Development of Highway Traffic Information Prediction Models Using the Stacking Ensemble Technique Based on Cross-validation

Yoseph Lee, Seok Jin Oh, Yejin Kim, Sung-ho Park, Ilsoo Yun

Journal of Korean Society of Intelligent Transport Systems :: Vol.22 No.6 pp.1-16

DOI:https://doi.org/10.12815/kits.2023.22.6.1 Download PDF Export Citation

Methodology for Developing a Predictive Model for Highway Traffic Information Using LSTM

Yoseph Lee, Hyoung-suk Jin, Yejin Kim, Sung-ho Park, Ilsoo Yun

Journal of Korean Society of Intelligent Transport Systems :: Vol.22 No.5 pp.1-18

DOI:https://doi.org/10.12815/kits.2023.22.5.1 Download PDF Export Citation

Prediction of the Electric Vehicles Supply and Electricity Demand Using Growth Models

Hyo Seung Han, Ilsoo Yun

Journal of Korean Society of Intelligent Transport Systems :: Vol.22 No.4 pp.132-144

DOI:https://doi.org/10.12815/kits.2023.22.4.132 Download PDF Export Citation

Time Series Modeling Pipeline for Urban Behavioral Demand Prediction under Uncertainty

Minsoo Jin, Dongwoo Lee, Youngrok Kim, Hyunsoo Lee

Journal of Korean Society of Intelligent Transport Systems :: Vol.22 No.2 pp.80-92

DOI:https://doi.org/10.12815/kits.2023.22.2.80 Download PDF Export Citation

Study on the Development of Truck Traffic Accident Prediction Models and Safety Rating on Expressways

Jungeun Yoon, Harim Jeong, Jangho Park, Donghyo Kang, Ilsoo Yun

Journal of Korean Society of Intelligent Transport Systems :: Vol.22 No.1 pp.1-15

DOI:https://doi.org/10.12815/kits.2023.22.1.1 Download PDF Export Citation

Development of Prediction Model for Improvement of Safety Facilities in Frequent Traffic Accidents

Jaekyung Kwon, Siwon Kim, Jae seong Hwang, Jaehyung Lee, Choul ki Lee

Journal of Korean Society of Intelligent Transport Systems :: Vol.22 No.1 pp.16-24

DOI:https://doi.org/10.12815/kits.2023.22.1.16 Download PDF Export Citation

Development of Predicting Model for Livestock Infectious Disease Spread Using Movement Data of Livestock Transport Vehicle

Woong Kang, Jungyeol Hong, Heehyeon Jeong, Dongjoo Park

Journal of Korean Society of Intelligent Transport Systems :: Vol.21 No.4 pp.78-95

DOI:https://doi.org/10.12815/kits.2022.21.4.78 Download PDF Export Citation

A Study on the Application of Machine Learning to Improve BIS (Bus Information System) Accuracy

Jun yong Jang, Jun tae Park

Journal of Korean Society of Intelligent Transport Systems :: Vol.21 No.3 pp.42-52

DOI:https://doi.org/10.12815/kits.2022.21.3.42 Download PDF Export Citation

Study on the Proper Separation Distance from Intersection to Bus Stop for Reducing Traffic Accidents

Daelyoung Eom, HeeChul Chae, Wonil Park, llsoo Yun

Journal of Korean Society of Intelligent Transport Systems :: Vol.21 No.2 pp.1-16

DOI:https://doi.org/10.12815/kits.2022.21.2.1 Download PDF Export Citation

Predicting a Queue Length Using a Deep Learning Model at Signalized Intersections

Da-Hyuk Na, Sang-Soo Lee, Keun-Min Cho, Ho-Yeon Kim

Journal of Korean Society of Intelligent Transport Systems :: Vol.20 No.6 pp.26-36

DOI:https://doi.org/10.12815/kits.2021.20.6.26 Download PDF Export Citation

A Study on Traffic Prediction Using Hybrid Approach of Machine Learning and Simulation Techniques

Yeeun Kim, Sunghoon Kim, Hwasoo Yeo

Journal of Korean Society of Intelligent Transport Systems :: Vol.20 No.5 pp.100-112

DOI:https://doi.org/10.12815/kits.2021.20.5.100 Download PDF Export Citation

Analysis of Incident Impact Factors and Development of SMOGN-DNN Model for Prediction of Incident Clearance Time

Gyu Ri Yun, Sang Hoon Bae

Journal of Korean Society of Intelligent Transport Systems :: Vol.20 No.4 pp.46-56

DOI:https://doi.org/10.12815/kits.2021.20.4.46 Download PDF Export Citation

Forecasting of Traffic Accident Occurrence Pattern Using LSTM

You Jin Roh, Sang Hoon Bae

Journal of Korean Society of Intelligent Transport Systems :: Vol.20 No.3 pp.59-73

DOI:https://doi.org/10.12815/kits.2021.20.3.59 Download PDF Export Citation

Estimation of Shared Bicycle Demand Using the SARIMAX Model: Focusing on the COVID-19 Impact of Seoul

Jungyeol Hong, Eunryong Han, Changho Choi, Minseo Lee, Dongjoo Park

Journal of Korean Society of Intelligent Transport Systems :: Vol.20 No.1 pp.10-21

DOI:https://doi.org/10.12815/kits.2021.20.1.10 Download PDF Export Citation

Traffic Speed Prediction Based on Graph Neural Networks for Intelligent Transportation System

Sunghoon Kim, Jonghyuk Park, Yerim Choi

Journal of Korean Society of Intelligent Transport Systems :: Vol.20 No.1 pp.70-85

DOI:https://doi.org/10.12815/kits.2021.20.1.70 Download PDF Export Citation

Speed Prediction of Urban Freeway Using LSTM and CNN-LSTM Neural Network

Boogi Park, Sang hoon Bae, Bokyung Jung

Journal of Korean Society of Intelligent Transport Systems :: Vol.20 No.1 pp.86-99

DOI:https://doi.org/10.12815/kits.2021.20.1.86 Download PDF Export Citation

Development of Fire Engine Travel Time Estimation Model for Securing Golden Time

Ki-hun Jang, Seong-Beom Cho, Yong-Sung Cho, Seung-neo Son

Journal of Korean Society of Intelligent Transport Systems :: Vol.19 No.6 pp.1-13

DOI:https://doi.org/10.12815/kits.2020.19.6.1 Download PDF Export Citation

A Study on Injury Severity Prediction for Car-to-Car Traffic Accidents

Changwan Ko, Hyeonmin Kim, Young-Seon Jeong, Jaehee Kim

Journal of Korean Society of Intelligent Transport Systems :: Vol.19 No.4 pp.13-29

DOI:https://doi.org/10.12815/kits.2020.19.4.13 Download PDF Export Citation

Forecasting of Rental Demand for Public Bicycles Using a Deep Learning Model

Keun-min Cho, Sang-Soo Lee, Doohee Nam

Journal of Korean Society of Intelligent Transport Systems :: Vol.19 No.3 pp.28-37

DOI:https://doi.org/10.12815/kits.2020.19.3.28 Download PDF Export Citation

Development of Traffic Speed Prediction Model Reflecting Spatio-temporal Impact based on Deep Neural Network

Youngchan Kim, Junwon Kim, Yohee Han, Jongjun Kim, Jewoong Hwang

Journal of Korean Society of Intelligent Transport Systems :: Vol.19 No.1 pp.1-16

DOI:https://doi.org/10.12815/kits.2020.19.1.1 Download PDF Export Citation