Obstacle Avoidance Path Planning of a 4-DOF Weapon Arm Based on Improved RRT (RRT-H) Algorithm

To improve soldiers’ combat capability, weapon arms have a good development prospect. However, due to special work scenarios and tasks, new requirements are exerted on. Based on the fast-expanding random tree algorithm (RRT), path algorithm optimization (RRT-H) is proposed for the path planning of w...

Full description

Saved in:
Bibliographic Details
Published inMathematical problems in engineering Vol. 2024; pp. 1 - 11
Main Authors Zou, Kaifan, Guan, Xiaorong, Li, Zhong, Li, Huibin, Jiang, Changlong, Zhu, Zihui
Format Journal Article
LanguageEnglish
Published New York Hindawi 2024
Hindawi Limited
Subjects
Online AccessGet full text

Cover

Loading…
Abstract To improve soldiers’ combat capability, weapon arms have a good development prospect. However, due to special work scenarios and tasks, new requirements are exerted on. Based on the fast-expanding random tree algorithm (RRT), path algorithm optimization (RRT-H) is proposed for the path planning of weapon arms. Overall path optimization is achieved by reducing the local path length with a closer path point planning to the obstacle. In a complex environment, the RRT-H algorithm can avoid local traps by guiding the new path extension direction and exploring multiple different paths in the map. The superiority of this algorithm is verified with 2D plane obstacle avoidance and pathfinding simulation experiments. Compared to RRT∗, RRT∗ smart, and information RRT∗, the RRT-H can obtain high-quality calculation results in a shorter time. After setting degrees of freedom (DOF) as that of variables, the algorithm is applied to the 4-DOF weapon arm, which confirms an effective reduction to the 4-DOF weapon arm’s motion costs.
AbstractList To improve soldiers’ combat capability, weapon arms have a good development prospect. However, due to special work scenarios and tasks, new requirements are exerted on. Based on the fast-expanding random tree algorithm (RRT), path algorithm optimization (RRT-H) is proposed for the path planning of weapon arms. Overall path optimization is achieved by reducing the local path length with a closer path point planning to the obstacle. In a complex environment, the RRT-H algorithm can avoid local traps by guiding the new path extension direction and exploring multiple different paths in the map. The superiority of this algorithm is verified with 2D plane obstacle avoidance and pathfinding simulation experiments. Compared to RRT ∗ , RRT ∗ smart, and information RRT ∗ , the RRT-H can obtain high-quality calculation results in a shorter time. After setting degrees of freedom (DOF) as that of variables, the algorithm is applied to the 4-DOF weapon arm, which confirms an effective reduction to the 4-DOF weapon arm’s motion costs.
To improve soldiers’ combat capability, weapon arms have a good development prospect. However, due to special work scenarios and tasks, new requirements are exerted on. Based on the fast-expanding random tree algorithm (RRT), path algorithm optimization (RRT-H) is proposed for the path planning of weapon arms. Overall path optimization is achieved by reducing the local path length with a closer path point planning to the obstacle. In a complex environment, the RRT-H algorithm can avoid local traps by guiding the new path extension direction and exploring multiple different paths in the map. The superiority of this algorithm is verified with 2D plane obstacle avoidance and pathfinding simulation experiments. Compared to RRT∗, RRT∗ smart, and information RRT∗, the RRT-H can obtain high-quality calculation results in a shorter time. After setting degrees of freedom (DOF) as that of variables, the algorithm is applied to the 4-DOF weapon arm, which confirms an effective reduction to the 4-DOF weapon arm’s motion costs.
