Grid-based RRT∗ for minimum dose walking path-planning in complex radioactive environments

•A new algorithm was proposed by combining the principle of RRT∗ and the grid searching strategy.•The proposed method can work in continuous spaces without relying on pre-designed road networks.•The method is efficient and reliable in complex radioactive environments with clutter obstacles and narro...

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Published in:Annals of nuclear energy Vol. 115; pp. 73 - 82
Main Authors: Chao, Nan, Liu, Yong-kuo, Xia, Hong, Ayodeji, Abiodun, Bai, Lu
Format: Journal Article
Language:English
Published: Elsevier Ltd 01.05.2018
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ISSN:0306-4549, 1873-2100
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Abstract •A new algorithm was proposed by combining the principle of RRT∗ and the grid searching strategy.•The proposed method can work in continuous spaces without relying on pre-designed road networks.•The method is efficient and reliable in complex radioactive environments with clutter obstacles and narrow areas.•The method can provide radiation protection for staff to avoid additional radiation exposure and increases personnel safety. This paper develops an approach to provide path navigation with minimum dose for occupational workers in nuclear facilities to increase personnel safety. An algorithm called GB-RRT∗ is proposed by combining the principle of the rapidly exploring random tree star (RRT∗) with the grid searching strategy. The proposed hybridized algorithm compensates for the weaknesses of RRT∗ with the strengths of the grid search strategy, and is applicable in complex environments with obstacles and narrow areas without relying on pre-designed road networks. Simulation results of the proposed algorithm under three radioactive environments with sparse obstacles, area cluttered with obstacles, and narrow areas are compared with those derived from RRT∗. The results show that the GB-RRT∗ performs better than RRT∗ in both convergence and reliability toward achieving the minimum dose path. Hence, we present a more reliable and efficient for providing the minimum dose path for occupational workers especially in complex radioactive environments with clutter obstacles and narrow areas.
AbstractList •A new algorithm was proposed by combining the principle of RRT∗ and the grid searching strategy.•The proposed method can work in continuous spaces without relying on pre-designed road networks.•The method is efficient and reliable in complex radioactive environments with clutter obstacles and narrow areas.•The method can provide radiation protection for staff to avoid additional radiation exposure and increases personnel safety. This paper develops an approach to provide path navigation with minimum dose for occupational workers in nuclear facilities to increase personnel safety. An algorithm called GB-RRT∗ is proposed by combining the principle of the rapidly exploring random tree star (RRT∗) with the grid searching strategy. The proposed hybridized algorithm compensates for the weaknesses of RRT∗ with the strengths of the grid search strategy, and is applicable in complex environments with obstacles and narrow areas without relying on pre-designed road networks. Simulation results of the proposed algorithm under three radioactive environments with sparse obstacles, area cluttered with obstacles, and narrow areas are compared with those derived from RRT∗. The results show that the GB-RRT∗ performs better than RRT∗ in both convergence and reliability toward achieving the minimum dose path. Hence, we present a more reliable and efficient for providing the minimum dose path for occupational workers especially in complex radioactive environments with clutter obstacles and narrow areas.
Author Ayodeji, Abiodun
Chao, Nan
Bai, Lu
Liu, Yong-kuo
Xia, Hong
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  organization: Fundamental Science on Nuclear Safety and Simulation Technology Laboratory, Harbin Engineering University, Harbin 150001, China
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Cites_doi 10.1109/TASE.2015.2487881
10.1016/j.nucengdes.2011.09.034
10.1177/0278364914547786
10.1016/j.pnucene.2017.05.024
10.1016/j.pnucene.2016.04.001
10.1177/0278364913498292
10.1016/j.anucene.2016.04.043
10.1016/j.nucengdes.2011.10.057
10.1177/0278364911406761
10.1016/j.anucene.2015.04.019
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Keywords Minimum dose path-planning
Radiation safety
Sampling-based algorithm
Nuclear facilities
Language English
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References Chao, Liu, Xia, Xie, Ayodeji, Yang, Bai (b0010) 2017; 100
Persson, Sharf (b0080) 2014; 33
Khasawneh, Al-Shboul, Jaradat (b0045) 2013; 259
Islam, Nasir, Malik, Ayaz, Hasan (b0025) 2012
Khasawneh, Al-Shboul, Jaradat (b0040) 2013; 259
Dobson, Bekris (b0020) 2014; 33
Stentz (b0085) 1994
Li, Liu, Peng, Xie (b0070) 2016; 91
Karaman, Frazzoli (b0050) 2011; 30
Devaurs, Siméon, Cortés (b0015) 2016; 13
Liu, Li, Xie (b0060) 2015; 83
Alzalloum, A., 2009. Application of Shortest Path Algorithms to Find Paths of Minimum Radiation Dose (Dissertation). Urbana, Illinois.
Khasawneh, Malkawi, Hayajneh (b0035) 2009
Karaman, Walter, Perez, Frazzoli, Teller (b0055) 2011
Pachter, L.S., Pachter, M., 2001. Optimal Paths for Avoiding a Radiating Source. Proceedings of the 40th IEEE Conference on Decision and Control, Orlando, Florida.
