Article(id=1322560036488990829, tenantId=1146029695717560320, journalId=1225396423026438145, issueId=1322559951067792299, articleNumber=null, orderNo=null, doi=null, pmid=null, cstr=null, oa=null, hot=null, price=null, onlineType=0, articleFormat=0, articleType=null, articleTypeStr=null, receivedDate=1743523200000, receivedDateStr=2025-04-02, revisedDate=null, revisedDateStr=null, acceptedDate=null, acceptedDateStr=null, onlineDate=1793252484676, onlineDateStr=2026-10-29, pubDate=1777046400000, pubDateStr=2026-04-25, doiRegisterDate=null, doiRegisterDateStr=null, onlineIssueDate=1793252484676, onlineIssueDateStr=2026-10-29, onlineJustAcceptDate=null, onlineJustAcceptDateStr=null, onlineFirstDate=null, onlineFirstDateStr=null, sourceXml=null, magXml=null, createTime=1793252484676, creator=13701087609, updateTime=1793252484676, updator=13701087609, issue=Issue{id=1322559951067792299, tenantId=1146029695717560320, journalId=1225396423026438145, year='2026', volume='46', issue='4', pageStart='1', pageEnd='294', issueExtLink='null', onlineDate='null', pubDate='1777046400000', pubDateStr='2026-04-25', beforeIssueId=null, nextIssueId=null, price=null, status=1, issueComplete=1, articleOrder=1, issueType=-1, specialIssue=null, createTime=1793252464310, creator='13701087609', updateTime=1793252763065, updator='13701087609', preIssue=null, nextIssue=null, articleTotal=null, ext={EN=IssueExt(id=1322561204200001631, tenantId=1146029695717560320, journalId=1225396423026438145, issueId=1322559951067792299, language=EN, specialIssueTitle=, coverIllustrator=null, specialIssueEditor=, specialIssueAbout=), CN=IssueExt(id=1322561204200001632, tenantId=1146029695717560320, journalId=1225396423026438145, issueId=1322559951067792299, language=CN, specialIssueTitle=, coverIllustrator=null, specialIssueEditor=, specialIssueAbout=)}, issueFiles=null, downloadFileDto=null}, startPage=196, endPage=203, ext={EN=ArticleExt(id=1322560036841312366, articleId=1322560036488990829, tenantId=1146029695717560320, journalId=1225396423026438145, language=EN, title=Trajectory Planning of a Shotcrete Robot Arm Based on an Improved Whale Optimization Algorithm, columnId=null, journalTitle=Mining Research and Development, columnName=null, runingTitle=null, highlight=null, articleAbstract=

Shotcrete support is widely used in roadway excavation support, with the advantages of low cost and high safety. The robot arm is the core part of the shotcrete robot. In order to improve the design theory, kinematics and trajectory planning analysis were carried out taking a six-degree-of-freedom robot arm as the research object. For the time-optimal trajectory planning of the robot arm, a trajectory planning method based on the improved whale optimization algorithm was proposed. By introducing the Circle chaos mapping, Cauchy perturbation strategy and the pheromone mechanism of the ant colony algorithm, the global search ability of the algorithm was enhanced, which effectively avoided being trapped in the local optimal solution, and significantly accelerated the convergence speed, while improving the efficiency and accuracy of the local search process. The improved whale optimization algorithm enables the robot arm to reach the target posture more quickly, successfully shortening the running time by 56.7%, thereby further verifying the feasibility of the algorithm.

, authors=Zhichao DONG1, Meng WANG1, Fa SU1, Shuai WANG1, Xianyang JIAO2, Mai ZHANG2, Jing WANG2, authorsList=Zhichao DONG, Meng WANG, Fa SU, Shuai WANG, Xianyang JIAO, Mai ZHANG, Jing WANG, authorCompany=null, correspAuthors=Jing WANG, 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=1322560037210411119, articleId=1322560036488990829, tenantId=1146029695717560320, journalId=1225396423026438145, language=CN, title=基于改进鲸鱼优化算法的喷浆机械臂轨迹规划, columnId=1226462295946085268, journalTitle=矿业研究与开发, columnName=矿山机电与矿业智能化, runingTitle=null, highlight=null, articleAbstract=

喷浆支护广泛运用于掘进巷道支所,具有成本低、安全性高等优点。其中机械臂是喷浆机器人的核心部分,为完善设计理论,以一款六自由度喷浆机械臂为对象进行运动学和轨迹规划分析,并针对机械臂时间最优轨迹规划,提出一种基于改进鲸鱼优化算法的轨迹规划方法,通过引入Circle混沌映射、柯西扰动策略和蚁群算法的信息素机制,增强了算法的全局搜索能力,有效避免了陷入局部最优解,并显著加快了收敛速度,同时提高了局部搜索过程的效率和精度。改进鲸鱼优化算法使得机械臂能够更快速地达到目标姿态,运行时间缩短了56.7%,进一步验证了该算法的可行性。

, authors=董志超1, 王蒙1, 苏发1, 王帅1, 焦显阳2, 张迈2, 王静2, authorsList=董志超, 王蒙, 苏发, 王帅, 焦显阳, 张迈, 王静, authorCompany=null, correspAuthors=王静, authorNote=

