Member
Nichakan Boonniam
Associate Member
Born in Chon Buri, Thailand, Nichakan earned a Bachelor's degree in Maritime Transportation from the International Maritime College before working in customer service for ocean export operations. She is currently pursuing a Master's degree in Maritime Technology and Logistics at Tokyo University of Marine Science and Technology, with a research focus on predicting vessel estimated time of arrival using interpretable machine learning and AIS data.
Expertise
- Machine Learning
- AIS Data Analysis
- Maritime Transportation
Current research
An Interpretable Machine Learning Framework for Predicting Vessel Estimated Time of Arrival Using AIS Data
Develops an interpretable machine learning framework using AIS data and a stacking ensemble to predict ETA for fixed-route ferries, with SHAP-based analysis of the key predictive factors.
Education
Master's Degree (In Progress), Maritime Technology and Logistics
Tokyo University of Marine Science and Technology
Bachelor's Degree, Maritime Transportation
Kasetsart University
Contact