Yard Crane Rescheduling under the Influence of Random Fault

In the operation of the imported container area of the container yard, the fault of the yard crane often occurs, and the fault is random and unpredictable, which greatly affects the operational efficiency of the container yard. To improve the operation efficiency of the container yard, this paper st...

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Main Authors: Lin Yao, Hongxing Zheng, Yiran Liu, Danmeng Li, Yilan Zhao
Format: Article
Language:English
Published: MDPI AG 2023-05-01
Series:Machines
Subjects:
Online Access:https://www.mdpi.com/2075-1702/11/6/580
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author Lin Yao
Hongxing Zheng
Yiran Liu
Danmeng Li
Yilan Zhao
author_facet Lin Yao
Hongxing Zheng
Yiran Liu
Danmeng Li
Yilan Zhao
author_sort Lin Yao
collection DOAJ
description In the operation of the imported container area of the container yard, the fault of the yard crane often occurs, and the fault is random and unpredictable, which greatly affects the operational efficiency of the container yard. To improve the operation efficiency of the container yard, this paper studies the rescheduling optimization problem of the multi-container area and multi-yard crane when random faults occur in container lifting operations in the container import area. Considering the different impacts of different fault conditions on the container yard operation, the fault impact judgment mechanism is established. The waiting time of external container trucks and customer satisfaction is considered for yard crane rescheduling. Yard crane rescheduling model after the fault is constructed, aiming at the minimum deviation from the original scheduling scheme. And the AEA (annealing evolution algorithm) algorithm is used to solve it. The effectiveness of magic and the specificity of the algorithm are verified by the analysis of numerical examples in different scales. The research data of Dalian Port is used to carry out experiments, and the experimental analysis of examples in different scales verifies the effectiveness of the model and the scientific nature of the algorithm. Compared with the existing scheme, this scheme is more practical, which can not only give the treatment scheme immediately when the fault occurs but also effectively improve the working efficiency of the container yard and provide a reference for the port to enhance customer satisfaction.
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spelling doaj.art-6d59c53b4f7d46019f4a98050d9359fd2023-11-18T11:20:08ZengMDPI AGMachines2075-17022023-05-0111658010.3390/machines11060580Yard Crane Rescheduling under the Influence of Random FaultLin Yao0Hongxing Zheng1Yiran Liu2Danmeng Li3Yilan Zhao4School of Transport Engineering, Dalian Maritime University, Dalian 116026, ChinaSchool of Transport Engineering, Dalian Maritime University, Dalian 116026, ChinaSchool of Transport Engineering, Dalian Maritime University, Dalian 116026, ChinaSchool of Information Technology, Dalian Maritime University, Dalian 116026, ChinaSchool of Transport Engineering, Dalian Maritime University, Dalian 116026, ChinaIn the operation of the imported container area of the container yard, the fault of the yard crane often occurs, and the fault is random and unpredictable, which greatly affects the operational efficiency of the container yard. To improve the operation efficiency of the container yard, this paper studies the rescheduling optimization problem of the multi-container area and multi-yard crane when random faults occur in container lifting operations in the container import area. Considering the different impacts of different fault conditions on the container yard operation, the fault impact judgment mechanism is established. The waiting time of external container trucks and customer satisfaction is considered for yard crane rescheduling. Yard crane rescheduling model after the fault is constructed, aiming at the minimum deviation from the original scheduling scheme. And the AEA (annealing evolution algorithm) algorithm is used to solve it. The effectiveness of magic and the specificity of the algorithm are verified by the analysis of numerical examples in different scales. The research data of Dalian Port is used to carry out experiments, and the experimental analysis of examples in different scales verifies the effectiveness of the model and the scientific nature of the algorithm. Compared with the existing scheme, this scheme is more practical, which can not only give the treatment scheme immediately when the fault occurs but also effectively improve the working efficiency of the container yard and provide a reference for the port to enhance customer satisfaction.https://www.mdpi.com/2075-1702/11/6/580yard crane reschedulingmulti-stage rolling mechanismrandom fault occurs
spellingShingle Lin Yao
Hongxing Zheng
Yiran Liu
Danmeng Li
Yilan Zhao
Yard Crane Rescheduling under the Influence of Random Fault
Machines
yard crane rescheduling
multi-stage rolling mechanism
random fault occurs
title Yard Crane Rescheduling under the Influence of Random Fault
title_full Yard Crane Rescheduling under the Influence of Random Fault
title_fullStr Yard Crane Rescheduling under the Influence of Random Fault
title_full_unstemmed Yard Crane Rescheduling under the Influence of Random Fault
title_short Yard Crane Rescheduling under the Influence of Random Fault
title_sort yard crane rescheduling under the influence of random fault
topic yard crane rescheduling
multi-stage rolling mechanism
random fault occurs
url https://www.mdpi.com/2075-1702/11/6/580
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AT danmengli yardcranereschedulingundertheinfluenceofrandomfault
AT yilanzhao yardcranereschedulingundertheinfluenceofrandomfault