOISE CONTROL ENGINEERING JOURNAL, 1984, 23 (03) : 111 - 111

← 1 2 3 4 5 →