Author Zou, Kaifan
Guan, Xiaorong
Zhu, Zihui
Jiang, Changlong
Li, Huibin
Li, Zhong
Author_xml – sequence: 1
  givenname: Kaifan
  orcidid: 0000-0001-6603-7242
  surname: Zou
  fullname: Zou, Kaifan
  organization: School of Mechanical EngineeringNanjing University of Science and TechnologyNanjing 210094Chinanjust.edu.cn
– sequence: 2
  givenname: Xiaorong
  orcidid: 0000-0001-5493-3699
  surname: Guan
  fullname: Guan, Xiaorong
  organization: School of Mechanical EngineeringNanjing University of Science and TechnologyNanjing 210094Chinanjust.edu.cn
– sequence: 3
  givenname: Zhong
  surname: Li
  fullname: Li, Zhong
  organization: School of Mechanical EngineeringNanjing University of Science and TechnologyNanjing 210094Chinanjust.edu.cn
– sequence: 4
  givenname: Huibin
  surname: Li
  fullname: Li, Huibin
  organization: School of Mechanical EngineeringNanjing University of Science and TechnologyNanjing 210094Chinanjust.edu.cn
– sequence: 5
  givenname: Changlong
  surname: Jiang
  fullname: Jiang, Changlong
  organization: School of Mechanical EngineeringNanjing University of Science and TechnologyNanjing 210094Chinanjust.edu.cn
– sequence: 6
  givenname: Zihui
  surname: Zhu
  fullname: Zhu, Zihui
  organization: School of Mechanical EngineeringNanjing University of Science and TechnologyNanjing 210094Chinanjust.edu.cn
BookMark eNp9kE9PwkAQxTcGEwG9-QE28aLRyv5v91hRhIQEQjB6slnaXShpt7hbMH57l-DZy8ybzC_zJq8HOraxGoBrjB4x5nxAEGEDmgiRUHYGupgLGnHM4k7QYRVhQj8uQM_7LUIEc5x0weds5VuVVxqmh6YslM01nKt2A-eVsra0a9gYqCCLnmcj-K7VrrEwdTV8Ul4XMAyTeueaQ9CLxRLehhKN72BarRtXtpv6EpwbVXl99df74G30shyOo-nsdTJMp1FOkGQRZ4QojKjEOaXaMFHENOEGC2ZyTpHQohAEqYLnK4lXhTISiQQhFMfcSMIY7YOb093wzNde-zbbNntng2VGJKVSchbLQD2cqNw13jttsp0ra-V-MoyyY4LZMcHsL8GA35_wTWkL9V3-T_8CPMdtaQ
Cites_doi 10.1109/ICCIAS.2006.294133
10.1177/0278364911406761
10.1109/ICMA.2013.6617944
10.1109/ICMA.2012.6284384
10.1109/IROS.2014.6942976
10.1109/ICRA.2014.6907542
10.1109/ACCESS.2020.2968471
10.1109/TSSC.1968.300136
10.1109/ICCDA.2010.5541300
10.1061/(ASCE)0887-3801(2005)19:2(182)
10.11707/j.1001-7488.20210218
10.1109/IROS.2016.7759547
10.1109/TASE.8856
10.1109/70.508439
10.1016/j.eswa.2020.113425
10.1109/ICIEA.2019.8833970
ContentType Journal Article
Copyright Copyright © 2024 Kaifan Zou et al.
Copyright © 2024 Kaifan Zou et al. This is an open access article distributed under the Creative Commons Attribution License (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. https://creativecommons.org/licenses/by/4.0
Copyright_xml – notice: Copyright © 2024 Kaifan Zou et al.
