Simulation and Optimization of Automated Guided Vehicle Charging Strategy for U-Shaped Automated Container Terminal Based on Improved Proximal Policy Optimization DOI Creative Commons
Yongsheng Yang,

Jianyi Liang,

Junkai Feng

и другие.

Systems, Год журнала: 2024, Номер 12(11), С. 472 - 472

Опубликована: Ноя. 5, 2024

As the decarbonization strategies of automated container terminals (ACTs) continue to advance, electrically powered Battery-Automated Guided Vehicles (B-AGVs) are being widely adopted in ACTs. The U-shaped ACT, as a novel layout, faces higher AGV energy consumption due its deep yard characteristics. A key issue is how adopt charging suited varying conditions reduce operational capacity loss caused by charging. This paper proposes simulation-based optimization method for ACTs based on an improved Proximal Policy Optimization (PPO) algorithm. Firstly, Gated Recurrent Unit (GRU) structures incorporated into PPO capture temporal correlations state information. To effectively limit policy update magnitudes PPO, we improve clipping function. Secondly, simulation model established mimicking process Lastly, iterative training proposed conducted model. experimental results indicate that converges faster than standard and Deep Q-network (DQN). When comparing method-based threshold with fixed strategy across six different scenarios rates, demonstrates better adaptability terminal condition variations two-thirds scenarios.

Язык: Английский

A digital twin-enabled digital spare parts supply chain DOI
Mirco Peron

International Journal of Production Research, Год журнала: 2024, Номер unknown, С. 1 - 16

Опубликована: Апрель 15, 2024

An efficient and effective spare parts supply chain management is crucial to ensure highly available production systems. However, achieving such a challenging due the intrinsic characteristics of parts. Traditional chains (TSPSCs) adopt large inventories tackle characteristics, with disadvantages in terms high inventory costs. Recently, Additive Manufacturing (AM) has shown breakthrough potential, allowing transition from TSPSCs digital (DSPSCs), where are no longer stored amounts but digitally produced only when needed. despite DSPSCs benefits, complete still far becoming reality. Indeed, hindering lack expertise three main areas, i.e. how design, operate, control monitor DSPSC. With this position paper, we envision twin (DT) could overcome these issues, enabling full Moreover, work further concretely suggests DT be developed, providing basis for developing both theoretical practical knowledge necessary render

Язык: Английский

Процитировано

12

Digital Twin Approach for Operation and Maintenance of Transportation System—Systematic Review DOI Creative Commons
Sylwia Werbińska-Wojciechowska, R. Giel, Klaudia Winiarska

и другие.

Sensors, Год журнала: 2024, Номер 24(18), С. 6069 - 6069

Опубликована: Сен. 19, 2024

There is a growing need to implement modern technologies, such as digital twinning, improve the efficiency of transport fleet maintenance processes and maintain company operational capacity at required level. A comprehensive review existing literature conducted address this, offering an up-to-date analysis relevant content in this field. The methodology employed systematic using Primo multi-search tool, adhering Preferred Reporting Items for Systematic Reviews Meta-Analyses (PRISMA) guidelines. selection criteria focused on English studies published between 2012 2024, resulting 201 highly papers. These papers were categorized into seven groups: (a) air transportation, (b) railway (c) land transportation (road), (d) in-house logistics, (e) water intermodal (f) supply chain operation, (g) other applications. notable strength study its use diverse scientific databases facilitated by tool. Additionally, bibliometric was performed, revealing evolution DT applications over past decade identifying key areas predictive maintenance, condition monitoring, decision-making processes. This highlights varied levels adoption across different sectors underscores promising future development, particularly underrepresented domains like chains transport. paper identifies significant research gaps, including integration challenges, real-time data processing, standardization needs. Future directions are proposed, focusing enhancing diagnostics, automating processes, optimizing inventory management. also outlines framework systems, detailing components functionalities essential effective findings provide roadmap innovations improvements within industry. ends with conclusions directions.

Язык: Английский

Процитировано

5

Optimizing Internal Logistics Using Automated Guided Vehicles: An Evaluation of Heuristic Approaches DOI
José A. Oliveira,

Bernardo Fernandes,

Marcelo Henriques

и другие.

Communications in computer and information science, Год журнала: 2025, Номер unknown, С. 42 - 55

Опубликована: Янв. 1, 2025

Язык: Английский

Процитировано

0

Towards Industry 5.0: digital twin-enhanced approach for dynamic supply chain rescheduling with real-time order arrival and acceptance DOI
Xing Zhu, Baoyu Liao,

Yexing Shen

и другие.

International Journal of Production Research, Год журнала: 2025, Номер unknown, С. 1 - 23

Опубликована: Март 24, 2025

Язык: Английский

Процитировано

0

A Reinforcement Learning‐Based AGV Scheduling for Automated Container Terminals With Resilient Charging Strategies DOI Creative Commons

Shaorui Zhou,

Yanyao Yu,

Min Zhao

и другие.

