Article(id=1311360864813408702, tenantId=1146029695717560320, journalId=1240618002186551303, issueId=1311360859318870426, articleNumber=null, orderNo=null, doi=10.3969/j.issn.1000-4653.2026.04.006, pmid=null, cstr=null, oa=null, hot=null, price=null, onlineType=0, articleFormat=0, articleType=null, articleTypeStr=null, receivedDate=1768406400000, receivedDateStr=2026-01-15, revisedDate=null, revisedDateStr=null, acceptedDate=null, acceptedDateStr=null, onlineDate=1790582394078, onlineDateStr=2026-09-28, pubDate=1787587200000, pubDateStr=2026-08-25, doiRegisterDate=null, doiRegisterDateStr=null, onlineIssueDate=1790582394078, onlineIssueDateStr=2026-09-28, onlineJustAcceptDate=null, onlineJustAcceptDateStr=null, onlineFirstDate=null, onlineFirstDateStr=null, sourceXml=null, magXml=null, createTime=1790582394078, creator=13701087609, updateTime=1790582394078, updator=13701087609, issue=Issue{id=1311360859318870426, tenantId=1146029695717560320, journalId=1240618002186551303, year='2026', volume='49', issue='4', pageStart='1', pageEnd='185', issueExtLink='null', onlineDate='null', pubDate='1787587200000', pubDateStr='2026-08-25', beforeIssueId=null, nextIssueId=null, price=null, status=1, issueComplete=1, articleOrder=1, issueType=1, specialIssue=null, createTime=1790582392768, creator='13701087609', updateTime=1790583829226, updator='13701087609', preIssue=null, nextIssue=null, articleTotal=null, ext={EN=IssueExt(id=1311366884331716830, tenantId=1146029695717560320, journalId=1240618002186551303, issueId=1311360859318870426, language=EN, specialIssueTitle=, coverIllustrator=null, specialIssueEditor=, specialIssueAbout=), CN=IssueExt(id=1311366884331716831, tenantId=1146029695717560320, journalId=1240618002186551303, issueId=1311360859318870426, language=CN, specialIssueTitle=, coverIllustrator=null, specialIssueEditor=, specialIssueAbout=)}, issueFiles=null, downloadFileDto=null}, startPage=47, endPage=56, ext={EN=ArticleExt(id=1311360866403049919, articleId=1311360864813408702, tenantId=1146029695717560320, journalId=1240618002186551303, language=EN, title=Two-stage hybrid cuckoo search algorithm for solving the dual-resource berth allocation problem, columnId=1240655021340160960, journalTitle=Navigation of China, columnName=Intelligent Shipping, runingTitle=null, highlight=null, articleAbstract=

To address the challenge of coordinating and scheduling construction vessels in large-scale water projects such as waterway regulation, this problem is modeled for the first time as a Dual-Resource Berth Allocation Problem (DR-BAP). A mathematical model is established with the objective of minimizing vessel waiting costs and resource preference mismatch costs. To solve this Non-deterministic Polynomial-time hard (NP-hard) problem, a Two-Stage Hybrid Cuckoo Search Algorithm (TSH-CSA) is proposed. In the first stage, the algorithm employs dynamic priorities, a load balancing guidance strategy, and a historical congestion feedback penalty mechanism for macroscopic resource allocation. It integrates domain knowledge and feedback information to optimize fitness evaluation. In the second stage, the algorithm integrates an adaptive dual-population mechanism and an intelligent restart mechanism to achieve a microscopic, refined solution. Overall, the algorithm establishes a global iterative framework of "allocation-scheduling-feedback" to enhance its global optimization capability. Simulation experiments based on a waterway regulation project show that, compared with the standard Cuckoo Search Algorithm, TSH-CSA exhibits significant improvements in solution quality, convergence speed, and robustness. These results verify the effectiveness and advancement of the proposed model and algorithm in solving complex engineering scheduling problems.