– notice: Copyright © 2024 Kaifan Zou et al. This is an open access article distributed under the Creative Commons Attribution License (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. https://creativecommons.org/licenses/by/4.0
DBID RHU
RHW
RHX
AAYXX
CITATION
7TB
8FD
8FE
8FG
ABJCF
ABUWG
AFKRA
ARAPS
AZQEC
BENPR
BGLVJ
CCPQU
CWDGH
DWQXO
FR3
GNUQQ
HCIFZ
JQ2
K7-
KR7
L6V
M7S
P5Z
P62
PIMPY
PQEST
PQQKQ
PQUKI
PRINS
PTHSS
DOI 10.1155/2024/3866834
DatabaseName Hindawi Publishing Complete
Hindawi Publishing Subscription Journals
Hindawi Publishing Open Access Journals
CrossRef
Mechanical & Transportation Engineering Abstracts
Technology Research Database
ProQuest SciTech Collection
ProQuest Technology Collection
Materials Science & Engineering Database (Proquest)
ProQuest Central (Alumni Edition)
ProQuest Central UK/Ireland
Advanced Technologies & Aerospace Database‎ (1962 - current)
ProQuest Central Essentials
ProQuest Central
Technology Collection
ProQuest One Community College
Middle East & Africa Database
ProQuest Central
Engineering Research Database
ProQuest Central Student
SciTech Premium Collection
ProQuest Computer Science Collection
Computer Science Database
Civil Engineering Abstracts
ProQuest Engineering Collection
Engineering Database
Advanced Technologies & Aerospace Database
ProQuest Advanced Technologies & Aerospace Collection
Publicly Available Content (ProQuest)
ProQuest One Academic Eastern Edition (DO NOT USE)
ProQuest One Academic
ProQuest One Academic UKI Edition
ProQuest Central China
Engineering Collection
DatabaseTitle CrossRef
Publicly Available Content Database
Computer Science Database
ProQuest Central Student
Technology Collection
Technology Research Database
Mechanical & Transportation Engineering Abstracts
ProQuest Advanced Technologies & Aerospace Collection
ProQuest Central Essentials
ProQuest Computer Science Collection
ProQuest Central (Alumni Edition)
SciTech Premium Collection
ProQuest One Community College
ProQuest Central China
ProQuest Central
ProQuest Engineering Collection
Middle East & Africa Database
ProQuest Central Korea
Engineering Collection
Advanced Technologies & Aerospace Collection
Civil Engineering Abstracts
Engineering Database
ProQuest One Academic Eastern Edition
ProQuest Technology Collection
ProQuest SciTech Collection
Advanced Technologies & Aerospace Database
ProQuest One Academic UKI Edition
Materials Science & Engineering Collection
Engineering Research Database
ProQuest One Academic
DatabaseTitleList CrossRef
Publicly Available Content Database

Database_xml – sequence: 1
  dbid: RHX
  name: Hindawi Publishing Open Access Journals
  url: http://www.hindawi.com/journals/
  sourceTypes: Publisher
– sequence: 2
  dbid: 8FG
  name: ProQuest Technology Collection
  url: https://search.proquest.com/technologycollection1
  sourceTypes: Aggregation Database
DeliveryMethod fulltext_linktorsrc
Discipline Applied Sciences
EISSN 1563-5147
Editor Salgotra, Rohit
Editor_xml – sequence: 1
  givenname: Rohit
  surname: Salgotra
  fullname: Salgotra, Rohit
– fullname: Rohit Salgotra
EndPage 11
ExternalDocumentID 10_1155_2024_3866834
GrantInformation_xml – fundername: National Defense Basic Scientific Research Program of China
  grantid: JCKY2019209B003
GroupedDBID 29M
2WC
3V.