IET Intelligent Transport Systems, Год журнала: 2025, Номер 19(1)

Опубликована: Янв. 1, 2025

ABSTRACT Automated guided vehicles (AGVs) serve as pivotal equipment for horizontal transportation in automated container terminals (ACTs), necessitating the optimization of AGV scheduling. The dynamic nature port operations introduces uncertainties energy consumption, while battery constraints pose significant operational challenges. However, limited research has integrated charging and discharging behaviors into operations. This study innovatively proposes an scheduling model that incorporates a resilient adaptive strategy, adjusting balance between vehicle completion tasks, enabling AGVs to complete fixed tasks shortest time. Differing from most existing primarily based on OR‐typed algorithms, this reinforcement learning‐based method. Finally, series numerical experiments, which is real large‐scale terminal Pearl River Delta (PRD) region Southern China, are conducted verify effectiveness efficiency algorithm. Some beneficial management insights obtained sensitivity analysis practitioners. Notably, paramount observation efficacy does not necessarily correlate positively with their number. Instead, it follows “U‐shaped” curve trend, indicating optimal range beyond performance diminishes.

Язык: Английский

Процитировано

0

Optimizing Digital Twin Supply Chains Leveraging Genetic Algorithms Markov Decision Processes DOI

Rama Krishna Mani Kanta Yalla,

Thirusubramanian Ganesan, Mohanarangan Veerappermal Devarajan

и другие.

IGI Global eBooks, Год журнала: 2025, Номер unknown, С. 99 - 130

Опубликована: Май 2, 2025

Background Information: Data-driven supply chains and real-time simulations involving digital twins are transforming the sector. Nevertheless, existing optimisation techniques usually do not pay much heed to sustainability or resilience. Through enhancing twin systems using leading-edge methods in this work, gap has been filled. Objectives: The main aim of study is optimizing efficiency chain with application GA, ABM, MDP, SA enhance operational efficiency, cost savings, carbon emissions while improving Methods: strategy includes agent-based modeling, stochastic analysis, Markov decision processes, genetic algorithm optimization. Results: integrated approach 86.5% resilience, 18.7% reduction, 93.2% were attained. Conclusion: study, thus concludes by how well work together balancing sustainability.

Язык: Английский

Процитировано

0

Digital Twins nei Sistemi Portuali e il contributo di GHG accounting: Una review della letteratura DOI
Assunta Di Vaio,

Sabrina Palladino,

Elisa Van Engelenhoven

и другие.

MANAGEMENT CONTROL, Год журнала: 2025, Номер 1, С. 211 - 236

Опубликована: Апрель 1, 2025

This study explores the existing literature to better understand how Digital Twins (DTs) have been analyzed in perspective of measuring and reporting carbon footprint port systems. The also analyzes greenhouse gas (GHG) accounting can contribute feed DTs information system regarding values emissions from mooring, unmooring manoeuvring operations at ship-port interface. Although several studies explored implementation new technologies improve technical efficiency ports their effects on emissions, others GHG for measurement latter, it remains uncertain be integrated with predictive analytics interface operations. conducts a review dataset 47 articles Scopus database Google Scholar, published 1990 2024. results highlight that, since 2015, research has highlighted key role reducing achieving Sustainable Development Goals (SDGs), particularly SDG7. To best our knowledge, this is first that analyses, according holistic approach, digital systems virtual representations (GHG accounting) environmental sustainability support public management decisions. provides different analysis decarbonization sector, theoretical practical implications response UN 2030 Agenda its SDGs.

Язык: Английский

Процитировано

0

Design and development of a new autonomous transportation robot for finished vehicles docking transportation in RO/RO logistics terminal DOI
Yongkang Xu, Lin Zhang, Zhi Liu

и другие.

Advanced Engineering Informatics, Год журнала: 2025, Номер 66, С. 103391 - 103391

Опубликована: Май 19, 2025

Язык: Английский

Процитировано

0

Unlocking the potential of digital twins to achieve sustainability in seaports: the state of practice and future outlook DOI Creative Commons
Seyed Mahdi Homayouni, Jorge Pinho de Sousa, Catarina M. Marques

и другие.

WMU Journal of Maritime Affairs, Год журнала: 2024, Номер unknown

Опубликована: Авг. 22, 2024

Abstract This paper examines the role of digital twins (DTs) in promoting sustainability within seaport operations and logistics. DTs have emerged as promising tools for enhancing performance. Despite recognized potential seaports, there is a paucity research on their practical implementation impact sustainability. Through systematic literature review, this study seeks to elucidate how contribute seaports identify future applications. We reviewed categorized 68 conceptual applications into ten core areas that effectively support economic, social, environmental objectives seaports. Furthermore, proposes five preliminary where implementations are currently lacking. The primary findings indicate can enhance by facilitating real-time monitoring decision-making, improving safety security, optimizing resource utilization, collaboration communication, supporting development ecosystem. Additionally, addresses challenges associated with DT implementation, including high costs, conflicting stakeholder priorities, data quality availability, model validation. concludes discussion implications managers policymakers.

Язык: Английский

Процитировано

2

Greening container terminals through optimization: a systematic review on recent advances DOI Creative Commons
Eduardo Lalla‐Ruiz, Israel López‐Plata, Christopher Expósito‐Izquierdo

и другие.

Current Opinion in Environmental Sustainability, Год журнала: 2024, Номер 71, С. 101490 - 101490

Опубликована: Окт. 23, 2024

Язык: Английский

Процитировано

2