Forecast of marine traffic volume using time series model

2013 ◽  
Author(s):  
Sang-Rok Yoo ◽  
Jung Sik Jeong ◽  
Jae-Yong Jong ◽  
Gyei-Kark Park
Keyword(s):  
Time Series ◽  
Traffic Volume ◽  
Time Series Model ◽  
Marine Traffic

scholarly journals Prediction of Marine Traffic Density Using Different Time Series Model From AIS data of Port Klang and Straits of Malacca

2020 ◽  
Vol 9 (2) ◽  
Author(s):  
Akim Ramin ◽  
Masnawi Mustaffa ◽  
Shaharudin Ahmad
Keyword(s):  
Time Series ◽  
Quantitative Methods ◽  
Exponential Smoothing ◽  
Time Series Model ◽  
Traffic Density ◽  
Identification System ◽  
Ocean Engineering ◽  
Marine Traffic ◽  
Straits Of Malacca ◽  
Port Klang

In the study of ocean engineering, marine traffic is referring to the study of the pattern of the density of ships within the particular boundaries at certain periods. The Port Klang and Straits of Malacca are known for one of the heaviest traffics in Malaysia and the world. The study of traffic within this area is important, because it enables ships to avoid traffic congestion that might happen. Thus, this study is mainly aimed at   predicting or forecasting the density of the ships using the route through this waterway by using quantitative methods which are time-series models and the associative models from the Automatic Identification System (AIS) data. The moving averages, weight moving average, and exponential smoothing for the time series model and associative model have used multiple regression. The results show an exponential smoothing alpha 0.8 and give the lowest MAPE as 20.701%, thereby making this method to be the best in forecasting the future traffic density among the method categories.

scholarly journals A Forecast Method of Marine Traffic Volume through Time Series Analysis

2013 ◽  
Vol 19 (6) ◽  
pp. 612-620 ◽  
Author(s):  
Sang-Rok Yoo ◽  
Young-Soo Park ◽  
Jung-Sik Jeong ◽  
Chul-Seong Kim ◽  
Jae-Yong Jeong
Keyword(s):  
Time Series ◽  
Time Series Analysis ◽  
Traffic Volume ◽  
Forecast Method ◽  
Series Analysis ◽  
Marine Traffic

About One Approach to Defuzzifikation of Outputs of Fuzzy Time Series Model

2011 ◽  
Vol 3 (9) ◽  
pp. 562-566
Author(s):  
Ramin Rzayev ◽  
◽  
Musa Agamaliyev ◽  
Nijat Askerov
Keyword(s):  
Time Series ◽  
Time Series Model ◽  
Fuzzy Time Series

Time Series Model of Wind Power Forecasting Error by using Beta Distribution for Optimal Sizing of Battery Storage

2019 ◽  
Vol 139 (3) ◽  
pp. 212-224
Author(s):  
Xiaowei Dui ◽  
Masakazu Ito ◽  
Yu Fujimoto ◽  
Yasuhiro Hayashi ◽  
Guiping Zhu ◽  
...  
Keyword(s):  
Time Series ◽  
Wind Power ◽  
Beta Distribution ◽  
Time Series Model ◽  
Battery Storage ◽  
Wind Power Forecasting ◽  
Optimal Sizing ◽  
Forecasting Error ◽  
Power Forecasting

A Basic Study on the Intensively Controlled Area based on Marine Traffic Volume

2019 ◽  
Vol 9 (2) ◽  
pp. 145-170
Author(s):  
Sang-Won Park ◽  
◽  
Young-Soo Park ◽  
Song-Jin Na
Keyword(s):  
Traffic Volume ◽  
Basic Study ◽  
Marine Traffic
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