4.4
5GY
5VS
8FE
8FG
8R4
8R5
AAFWJ
AAJEY
ABDBF
ABJCF
ABUWG
ACIPV
ACIWK
ADBBV
AENEX
AFKRA
AINHJ
ALMA_UNASSIGNED_HOLDINGS
ARAPS
BCNDV
BENPR
BGLVJ
BPHCQ
CCPQU
CS3
CWDGH
E3Z
EBS
ESX
GROUPED_DOAJ
HCIFZ
I-F
IAO
IEA
IOF
ISR
ITC
K6V
K7-
KQ8
L6V
M7S
MK~
M~E
OK1
P2P
P62
PIMPY
PQQKQ
PROAC
PTHSS
Q2X
REM
RHU
RHW
RHX
RNS
TR2
TUS
XSB
YQT
~8M
24P
AAYXX
CITATION
H13
7TB
8FD
AZQEC
DWQXO
FR3
GNUQQ
JQ2
KR7
PQEST
PQUKI
PRINS
ID FETCH-LOGICAL-c2094-5422a10391c33ef46d7385f164fc5306e6d620ad5cb91bdaf9068000775f92443
IEDL.DBID RHX
ISSN 1024-123X
IngestDate Fri Sep 27 03:31:58 EDT 2024
Thu Sep 26 15:59:23 EDT 2024
Sun Jun 02 18:52:20 EDT 2024
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Language English
License This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c2094-5422a10391c33ef46d7385f164fc5306e6d620ad5cb91bdaf9068000775f92443
ORCID 0000-0001-5493-3699
0000-0001-6603-7242
OpenAccessLink https://dx.doi.org/10.1155/2024/3866834
PQID 2933995479
PQPubID 237775
PageCount 11
ParticipantIDs proquest_journals_2933995479
crossref_primary_10_1155_2024_3866834
hindawi_primary_10_1155_2024_3866834
PublicationCentury 2000
PublicationDate 2024-00-00
PublicationDateYYYYMMDD 2024-01-01
PublicationDate_xml – year: 2024
  text: 2024-00-00
PublicationDecade 2020
PublicationPlace New York
PublicationPlace_xml – name: New York
PublicationTitle Mathematical problems in engineering
PublicationYear 2024
Publisher Hindawi
Hindawi Limited
Publisher_xml – name: Hindawi
– name: Hindawi Limited
References 11
22
12
S. Q. Zheng (5) 2010; 46
13
S. M. Lavalle (8) 1999
H. X. Zhou (14) 2020; 39
18
19
W. T. Cai (15) 2019; 38
1
H. Y. You (17) 2019; 36
3
4
6
7
H. L. Ma (16) 2020; 36
9
20
M. S. A. D. Ali (2) 2005; 19
10
21
References_xml – ident: 3
  doi: 10.1109/ICCIAS.2006.294133
– ident: 11
  doi: 10.1177/0278364911406761
– ident: 22
  doi: 10.1109/ICMA.2013.6617944
– ident: 12
  doi: 10.1109/ICMA.2012.6284384
– ident: 10
  doi: 10.1109/IROS.2014.6942976
– ident: 9
  doi: 10.1109/ICRA.2014.6907542
– volume: 38
  start-page: 121
  issue: 5
  year: 2019
  ident: 15
  article-title: Manipulator path planning based on improved RRT algorithm
  publication-title: Transducer and Microsystem Technologies
  contributor:
    fullname: W. T. Cai
– volume: 36
  start-page: 42
  issue: 4
  year: 2020
  ident: 16
  article-title: Research on manipulator path planning based on improved RRT∗ algorithms
  publication-title: Machine Design and Research
  contributor:
    fullname: H. L. Ma
– ident: 19
  doi: 10.1109/ACCESS.2020.2968471
– ident: 4
  doi: 10.1109/TSSC.1968.300136
– ident: 1
  doi: 10.1109/ICCDA.2010.5541300
– volume: 19
  start-page: 182
  issue: 2
  year: 2005
  ident: 2
  article-title: Collision free path planning of cooperative crane manipulators using genetic algorithm
  publication-title: Journal of Computing in Civil Engineering
  doi: 10.1061/(ASCE)0887-3801(2005)19:2(182)
  contributor:
    fullname: M. S. A. D. Ali
– volume: 39
  start-page: 67
  issue: 10
  year: 2020
  ident: 14
  article-title: Manipulator motion planning based on dubins-informedRRT∗ algorithm
  publication-title: Techniques of Automation and Applications
  contributor:
    fullname: H. X. Zhou
– ident: 18
  doi: 10.11707/j.1001-7488.20210218
– ident: 13
  doi: 10.1109/IROS.2016.7759547
– ident: 20
  doi: 10.1109/TASE.8856
– year: 1999
  ident: 8
  article-title: Rapidly-exploring random trees: a new tool for path planning
  contributor:
    fullname: S. M. Lavalle
– volume: 36
  start-page: 308
  issue: 7
  year: 2019
  ident: 17
  article-title: The mechanical arm of 9-DOF path planning based on bi-RRT algorithm
  publication-title: Computer Simulation
  contributor:
    fullname: H. Y. You
– ident: 7
  doi: 10.1109/70.508439
– ident: 21
  doi: 10.1016/j.eswa.2020.113425
– ident: 6
  doi: 10.1109/ICIEA.2019.8833970
– volume: 46
  issue: 13
  year: 2010
  ident: 5
  article-title: Path planning for space manipulator to avoid obstacle based on A∗ algorithm
  publication-title: Journal of Mechanical Engineering
  contributor:
    fullname: S. Q. Zheng
SSID ssj0021518
Score 2.3677025
Snippet To improve soldiers’ combat capability, weapon arms have a good development prospect. However, due to special work scenarios and tasks, new requirements are...
