Automatic re-planning of lifting paths for robotized tower cranes in dynamic BIM environments
Computer-Aided Lift Planning (CALP) systems provide smart and optimal solutions for automatic crane lifting, supported by intelligent decision-making and planning algorithms along with computer graphics and simulations. Re-planning collision-free optimal lifting paths in near real-time is an essenti...
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sg-ntu-dr.10356-1559982022-03-30T06:39:09Z Automatic re-planning of lifting paths for robotized tower cranes in dynamic BIM environments Dutta, Souravik Cai, Yiyu Huang, Lihui Zheng, Jianmin Interdisciplinary Graduate School (IGS) School of Mechanical and Aerospace Engineering School of Computer Science and Engineering Energy Research Institute @ NTU (ERI@N) Engineering::Industrial engineering::Automation Engineering::Civil engineering::Construction technology Crane Lifting Path Re-Planning Dynamic Obstacles Computer-Aided Lift Planning (CALP) systems provide smart and optimal solutions for automatic crane lifting, supported by intelligent decision-making and planning algorithms along with computer graphics and simulations. Re-planning collision-free optimal lifting paths in near real-time is an essential feature for a robotized crane operating in a construction environment that is changing with time. The primary focus of the present research work is to develop a re-planning module for the CALP system designed at Nanyang Technological University. The CALP system employs GPU-based parallelization approach for discrete and continuous collision detection as well as for path planning. Building Information Modeling (BIM) is utilized in the system, and a Single-level Depth Map (SDM) representation is implemented to reduce the huge data set of BIM models for usage in discrete and continuous collision detection. The proposed re-planning module constitutes of a Decision Support System (DSS) and a Path Re-planner (PRP). A novel re-planning decision making algorithm using multi-level Oriented Bounding Boxes (OBBs) is formulated for the DSS. A path re-planning strategy via updating the start configuration for the local path is devised for the PRP. Two case studies are carried out with real-world models of a building and a specific tower crane to validate the effective performance of the re-planning module. The results show excellent decision accuracy and near real-time re-planning with high optimality. Nanyang Technological University The authors are grateful to the Interdisciplinary Graduate School and the Energy Research Institute @ NTU of Nanyang Technological University, Singapore, for the financial support in the current research. 2022-03-30T06:39:09Z 2022-03-30T06:39:09Z 2020 Journal Article Dutta, S., Cai, Y., Huang, L. & Zheng, J. (2020). Automatic re-planning of lifting paths for robotized tower cranes in dynamic BIM environments. Automation in Construction, 110, 102998-. https://dx.doi.org/10.1016/j.autcon.2019.102998 0926-5805 https://hdl.handle.net/10356/155998 10.1016/j.autcon.2019.102998 2-s2.0-85076192504 110 102998 en Automation in Construction © 2019 Elsevier B.V. All rights reserved. |
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Engineering::Industrial engineering::Automation Engineering::Civil engineering::Construction technology Crane Lifting Path Re-Planning Dynamic Obstacles Dutta, Souravik Cai, Yiyu Huang, Lihui Zheng, Jianmin Automatic re-planning of lifting paths for robotized tower cranes in dynamic BIM environments |
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Computer-Aided Lift Planning (CALP) systems provide smart and optimal solutions for automatic crane lifting, supported by intelligent decision-making and planning algorithms along with computer graphics and simulations. Re-planning collision-free optimal lifting paths in near real-time is an essential feature for a robotized crane operating in a construction environment that is changing with time. The primary focus of the present research work is to develop a re-planning module for the CALP system designed at Nanyang Technological University. The CALP system employs GPU-based parallelization approach for discrete and continuous collision detection as well as for path planning. Building Information Modeling (BIM) is utilized in the system, and a Single-level Depth Map (SDM) representation is implemented to reduce the huge data set of BIM models for usage in discrete and continuous collision detection. The proposed re-planning module constitutes of a Decision Support System (DSS) and a Path Re-planner (PRP). A novel re-planning decision making algorithm using multi-level Oriented Bounding Boxes (OBBs) is formulated for the DSS. A path re-planning strategy via updating the start configuration for the local path is devised for the PRP. Two case studies are carried out with real-world models of a building and a specific tower crane to validate the effective performance of the re-planning module. The results show excellent decision accuracy and near real-time re-planning with high optimality. |
author2 |
Interdisciplinary Graduate School (IGS) |
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Interdisciplinary Graduate School (IGS) Dutta, Souravik Cai, Yiyu Huang, Lihui Zheng, Jianmin |
format |
Article |
author |
Dutta, Souravik Cai, Yiyu Huang, Lihui Zheng, Jianmin |
author_sort |
Dutta, Souravik |
title |
Automatic re-planning of lifting paths for robotized tower cranes in dynamic BIM environments |
title_short |
Automatic re-planning of lifting paths for robotized tower cranes in dynamic BIM environments |
title_full |
Automatic re-planning of lifting paths for robotized tower cranes in dynamic BIM environments |
title_fullStr |
Automatic re-planning of lifting paths for robotized tower cranes in dynamic BIM environments |
title_full_unstemmed |
Automatic re-planning of lifting paths for robotized tower cranes in dynamic BIM environments |
title_sort |
automatic re-planning of lifting paths for robotized tower cranes in dynamic bim environments |
publishDate |
2022 |
url |
https://hdl.handle.net/10356/155998 |
_version_ |
1729789519641706496 |