董志超(1982—),男,内蒙古赤峰人,工程师,主要从事煤矿机电自动化工作。E-mail:

, correspAuthorsNote=
王静(1980—),男,安徽淮北人,硕士,研究员,主要从事掘进、支护和运输装备研发工作。E-mail:
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董志超(1982—),男,内蒙古赤峰人,工程师,主要从事煤矿机电自动化工作。E-mail:

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董志超(1982—),男,内蒙古赤峰人,工程师,主要从事煤矿机电自动化工作。E-mail:

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基于改进鲸鱼优化算法的喷浆机械臂轨迹规划
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董志超 1 , 王蒙 1 , 苏发 1 , 王帅 1 , 焦显阳 2 , 张迈 2 , 王静 2
矿业研究与开发 | 矿山机电与矿业智能化 2026,46(4): 196-203
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矿业研究与开发 |矿山机电与矿业智能化 2026 , 46 (4) : 196 -203
基于改进鲸鱼优化算法的喷浆机械臂轨迹规划
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董志超1 , 王蒙1, 苏发1, 王帅1, 焦显阳2, 张迈2, 王静2
作者信息
  • 1.中国神华能源股份有限公司神东煤炭分公司,陕西 榆林市 719315
  • 2.莱州亚通重型装备有限公司,山东 烟台市 261400
通讯作者:
王静(1980—),男,安徽淮北人,硕士,研究员,主要从事掘进、支护和运输装备研发工作。E-mail:
作者简介:

董志超(1982—),男,内蒙古赤峰人,工程师,主要从事煤矿机电自动化工作。E-mail:

Trajectory Planning of a Shotcrete Robot Arm Based on an Improved Whale Optimization Algorithm
Zhichao DONG1 , Meng WANG1, Fa SU1, Shuai WANG1, Xianyang JIAO2, Mai ZHANG2, Jing WANG2
Affiliations
  • 1.Shendong Coal Branch of China Shenhua Energy Co., Ltd., Yulin, Shaanxi 719315, China
  • 2.Laizhou Yatong Heavy Equipment Co., Ltd., Yantai, Shandong 261400, China
出版时间: 2026-04-25
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喷浆支护广泛运用于掘进巷道支所,具有成本低、安全性高等优点。其中机械臂是喷浆机器人的核心部分,为完善设计理论,以一款六自由度喷浆机械臂为对象进行运动学和轨迹规划分析,并针对机械臂时间最优轨迹规划,提出一种基于改进鲸鱼优化算法的轨迹规划方法,通过引入Circle混沌映射、柯西扰动策略和蚁群算法的信息素机制,增强了算法的全局搜索能力,有效避免了陷入局部最优解,并显著加快了收敛速度,同时提高了局部搜索过程的效率和精度。改进鲸鱼优化算法使得机械臂能够更快速地达到目标姿态,运行时间缩短了56.7%,进一步验证了该算法的可行性。

喷浆机械臂  /  轨迹规划  /  改进鲸鱼优化算法  /  时间最优

Shotcrete support is widely used in roadway excavation support, with the advantages of low cost and high safety. The robot arm is the core part of the shotcrete robot. In order to improve the design theory, kinematics and trajectory planning analysis were carried out taking a six-degree-of-freedom robot arm as the research object. For the time-optimal trajectory planning of the robot arm, a trajectory planning method based on the improved whale optimization algorithm was proposed. By introducing the Circle chaos mapping, Cauchy perturbation strategy and the pheromone mechanism of the ant colony algorithm, the global search ability of the algorithm was enhanced, which effectively avoided being trapped in the local optimal solution, and significantly accelerated the convergence speed, while improving the efficiency and accuracy of the local search process. The improved whale optimization algorithm enables the robot arm to reach the target posture more quickly, successfully shortening the running time by 56.7%, thereby further verifying the feasibility of the algorithm.

Shotcrete robot arm  /  Trajectory planning  /  Improved whale optimization algorithm  /  Time-optimal
董志超, 王蒙, 苏发, 王帅, 焦显阳, 张迈, 王静. 基于改进鲸鱼优化算法的喷浆机械臂轨迹规划. 矿业研究与开发, 2026 , 46 (4) : 196 -203 .
Zhichao DONG, Meng WANG, Fa SU, Shuai WANG, Xianyang JIAO, Mai ZHANG, Jing WANG. Trajectory Planning of a Shotcrete Robot Arm Based on an Improved Whale Optimization Algorithm[J]. Mining Research and Development, 2026 , 46 (4) : 196 -203 .

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  • 接收时间:2025-04-02
  • 首发时间:2026-10-29
  • 出版时间:2026-04-25
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  • 收稿日期:2025-04-02
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    1.中国神华能源股份有限公司神东煤炭分公司,陕西 榆林市 719315
    2.莱州亚通重型装备有限公司,山东 烟台市 261400

通讯作者:

王静(1980—),男,安徽淮北人,硕士,研究员,主要从事掘进、支护和运输装备研发工作。E-mail:
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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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