Research
My research is centered on vehicle routing problems and logistics optimization, especially cases where a clean mathematical model becomes difficult to reproduce in code.
I am less interested in presenting a list of polished conclusions, and more interested in the process of making a research system inspectable: formulation, data, algorithm, experiment, output, and correction.
A mixed fleet of electric and conventional vehicles serves customers under changing demand, capacity limits, charging constraints, time windows, carbon-related costs, and heuristic search.
Early stage - problem framingCold-Chain VRP with Detachable Thermal CarriersA tentative problem framing that decouples thermal protection from the vehicle and treats it as a portable, depletable, reusable resource.
Ongoing working methodModel-Code-Experiment AuditA workflow for checking whether the model, implementation, experiment settings, and reported outputs actually agree.