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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Main Authors: Dutta, Souravik, Cai, Yiyu, Huang, Lihui, Zheng, Jianmin
Other Authors: Interdisciplinary Graduate School (IGS)
Format: Article
Language:English
Published: 2022
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Online Access:https://hdl.handle.net/10356/155998
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Institution: Nanyang Technological University
Language: English
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spelling 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.
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic Engineering::Industrial engineering::Automation
Engineering::Civil engineering::Construction technology
Crane Lifting Path Re-Planning
Dynamic Obstacles
spellingShingle 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
description 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)
author_facet 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
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