Please use this identifier to cite or link to this item: http://hdl.handle.net/1822/38251

TitleAn evolutionary multi-objective optimization system for earthworks
Author(s)Parente, Manuel
Cortez, Paulo
Correia, A. Gomes
KeywordsEarthworks
Evolutionary computation
Multi-objective optimization
Artificial intelligence
Issue dateNov-2015
PublisherElsevier
JournalExpert Systems with Applications
CitationParente, M., Cortez, P., & Correia, A. G. (2015). An evolutionary multi-objective optimization system for earthworks. Expert Systems with Applications, 42(19), 6674-6685. doi: 10.1016/j.eswa.2015.04.051
Abstract(s)Earthworks involve the levelling or shaping of a target area through the moving or processing of the ground surface. Most construction projects require earthworks, which are heavily dependent on mechanical equipment (e.g., excavators, trucks and compactors). Often, earthworks are the most costly and time-consuming component of infrastructure constructions (e.g., road, railway and airports) and current pressure for higher productivity and safety highlights the need to optimize earthworks, which is a nontrivial task. Most previous attempts at tackling this problem focus on single-objective optimization of partial processes or aspects of earthworks, overlooking the advantages of a multi-objective and global optimization. This work describes a novel optimization system based on an evolutionary multi-objective approach, capable of globally optimizing several objectives simultaneously and dynamically. The proposed system views an earthwork construction as a production line, where the goal is to optimize resources under two crucial criteria (costs and duration) and focus the evolutionary search (non-dominated sorting genetic algorithm-II) on compaction allocation, using linear programming to distribute the remaining equipment (e.g., excavators). Several experiments were held using real-world data from a Portuguese construction site, showing that the proposed system is quite competitive when compared with current manual earthwork equipment allocation.
TypeArticle
URIhttp://hdl.handle.net/1822/38251
DOI10.1016/j.eswa.2015.04.051
ISSN0957-4174
Publisher versionThe original publication is available at: http://authors.elsevier.com/sd/article/S0957417415002936
Peer-Reviewedyes
AccessOpen access
Appears in Collections:CAlg - Artigos em revistas internacionais/Papers in international journals
ISISE - Artigos em Revistas Internacionais

Files in This Item:
File Description SizeFormat 
ESWA-D-14-04005-preprint.pdf1,27 MBAdobe PDFView/Open

Partilhe no FacebookPartilhe no TwitterPartilhe no DeliciousPartilhe no LinkedInPartilhe no DiggAdicionar ao Google BookmarksPartilhe no MySpacePartilhe no Orkut
Exporte no formato BibTex mendeley Exporte no formato Endnote Adicione ao seu ORCID