Research topics and trends in the maritime transport: A structural topic model
Maritime transport is considered as the lynchpin of global trade. In the past decades, a large
number of academic articles in the maritime transport field have been published. This study …
number of academic articles in the maritime transport field have been published. This study …
Measuring the impact of an exogenous factor: An exponential smoothing model of the response of shipping to COVID-19
Following the outbreak of the COVID-19 pandemic, various lockdown strategies restrained
global economic growth bringing a significant decline in maritime transportation. However …
global economic growth bringing a significant decline in maritime transportation. However …
[HTML][HTML] Container freight rate forecasting with improved accuracy by integrating soft facts from practitioners
HJ Schramm, ZH Munim - Research in Transportation Business & …, 2021 - Elsevier
This study presents a novel approach to forecast freight rates in container shipping by
integrating soft facts in the form of measures originating from surveys among practitioners …
integrating soft facts in the form of measures originating from surveys among practitioners …
[HTML][HTML] State-space TBATS model for container freight rate forecasting with improved accuracy
ZH Munim - Maritime Transport Research, 2022 - Elsevier
This study forecasts container freight rates using three seasonal univariate models—
Seasonal Autoregressive Integrated Moving Average (SARIMA), Seasonal Neural Network …
Seasonal Autoregressive Integrated Moving Average (SARIMA), Seasonal Neural Network …
Forecasting Shanghai Container Freight Index: A Deep-Learning-Based Model Experiment
With the increasing availability of large datasets and improvements in prediction algorithms,
machine-learning-based techniques, particularly deep learning algorithms, are becoming …
machine-learning-based techniques, particularly deep learning algorithms, are becoming …
System dynamics in the predictive analytics of container freight rates
This study proposes a two-tier cross-validation and backtesting procedure, including
expanding and rolling-window test metrics in predictive analytics of container freight rates by …
expanding and rolling-window test metrics in predictive analytics of container freight rates by …
[HTML][HTML] Forecasting shipbuilding demand using shipping market modeling: A case study of LNGC
Volatile and cyclical shipbuilding demand has consistently been a risk for the shipbuilding
industry. This study analyzes the shipping market from a macro perspective and proposes a …
industry. This study analyzes the shipping market from a macro perspective and proposes a …
Shipping Economics Development: A Review from the Perspective of the Shipping Industry Chain for the Past Four Decades
Q Xia, F Chen - Journal of Shanghai Jiaotong University (Science), 2022 - Springer
To know the development of shipping economics, it is meaningful to overview shipping
economics systemically from the perspective of markets and the shipping industry chain. To …
economics systemically from the perspective of markets and the shipping industry chain. To …
[HTML][HTML] A system dynamics analysis of the trans-Pacific trade lane during the pandemic
A consequence of the pandemic was significant disruption to global container flows from
2020 to 2022, with cargo time spent in containers, container ship congestion in ports, and …
2020 to 2022, with cargo time spent in containers, container ship congestion in ports, and …
[HTML][HTML] System dynamics-based prediction of North Korean port volumes
TW Chung, JW Jeon - The Asian Journal of Shipping and Logistics, 2021 - Elsevier
The purpose of this study is to predict North Korea's cargo volume per port, per item, using
system dynamics. The products of which expected volumes are predicted include iron ore …
system dynamics. The products of which expected volumes are predicted include iron ore …