[HTML][HTML] Forecasting container freight rates using the Prophet forecasting method

N Saeed, S Nguyen, K Cullinane, V Gekara, P Chhetri - Transport Policy, 2023 - Elsevier
This study applies three innovative methods in forecasting container freight rates. Firstly, we
extracted 471 major disruptive events from the 'Lloyds List'database from 2010 until 2020 …

Quantitative modelling of ship** freight rates: developments in the past 20 years

L Ke, Q Liu, AKY Ng, W Shi - Maritime Policy & Management, 2024 - Taylor & Francis
Understanding the determination mechanism and dynamics of ship** freight rates has
significant implications for practitioners, economists, and regulators of maritime transport …

Capacitated vehicle routing problem with pick-up and alternative delivery (CVRPPAD): model and implementation using hybrid approach

P Sitek, J Wikarek - Annals of Operations Research, 2019 - Springer
The paper presents an optimization model and its implementation using a hybrid approach
for the Capacitated Vehicle Routing Problem with Pick-up and Alternative Delivery …

Forecasting container ship** freight rates for the Far East–Northern Europe trade lane

ZH Munim, HJ Schramm - Maritime Economics & Logistics, 2017 - Springer
This study introduces a state-of-the-art volatility forecasting method for container ship**
freight rates. Over the last decade, the container ship** industry has become very …

[HTML][HTML] Sales strategy selection for liner companies under ship** e-commerce considering canvassing ability competition

H Sun, Q Zeng, JSL Lam, S Pu, C Qu - European Journal of Operational …, 2025 - Elsevier
The rapid growth of e-commerce applications has promoted the establishment of ship** e-
commerce channels by many liner companies in addition to their existing traditional Non …

The dual-channel sales strategy of liner slots considering ship** e-commerce platforms

H Sun, JSL Lam, Q Zeng - Computers & Industrial Engineering, 2021 - Elsevier
The flourishing development of e-commerce technologies has fostered the rapid
development of ship** e-commerce, which has a huge development potential especially …

[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 ship** by
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 …

System dynamics in the predictive analytics of container freight rates

JW Jeon, O Duru, ZH Munim… - Transportation …, 2021 - pubsonline.informs.org
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 …

Forecasting container freight rates for major trade routes: a comparison of artificial neural networks and conventional models

ZH Munim, HJ Schramm - Maritime Economics & Logistics, 2021 - Springer
Major players in maritime business such as ship** lines, charterers, shippers, and others
rely on container freight rate forecasts for operational decision-making. The absence of a …