, authors=Dan Zhang1, *, Qianqian Li1, Jinlu Sheng1, Zhenbin Peng2, authorsList=Dan Zhang, Qianqian Li, Jinlu Sheng, Zhenbin Peng, authorCompany=null, correspAuthors=Dan Zhang, authorNote=null, correspAuthorsNote=null, copyrightStatement=null, copyrightOwner=null, extLink=null, articleAbsUrl=null, sourceXml=null, magXml=null, pdfUrl=null, pdf=null, pdfFileSize=null, pdfExtLink=null, richHtmlUrl=null, mobilePdfUrl=null, reviewReport=null, pdfFirstPage=null, abstractGraph=null, abstractGraphContent=null, abstractVideo=null, citation=null, cebUrl=null, magXmlContent=null, mapNumber=null, fund=null), CN=ArticleExt(id=1311360866738594240, articleId=1311360864813408702, tenantId=1146029695717560320, journalId=1240618002186551303, language=CN, title=两阶段混合布谷鸟算法求解双资源泊位分配, columnId=1240655021528904650, journalTitle=中国航海, columnName=智能航运, runingTitle=null, highlight=null, articleAbstract=

针对航道整治等大型水上工程中施工船舶协同调度难题,首次将其建模为双资源泊位分配问题(DR-BAP),建立以最小化船舶等待成本和资源偏好不匹配成本为目标的数学模型。为求解此非确定性多项式(NP-hard)问题,提出两阶段混合布谷鸟搜索算法(TSH-CSA):第一阶段采用动态优先级、负载均衡引导策略及历史拥堵反馈惩罚机制进行宏观资源分配,融合领域知识与反馈信息优化适应度评估;第二阶段融合自适应双种群与智能重启机制实现微观精细化求解,算法整体构建“分配—调度—反馈”全局迭代框架以提升全局寻优能力。以某航道整治工程为背景的仿真实验表明,相较于标准布谷鸟搜索算法,TSH-CSA在求解质量、收敛速度与鲁棒性上均显著提升,验证了模型与算法解决复杂工程调度问题的有效性与先进性。

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张丹(1983—),男,副教授,研究方向为船舶控制与智能航海,(E-mail)
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两阶段混合布谷鸟算法求解双资源泊位分配
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张丹 1, * , 李千千 1 , 盛进路 1 , 彭振斌 2
中国航海 | 智能航运 2026,49(4): 47-56
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中国航海 |智能航运 2026 , 49 (4) : 47 -56
两阶段混合布谷鸟算法求解双资源泊位分配
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张丹1, * , 李千千1, 盛进路1, 彭振斌2
作者信息
  • 1.重庆交通大学 航运与船舶工程学院,重庆 400074
  • 2.长江武汉航道工程局,湖北 武汉 430014
通讯作者:
张丹(1983—),男,副教授,研究方向为船舶控制与智能航海,(E-mail)
Two-stage hybrid cuckoo search algorithm for solving the dual-resource berth allocation problem
Dan Zhang1, * , Qianqian Li1, Jinlu Sheng1, Zhenbin Peng2
Affiliations
  • 1.School of Shipping and Naval Architecture, Chongqing Jiaotong University, Chongqing 400074, China
  • 2.Chang Jiang Wuhan Waterway Engineering Bureau, Wuhan 430014, China
出版时间: 2026-08-25 doi: 10.3969/j.issn.1000-4653.2026.04.006
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针对航道整治等大型水上工程中施工船舶协同调度难题,首次将其建模为双资源泊位分配问题(DR-BAP),建立以最小化船舶等待成本和资源偏好不匹配成本为目标的数学模型。为求解此非确定性多项式(NP-hard)问题,提出两阶段混合布谷鸟搜索算法(TSH-CSA):第一阶段采用动态优先级、负载均衡引导策略及历史拥堵反馈惩罚机制进行宏观资源分配,融合领域知识与反馈信息优化适应度评估;第二阶段融合自适应双种群与智能重启机制实现微观精细化求解,算法整体构建“分配—调度—反馈”全局迭代框架以提升全局寻优能力。以某航道整治工程为背景的仿真实验表明,相较于标准布谷鸟搜索算法,TSH-CSA在求解质量、收敛速度与鲁棒性上均显著提升,验证了模型与算法解决复杂工程调度问题的有效性与先进性。

