Optimizing 3D Irregular Object Packing from 3D Scans Using Metaheuristics. (January 2021)
- Record Type:
- Journal Article
- Title:
- Optimizing 3D Irregular Object Packing from 3D Scans Using Metaheuristics. (January 2021)
- Main Title:
- Optimizing 3D Irregular Object Packing from 3D Scans Using Metaheuristics
- Authors:
- Zhao, Yinghui
Rausch, Chris
Haas, Carl - Abstract:
- Abstract: For efficient construction-assemblies transportation, volume constrained 3D printing, dry stacking, and facility waste management, a common problem must be solved. It is the practical problem of packing irregular 3D rigid objects into a container with fixed dimensions so that the volume of the final packed objects is minimized. To solve this problem, a methodology is presented that begins with capturing the initial as-is 3D shape data for each object, followed by a metaheuristic-based packing optimization algorithm. This methodology is demonstrated to be effective in two situations with known optimum solutions and in a third situation involving packing of real-life as-is objects. A high-level selection algorithm that is designed to guide the search of possible object subsets, when not all objects can fit into a single predefined container, is discussed as well. Performance is examined for variations, and a preliminary sensitivity analysis is performed. The methodology and its key algorithms are demonstrated to produce effective packing solutions in a mostly automatic manner. Object packing for this class of applications in civil engineering can thus be potentially improved in terms of outcome efficiency and level of planning effort required.
- Is Part Of:
- Advanced engineering informatics. Volume 47(2021)
- Journal:
- Advanced engineering informatics
- Issue:
- Volume 47(2021)
- Issue Display:
- Volume 47, Issue 2021 (2021)
- Year:
- 2021
- Volume:
- 47
- Issue:
- 2021
- Issue Sort Value:
- 2021-0047-2021-0000
- Page Start:
- Page End:
- Publication Date:
- 2021-01
- Subjects:
- 3D scanning -- Optimization -- Simulated annealing -- Visual programming -- Meta-heuristics -- 3D irregular packing problems
Computer-aided engineering -- Periodicals
Engineering -- Data processing -- Periodicals
620.00285 - Journal URLs:
- http://www.sciencedirect.com/science/journal/14740346 ↗
http://books.google.com/books?id=KhFVAAAAMAAJ ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.aei.2020.101234 ↗
- Languages:
- English
- ISSNs:
- 1474-0346
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 0696.851100
British Library DSC - BLDSS-3PM
British Library STI - ELD Digital store - Ingest File:
- 15850.xml