Production planning for cloud-based additive manufacturing—A computer vision-based approach

Cloud-based additive manufacturing (AM) has shown its potential in the market in recent years. When the demand increases, it becomes more important to efficiently schedule tasks to achieve lower production time and cost. Current solutions are either less efficient or over-simplified the problem in t...

Full description

Saved in:
Bibliographic Details
Main Authors: Wang, Yuanbin, Zheng, Pai, Xu, Xun, Yang, Huayong, Zou, Jun
Other Authors: School of Mechanical and Aerospace Engineering
Format: Article
Language:English
Published: 2021
Subjects:
Online Access:https://hdl.handle.net/10356/151210
Tags: Add Tag
No Tags, Be the first to tag this record!
Institution: Nanyang Technological University
Language: English
id sg-ntu-dr.10356-151210
record_format dspace
spelling sg-ntu-dr.10356-1512102021-06-29T04:46:02Z Production planning for cloud-based additive manufacturing—A computer vision-based approach Wang, Yuanbin Zheng, Pai Xu, Xun Yang, Huayong Zou, Jun School of Mechanical and Aerospace Engineering Engineering::Mechanical engineering Additive Manufacturing Cloud Manufacturing Cloud-based additive manufacturing (AM) has shown its potential in the market in recent years. When the demand increases, it becomes more important to efficiently schedule tasks to achieve lower production time and cost. Current solutions are either less efficient or over-simplified the problem in this situation. Therefore, an intelligent AM production planning system is proposed using computer vision algorithms. It firstly sorts tasks based on their heights, areas and remaining time to deadline. Then, models are projected on the printing plane and an improved vision-based method is applied to efficiently find high quality packing solutions. A comparative study has been conducted to verify the packing result and efficiency. At last, a case study has been displayed to illustrate the usefulness of the proposed method. This work was supported by the National Natural Science Foundation of China [Grant No. 51890885]. 2021-06-29T04:46:02Z 2021-06-29T04:46:02Z 2019 Journal Article Wang, Y., Zheng, P., Xu, X., Yang, H. & Zou, J. (2019). Production planning for cloud-based additive manufacturing—A computer vision-based approach. Robotics and Computer-Integrated Manufacturing, 58, 145-157. https://dx.doi.org/10.1016/j.rcim.2019.03.003 0736-5845 0000-0002-9988-6790 0000-0002-2329-8634 0000-0001-6294-8153 https://hdl.handle.net/10356/151210 10.1016/j.rcim.2019.03.003 2-s2.0-85062502010 58 145 157 en Robotics and Computer-Integrated Manufacturing © 2019 Elsevier Ltd. 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::Mechanical engineering
Additive Manufacturing
Cloud Manufacturing
spellingShingle Engineering::Mechanical engineering
Additive Manufacturing
Cloud Manufacturing
Wang, Yuanbin
Zheng, Pai
Xu, Xun
Yang, Huayong
Zou, Jun
Production planning for cloud-based additive manufacturing—A computer vision-based approach
description Cloud-based additive manufacturing (AM) has shown its potential in the market in recent years. When the demand increases, it becomes more important to efficiently schedule tasks to achieve lower production time and cost. Current solutions are either less efficient or over-simplified the problem in this situation. Therefore, an intelligent AM production planning system is proposed using computer vision algorithms. It firstly sorts tasks based on their heights, areas and remaining time to deadline. Then, models are projected on the printing plane and an improved vision-based method is applied to efficiently find high quality packing solutions. A comparative study has been conducted to verify the packing result and efficiency. At last, a case study has been displayed to illustrate the usefulness of the proposed method.
author2 School of Mechanical and Aerospace Engineering
author_facet School of Mechanical and Aerospace Engineering
Wang, Yuanbin
Zheng, Pai
Xu, Xun
Yang, Huayong
Zou, Jun
format Article
author Wang, Yuanbin
Zheng, Pai
Xu, Xun
Yang, Huayong
Zou, Jun
author_sort Wang, Yuanbin
title Production planning for cloud-based additive manufacturing—A computer vision-based approach
title_short Production planning for cloud-based additive manufacturing—A computer vision-based approach
title_full Production planning for cloud-based additive manufacturing—A computer vision-based approach
title_fullStr Production planning for cloud-based additive manufacturing—A computer vision-based approach
title_full_unstemmed Production planning for cloud-based additive manufacturing—A computer vision-based approach
title_sort production planning for cloud-based additive manufacturing—a computer vision-based approach
publishDate 2021
url https://hdl.handle.net/10356/151210
_version_ 1705151336350220288