SourceID proquest
crossref
hindawi
SourceType Aggregation Database
Publisher
StartPage 1
SubjectTerms Algorithms
Degrees of freedom
Efficiency
Obstacle avoidance
Optimization
Path planning
Simulation
Weapons
SummonAdditionalLinks – databaseName: ProQuest Technology Collection
  dbid: 8FG
  link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwhV1ZSwMxEA4eCL54i9UqeVDQh9DuJtnjSepRi-CBtNgnl2ST2ILtVq36953ZQxFBX5ZdNoTdSTIz3yTzDSH7ghurQhmyUNuICWM108iEqQMv9bWJpOaY4Hx1HXR64rIv-zOkU-XC4LHKSifmitpkKcbIG2CWMAtThHFDaYwCpNPG8eSZYf0o3Gcti2nMknkPOfEwZ7x98QW9wK4VSXE-svTxfnUEXkpE_6LBoyCIuPhhnBYGiIo_hr-0dG562itkqfQZaasY5FUyY8drZLn0H2m5Ol_XycMNfLKCJrT1ng0Njie9BQ-PVpWJaOaoooKd3bTpvVWTbAydjugJWDJD4aGIMMD93V2XHsKFdY5o6-kR_n46GG2QXvu8e9phZf0ElvqA2pgUvq9wq9dLObdOBAapaxwAJJdKgAo2MIHfVEamOva0US7GQhw5KZ4DWCb4JpkbZ2O7RahSMvKsdeD8hcK6OLJNZ0MemGbswEWIa-SgElwyKWgykhxeSJmggJNSwDWyX0r1n2b1SuRJuaZek-8ZsP336x2yiJ0VgZI6mZu-vNldcB2mei-fFZ8d_rx9
  priority: 102
  providerName: ProQuest
Title Obstacle Avoidance Path Planning of a 4-DOF Weapon Arm Based on Improved RRT (RRT-H) Algorithm
URI https://dx.doi.org/10.1155/2024/3866834
https://www.proquest.com/docview/2933995479/abstract/
Volume 2024
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV3PT8IwGG0EY-LF30YUSQ-Y6GGRre1-HIeCC4lACMR5cVnXVkiEEUD99_3KNhPloJdtTboevrZ777X7XhGqUyJk7DDHcLh0DSokN7h2wuS2mVhcuIwTneD82LWDEe2ELMxNkpabW_iAdlqe01vi2rZLaAmVXFdb5A-C8FtXAWhlGW-WtuAjYfF_-693fyDPzlhL3s_Jxid4jSvtA7SXE0LsZz14iLbk7Ajt5-QQ51NveYxeehyIHFTB_kc6EbqzcB_oGy6OHcKpwjGmxn2vjZ9kPE9n0OgUNwGmBIZCtnwAz4PBEF_DxQhusP_2mi4mq_H0BI3areFdYOSHIxiJBZLMYNSyYr2PayaESEVtoX1pFKgflTDQAdIWttWIBUu4Z3IRK0-fsrF2vFOguSg5ReVZOpNnCMcxc00pFTA7h0rlubKhpENs0fAU4L9XQVdF4KJ55oERrbUDY5EOcJQHuILqeVT_qFYtQh7lE2YZAevQSbbU8c7_18oF2tXFbDWkisqrxbu8BH6w4jUYI-2HGtr2_U7rGe7NVrc_qK3HzBd_3bJ-
link.rule.ids 315,786,790,869,884,4043,12792,21416,27956,27957,27958,33408,33779,43635,43840,74392,74659
linkProvider Hindawi Publishing