智能航运  /  双资源泊位分配  /  布谷鸟搜索  /  两阶段优化  /  协同调度

To address the challenge of coordinating and scheduling construction vessels in large-scale water projects such as waterway regulation, this problem is modeled for the first time as a Dual-Resource Berth Allocation Problem (DR-BAP). A mathematical model is established with the objective of minimizing vessel waiting costs and resource preference mismatch costs. To solve this Non-deterministic Polynomial-time hard (NP-hard) problem, a Two-Stage Hybrid Cuckoo Search Algorithm (TSH-CSA) is proposed. In the first stage, the algorithm employs dynamic priorities, a load balancing guidance strategy, and a historical congestion feedback penalty mechanism for macroscopic resource allocation. It integrates domain knowledge and feedback information to optimize fitness evaluation. In the second stage, the algorithm integrates an adaptive dual-population mechanism and an intelligent restart mechanism to achieve a microscopic, refined solution. Overall, the algorithm establishes a global iterative framework of "allocation-scheduling-feedback" to enhance its global optimization capability. Simulation experiments based on a waterway regulation project show that, compared with the standard Cuckoo Search Algorithm, TSH-CSA exhibits significant improvements in solution quality, convergence speed, and robustness. These results verify the effectiveness and advancement of the proposed model and algorithm in solving complex engineering scheduling problems.

intelligent shipping  /  dual-resource berth allocation  /  cuckoo search  /  two-stage optimization  /  cooperative scheduling
张丹, 李千千, 盛进路, 彭振斌. 两阶段混合布谷鸟算法求解双资源泊位分配. 中国航海, 2026 , 49 (4) : 47 -56 . DOI: 10.3969/j.issn.1000-4653.2026.04.006
Dan Zhang, Qianqian Li, Jinlu Sheng, Zhenbin Peng. Two-stage hybrid cuckoo search algorithm for solving the dual-resource berth allocation problem[J]. Navigation of China, 2026 , 49 (4) : 47 -56 . DOI: 10.3969/j.issn.1000-4653.2026.04.006
  • 重庆市研究生联合培养基地项目(JDLHPYJD2024008)
  • 重庆市研究生导师团队建设项目(JDDSTD2022009)
  • 重庆市教育委员会科学技术研究项目(KJQN202405701)
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2026年第49卷第4期
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doi: 10.3969/j.issn.1000-4653.2026.04.006
  • 接收时间:2026-01-15
  • 首发时间:2026-09-28
  • 出版时间:2026-08-25
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  • 收稿日期:2026-01-15
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重庆市研究生联合培养基地项目(JDLHPYJD2024008)
重庆市研究生导师团队建设项目(JDDSTD2022009)
重庆市教育委员会科学技术研究项目(KJQN202405701)
作者信息
    1.重庆交通大学 航运与船舶工程学院,重庆 400074
    2.长江武汉航道工程局,湖北 武汉 430014

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张丹(1983—),男,副教授,研究方向为船舶控制与智能航海,(E-mail)
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https://castjournals.cast.org.cn/joweb/zghh/CN/10.3969/j.issn.1000-4653.2026.04.006
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2种不同金属材料的力学参数
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属
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种数
Number of
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Percentage of total
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鹅膏菌科Amanitaceae 2 11 5.26 鹅膏菌属 Amanita 10 4.78
小菇科 Mycenaceae 2 12 5.74 丝盖伞属 Inocybe 5 2.39
多孔菌科 Polyporaceae 8 14 6.70 蜡蘑属 Laccaria 5 2.39
红菇科 Russulaceae 3 23 11.00 小皮伞属 Marasmius 6 2.87
小菇属 Mycena 11 5.26
光柄菇属 Pluteus 5 2.39
红菇属 Russula 17 8.13
栓菌属 Trametes 5 2.39
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