Jeon, Karaman, Frazzoli (b0030) 2011
Liu, Li, Peng, Xie (b0065) 2016; 94
Karaman (10.1016/j.anucene.2018.01.007_b0055) 2011
Devaurs (10.1016/j.anucene.2018.01.007_b0015) 2016; 13
Chao (10.1016/j.anucene.2018.01.007_b0010) 2017; 100
Liu (10.1016/j.anucene.2018.01.007_b0065) 2016; 94
10.1016/j.anucene.2018.01.007_b0075
Khasawneh (10.1016/j.anucene.2018.01.007_b0035) 2009
Islam (10.1016/j.anucene.2018.01.007_b0025) 2012
Stentz (10.1016/j.anucene.2018.01.007_b0085) 1994
Karaman (10.1016/j.anucene.2018.01.007_b0050) 2011; 30
Persson (10.1016/j.anucene.2018.01.007_b0080) 2014; 33
10.1016/j.anucene.2018.01.007_b0005
Khasawneh (10.1016/j.anucene.2018.01.007_b0045) 2013; 259
Jeon (10.1016/j.anucene.2018.01.007_b0030) 2011
Dobson (10.1016/j.anucene.2018.01.007_b0020) 2014; 33
Li (10.1016/j.anucene.2018.01.007_b0070) 2016; 91
Khasawneh (10.1016/j.anucene.2018.01.007_b0040) 2013; 259
Liu (10.1016/j.anucene.2018.01.007_b0060) 2015; 83
References_xml – volume: 100
  start-page: 22
  year: 2017
  end-page: 32
  ident: b0010
  article-title: A sampling-based method with virtual reality technology to provide minimum dose path navigation for occupational workers in nuclear facilities
  publication-title: Prog. Nucl. Energy
– volume: 94
  start-page: 808
  year: 2016
  end-page: 813
  ident: b0065
  article-title: Walking path-planning method for multiple radiation areas
  publication-title: Ann. Nucl. Energy
– start-page: 3276
  year: 2011
  end-page: 3282
  ident: b0030
  article-title: Anytime computation of timeoptimal off-road vehicle maneuvers using the RRT
  publication-title: Proc. IEEE CDC
– volume: 33
  start-page: 1683
  year: 2014
  end-page: 1708
  ident: b0080
  article-title: Sampling-based A
  publication-title: Int. J. Rob. Res.
– start-page: 1651
  year: 2012
  end-page: 1656
  ident: b0025
  article-title: RRT
  publication-title: Proc. IEEE ICMA
– volume: 259
  start-page: 240
  year: 2013
  end-page: 257
  ident: b0040
  article-title: A localized navigation algorithm for radiation evasion for nuclear facilities: optimizing the “Radiation Evasion” criterion: Part I
  publication-title: Nucl. Eng. Des.
– start-page: 1
  year: 2009
  end-page: 7
  ident: b0035
  article-title: A graph-coloring-based navigational algorithm for personal safety in nuclear applications
  publication-title: Proc. ISMA
– volume: 91
  start-page: 1
  year: 2016
  end-page: 8
  ident: b0070
  article-title: Dynamic minimum dose path-searching method for virtual nuclear Facilities
  publication-title: Prog. Nucl. Energy
– reference: Alzalloum, A., 2009. Application of Shortest Path Algorithms to Find Paths of Minimum Radiation Dose (Dissertation). Urbana, Illinois.
– volume: 30
  start-page: 846
  year: 2011
  end-page: 894
  ident: b0050
  article-title: Sampling-based algorithms for optimal motion planning
  publication-title: Int. J. Rob. Res.
– volume: 13
  start-page: 415
  year: 2016
  end-page: 424
  ident: b0015
  article-title: Optimal path planning in complex cost spaces with sampling-based algorithms
  publication-title: IEEE Trans. Autom. Sci. Eng.
– volume: 259
  start-page: 258
  year: 2013
  end-page: 277
  ident: b0045
  article-title: A localized navigation algorithm for radiation evasion for nuclear facilities. Part II: optimizing the “Nearest Exit” criterion
  publication-title: Nucl. Eng. Des.
– start-page: 1478
  year: 2011
  end-page: 1483
  ident: b0055
  article-title: Anytime motion planning using the RRT
  publication-title: Proc. IEEE ICRA
– volume: 83
  start-page: 161
  year: 2015
  end-page: 171
  ident: b0060
  article-title: Minimum dose method for walking-path planning of nuclear facilities
  publication-title: Ann. Nucl. Energy
– reference: Pachter, L.S., Pachter, M., 2001. Optimal Paths for Avoiding a Radiating Source. Proceedings of the 40th IEEE Conference on Decision and Control, Orlando, Florida.
– volume: 33
  start-page: 18
  year: 2014
  end-page: 47
  ident: b0020
  article-title: Sparse roadmap spanners for asymptotically near-optimal motion planning
  publication-title: Int. J. Rob. Res.