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwhV1ZS8QwEA4eiL54i8eqeVhBH4LbJunxJOux1luWXdwnS9MkrqDt6q769520qSKCvpSWhkBnmpnvm2RmEKozKlXic5_4QgWESSWIMJUwheekrpABF9QkOF9de1GXnfd4zwbchvZYZWUTC0Mt89TEyPfBLZksTOaHB4MXYrpGmd1V20JjHE0yCq7TZIq3Tr8IF3izMhXONbX5aK86-M654fxsnwaeF1D2wyVN9Q0X_nj8ZZsLh9OaR7MWKeJmqdoFNKayRTRnUSO2a3K4hO5vBCA8GIKb7_mjNFrEt4DrcNWPCOcaJ5iR45sWvlPJIM9g0md8CP5LYngo4wpw32538C5cSLSHm08P8PWj_vMy6rZOOkcRsV0TSOoCVyOcuW5iNnidlFKlmSdNwRoNtEinHAiC8qTnNhLJUxE6QiY6NO03ilJ4GsgYoytoIssztYpwkvDAUUoD5POZ0mGgGlr51JONUAMwCNfQTiW4eFAWx4gLUsF5bAQcWwGvobqV6j_DapXIY7uShvG33tf_fr2NpqPO1WV8eXZ9sYFmzMRlqKSGJkavb2oTwMNIbBV_yCd1aLur
linkToPdf http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwhV1LSwMxEA4-ULz4Ft_mUEEPoe3msbsnaa2lvmopLfbkstkktqDdaqv-fSfdrCKCXpZdEgI7mWS-bzKZQajAqNKxz33iSx0QprQk0mbClKKceFIFXFJ7wfm2KRpddtXjPRf_NHZhlfmeON2oVZpYH3kRzJK9hcn8sGhcWESrVj8bvRBbQcqetLpyGrNo3meCg4bPVy-arfYX_QLbll2M82ymPtrLw-A5tx4AVqSBEAFlPwzUQt8y44_Br516an7qq2jZ4UZcySZ6Dc3o4TpacRgSuxU63kAPdxLwHnTBlfd0oOyc4hagPJxXJ8KpwTFmpHZXx_c6HqVDGPQZV8GaKQwfmZcB3tvtDj6BB2mc4srTI_z_pP-8ibr1i855g7gaCiTxgLkRzjwvtse95YRSbZhQNn2NAZJkEg50QQslvFKseCLDslSxCW0xjmliPAPUjNEtNDdMh3ob4TjmQVlrAwDQZ9qEgS4Z7VOhSqEBmBDuoONccNEoS5URTSkG55EVcOQEvIMKTqr_dNvPRR65dTWOvrVg9-_mI7QI6hHdXDav99CSHTfzm-yjucnrmz4AJDGRh05FPgHYaMFO
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Obstacle+Avoidance+Path+Planning+of+a+4-DOF+Weapon+Arm+Based+on+Improved+RRT+%28RRT-H%29+Algorithm&rft.jtitle=Mathematical+problems+in+engineering&rft.au=Zou%2C+Kaifan&rft.au=Guan%2C+Xiaorong&rft.au=Li%2C+Zhong&rft.au=Li%2C+Huibin&rft.date=2024&rft.pub=Hindawi&rft.issn=1024-123X&rft.eissn=1563-5147&rft.volume=2024&rft_id=info:doi/10.1155%2F2024%2F3866834&rft.externalDocID=10_1155_2024_3866834
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1024-123X&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1024-123X&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1024-123X&client=summon