An interactive optimization approach to a real-world oceanographic campaign planning problem

被引:1
|
作者
Ibarbia, Izaskun [1 ]
Mendiburu, Alexander [1 ]
Santos, Maria [2 ]
Lozano, Jose A. [1 ]
机构
[1] Univ Basque Country, Intelligent Syst Grp, San Sebastian, Spain
[2] AZTI Tecnalia, Pasaia, Spain
关键词
Oceanographic campaign; Real-world routing problem; Local search heuristics; Interactive optimization; TRAVELING SALESMAN PROBLEM; EVOLUTIONARY COMPUTATION; DESIGN; ALGORITHMS; SEARCH;
D O I
10.1007/s10489-011-0291-2
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper we deal with a real-world routing problem that consists of finding the best route for an oceanographic campaign. The planning task involves setting up the initial route and managing the route variations along the way. Bearing in mind the idea of building an experimental tool to support the decision making process of the expert when planning the route, two different approaches to solve the problem were developed. First of all, we assumed that the problem was well characterized by the initial description of the expert, using as fitness function the time employed in the route and applying classical local search optimization heuristics. The difficulty of a precise constraint definition and the infeasibility of mathematically describing all the evaluation criteria of the expert led us towards interactive optimization as a way to introduce the knowledge of the expert. According to the results, this last approach was able to provide satisfactory solutions.
引用
收藏
页码:721 / 734
页数:14
相关论文
共 50 条
  • [1] An interactive optimization approach to a real-world oceanographic campaign planning problem
    Izaskun Ibarbia
    Alexander Mendiburu
    Maria Santos
    Jose A. Lozano
    [J]. Applied Intelligence, 2012, 36 : 721 - 734
  • [2] Optimization of real-world outdoor campaign allocations
    Akdogan, Fatmanur
    Altan, Dugan
    Peker, Ercan
    Ustun, Altug
    Sariel, Sanem
    [J]. TURKISH JOURNAL OF ELECTRICAL ENGINEERING AND COMPUTER SCIENCES, 2020, 28 (03) : 1276 - 1292
  • [3] A Real-World Benchmark Problem for Global Optimization
    Yuriy, Romasevych
    Viatcheslav, Loveikin
    Borys, Bakay
    [J]. CYBERNETICS AND INFORMATION TECHNOLOGIES, 2023, 23 (03) : 23 - 39
  • [4] TEFs: A practical approach to a real-world problem
    Birnbaum, LS
    [J]. HUMAN AND ECOLOGICAL RISK ASSESSMENT, 1999, 5 (01): : 13 - 24
  • [5] Tactical capacity planning in a real-world ETO industry case: A robust optimization approach
    Carvalho, Andrea Nunes
    Oliveira, Fabricio
    Scavarda, Luiz Felipe
    [J]. INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS, 2016, 180 : 158 - 171
  • [6] Implicit and Explicit Averaging Strategies for Simulation-Based Optimization of a Real-World Production Planning Problem
    Diaz, Juan Esteban
    Handl, Julia
    [J]. INFORMATICA-JOURNAL OF COMPUTING AND INFORMATICS, 2015, 39 (02): : 161 - 168
  • [7] Optimization Models for a Real-World Snow Plow Routing Problem
    Kinable, Joris
    van Hoeve, Willem-Jan
    Smith, Stephen F.
    [J]. INTEGRATION OF AI AND OR TECHNIQUES IN CONSTRAINT PROGRAMMING, CPAIOR 2016, 2016, 9676 : 229 - 245
  • [8] Optimization of a Real-World Auto-Carrier Transportation Problem
    Dell'Amico, Mauro
    Falavigna, Simone
    Iori, Manuel
    [J]. TRANSPORTATION SCIENCE, 2015, 49 (02) : 402 - 419
  • [9] Interactive rendering with real-world illumination
    Gibson, S
    Murta, A
    [J]. RENDERING TECHNIQUES 2000, 2000, : 365 - +
  • [10] A metaheuristic optimization approach for a real-world stochastic flexible flow shop problem with limited buffer
    Almeder, Christian
    Hartl, Richard F.
    [J]. INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS, 2013, 145 (01) : 88 - 95