Optimizing Container Loading and Unloading through Dual-Cycling and Dockyard Rehandle Reduction Using a Hybrid Genetic Algorithm

arXiv:2406.08534 · cs.NE, cs.AI · Submitted 2026-08-18 · Read on arXiv

Md. Mahfuzur Rahman, Md Abrar Jahin, Md. Saiful Islam, M. F. Mridha

cs.NE, cs.AI

Submitted: 2026-08-18

Updated: 2026-08-19

Terminology

Dual Cycling — 12× in this paper
Genetic Algorithm — 12× in this paper
Single Cycle — 5× in this paper
Deep Reinforcement Learning — 2× in this paper · explained in 2 episodes
Fine-Tuning — 2× in this paper · explained in 5 episodes
Reinforcement Learning — 2× in this paper · explained in 4 episodes
Adaptive Mechanism — 1× in this paper · explained in 1 episode
American International University-Bangladesh — 1× in this paper
Benchmarking — 1× in this paper · explained in 3 episodes
Combinatorial Optimization — 1× in this paper · explained in 2 episodes
Computational overhead — 1× in this paper · explained in 2 episodes
Core — 1× in this paper · explained in 2 episodes
Deep Reinforcement Learning (DRL) — 1× in this paper · explained in 2 episodes
Hybrid Approach — 1× in this paper · explained in 4 episodes
Iterative Refinement — 1× in this paper · explained in 3 episodes
Khulna University of Engineering and Technology — 1× in this paper
Objective Function — 1× in this paper · explained in 2 episodes
Q-learning — 1× in this paper · explained in 3 episodes
Quay Crane Dual-Cycling — 1× in this paper
Quay Crane Single Cycling — 1× in this paper
Robustness — 1× in this paper · explained in 5 episodes
University of Southern California — 1× in this paper

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