Deep learning-enhanced quantum optimization for integrated job
Robust performance indicates optimizing equipment utilization and enhancing terminal throughput, particularly in unpredictable scenarios. Hence, deep-learning AI-driven quantum
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Robust performance indicates optimizing equipment utilization and enhancing terminal throughput, particularly in unpredictable scenarios. Hence, deep-learning AI-driven quantum
The paper provides an overview of quantum approaches to routing, logistic network design, fleet maintenance, cargo loading, prediction, and scheduling problems. Notably, most
For automated container terminals, the effective integrated scheduling of different kinds of equipment such as quay cranes (QCs), automated guided
Niu et al. pointed out that the total energy consumption cost of handling equipment in a container terminal accounts for 15 %–25 % of the total cost of operations. The management and
Here, we summarize the current state of quantum communications and networking methods and platforms and specifically discuss their existing and
In this study, we investigate the integrated energy management and operations planning problem in oil-electric hybrid container terminals during the electrification transformation process. The
The paper showcases the feasibility of quantum computing for smart maintenance scheduling and illustrates a way of including quantum computing in complex integrated scheduling
ABSTRACT: Container terminals serve as crucial hubs in the global supply chain, facilitating the efficient transfer of goods between different modes of transportation. This study explores optimization
The management and operation of container terminals tend towards green performance, requiring the pursuit of both operational efficiency and environmental effects . The implementation
To address these challenges of uncertainty and computational efficiency, this paper proposes a scheduling optimization method integrating quantum co-evolution and deep learning, enhancing
In this study, we address the integrated scheduling problem involving quay cranes and IGVs in automated terminals. We construct a mixed-integer
The purpose of this paper is to explore the applications of quantum computing to energy systems optimization problems and discuss some of the challenges faced by quantum computers with...
In response to the existing problems, this study proposes an intelligent operation and energy interaction system architecture and technical model, which provides research references for
Despite a significant number of studies that have focused on the operational efficiency of container terminals, existing literature has paid little
Abstract: Despite a significant number of studies that have focused on the operational efficiency of container terminals, existing literature has paid little attention to improving energy
This workstream will address the horizontal integration challenges of quantum technologies within the data center, focusing on interoperability, manageability, and operational efficiency.
Download Citation | On May 1, 2024, Tingsong Wang and others published Integrated operation models with quay crane maintenance in a container terminal | Find, read and cite all the research you
Request PDF | On May 1, 2025, Truong Ngoc Cuong and others published Deep learning-enhanced quantum optimization for integrated job scheduling in container terminals | Find, read and cite all the
In this paper, we introduce a new optimization space to parallelize cross-rack communications and avoid frequent reconfigurations, which incurs additional in-rack communications that can be further minimized.
In order to achieve a balance between efficiency and energy consumption, we capture and quantify the energy performance of each operation in-depth. A more realistic and practical reference
The objective of this Perspective is to review the recent advances made towards developing integrated quantum photonic technologies, as well as
But the trade-off between energy consumption and operation efficiency at the operational level in a container terminal is absent. Therefore, the integrated scheduling of QCs, ITs and YCs
PDF | On Jan 1, 2024, Khaled Mili published Optimizing Container Terminal Operations: A Comparative Analysis of Hierarchical and Integrated Solution