– start-page: 3310
  year: 1994
  end-page: 3317
  ident: b0085
  article-title: Optimal and efficient path planning for partially-known environments
  publication-title: Proc. IEEE ICRA
– volume: 13
  start-page: 415
  issue: 2
  year: 2016
  ident: 10.1016/j.anucene.2018.01.007_b0015
  article-title: Optimal path planning in complex cost spaces with sampling-based algorithms
  publication-title: IEEE Trans. Autom. Sci. Eng.
  doi: 10.1109/TASE.2015.2487881
– start-page: 1651
  year: 2012
  ident: 10.1016/j.anucene.2018.01.007_b0025
  article-title: RRT*-smart: rapid convergence implementation of RRT* towards optimal solution
  publication-title: Proc. IEEE ICMA
– volume: 259
  start-page: 240
  year: 2013
  ident: 10.1016/j.anucene.2018.01.007_b0040
  article-title: A localized navigation algorithm for radiation evasion for nuclear facilities: optimizing the “Radiation Evasion” criterion: Part I
  publication-title: Nucl. Eng. Des.
  doi: 10.1016/j.nucengdes.2011.09.034
– volume: 33
  start-page: 1683
  issue: 13
  year: 2014
  ident: 10.1016/j.anucene.2018.01.007_b0080
  article-title: Sampling-based A* algorithm for robot path-planning
  publication-title: Int. J. Rob. Res.
  doi: 10.1177/0278364914547786
– volume: 100
  start-page: 22
  year: 2017
  ident: 10.1016/j.anucene.2018.01.007_b0010
  article-title: A sampling-based method with virtual reality technology to provide minimum dose path navigation for occupational workers in nuclear facilities
  publication-title: Prog. Nucl. Energy
  doi: 10.1016/j.pnucene.2017.05.024
– start-page: 1
  year: 2009
  ident: 10.1016/j.anucene.2018.01.007_b0035
  article-title: A graph-coloring-based navigational algorithm for personal safety in nuclear applications
  publication-title: Proc. ISMA
– volume: 91
  start-page: 1
  year: 2016
  ident: 10.1016/j.anucene.2018.01.007_b0070
  article-title: Dynamic minimum dose path-searching method for virtual nuclear Facilities
  publication-title: Prog. Nucl. Energy
  doi: 10.1016/j.pnucene.2016.04.001
– start-page: 1478
  year: 2011
  ident: 10.1016/j.anucene.2018.01.007_b0055
  article-title: Anytime motion planning using the RRT*
  publication-title: Proc. IEEE ICRA
– ident: 10.1016/j.anucene.2018.01.007_b0075
– volume: 33
  start-page: 18
  issue: 1
  year: 2014
  ident: 10.1016/j.anucene.2018.01.007_b0020
  article-title: Sparse roadmap spanners for asymptotically near-optimal motion planning
  publication-title: Int. J. Rob. Res.
  doi: 10.1177/0278364913498292
– volume: 94
  start-page: 808
  year: 2016
  ident: 10.1016/j.anucene.2018.01.007_b0065
  article-title: Walking path-planning method for multiple radiation areas
  publication-title: Ann. Nucl. Energy
  doi: 10.1016/j.anucene.2016.04.043
– start-page: 3276
  year: 2011
  ident: 10.1016/j.anucene.2018.01.007_b0030
  article-title: Anytime computation of timeoptimal off-road vehicle maneuvers using the RRT*
  publication-title: Proc. IEEE CDC
– volume: 259
  start-page: 258
  year: 2013
  ident: 10.1016/j.anucene.2018.01.007_b0045
  article-title: A localized navigation algorithm for radiation evasion for nuclear facilities. Part II: optimizing the “Nearest Exit” criterion
  publication-title: Nucl. Eng. Des.
  doi: 10.1016/j.nucengdes.2011.10.057
– start-page: 3310
  year: 1994
  ident: 10.1016/j.anucene.2018.01.007_b0085
  article-title: Optimal and efficient path planning for partially-known environments
  publication-title: Proc. IEEE ICRA
– volume: 30
  start-page: 846
  issue: 7
  year: 2011
  ident: 10.1016/j.anucene.2018.01.007_b0050
  article-title: Sampling-based algorithms for optimal motion planning
  publication-title: Int. J. Rob. Res.
  doi: 10.1177/0278364911406761
– ident: 10.1016/j.anucene.2018.01.007_b0005
– volume: 83
  start-page: 161
  year: 2015
  ident: 10.1016/j.anucene.2018.01.007_b0060
  article-title: Minimum dose method for walking-path planning of nuclear facilities
  publication-title: Ann. Nucl. Energy
  doi: 10.1016/j.anucene.2015.04.019
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Snippet •A new algorithm was proposed by combining the principle of RRT∗ and the grid searching strategy.•The proposed method can work in continuous spaces without...
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SubjectTerms Minimum dose path-planning
Nuclear facilities
Radiation safety
Sampling-based algorithm
Title Grid-based RRT∗ for minimum dose walking path-planning in complex radioactive environments
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