Implementation aspects of interactive multiobjective optimization for modeling environments: The case of GAMS-NIMBUS
Ojalehto, V., Miettinen, K., & Laukkanen, T. (2014). Implementation aspects of interactive multiobjective optimization for modeling environments: The case of GAMS-NIMBUS. Computational Optimization and Applications, 58(3), 757-779. https://doi.org/10.1007/s10589-014-9639-y
Julkaistu sarjassa
Computational Optimization and ApplicationsPäivämäärä
2014Tekijänoikeudet
© Springer, Part of Springer Science+Business Media 2014. This is a final draft version of an article whose final and definitive form has been published by Springer.
Abstract.
Interactive multiobjective optimization methods have provided promising results in the literature but still their implementations are rare. Here we introduce a core structure of interactive methods to enable their convenient implementation. We also demonstrate how this core structure can be applied when implementing an interactive method using a modeling environment. Many modeling environments contain tools for single objective optimization but not for interactive multiobjective optimization. Furthermore, as a concrete example, we present GAMS-NIMBUS Tool which is an implementation of the classification-based NIMBUS method for the GAMS modeling environment. So far, interactive methods have not been available in the GAMS environment, but with the GAMS-NIMBUS Tool we open up the possibility of solving multiobjective optimization problems modeled in the GAMS modeling environment. Finally, we give some examples of the benefits of applying an interactive method by using the GAMS-NIMBUS Tool for solving multiobjective optimization problems modeled in the GAMS environment.
...
Julkaisija
Springer New York LLCISSN Hae Julkaisufoorumista
0926-6003Asiasanat
Alkuperäislähde
http://link.springer.com/article/10.1007%2Fs10589-014-9639-yJulkaisu tutkimustietojärjestelmässä
https://converis.jyu.fi/converis/portal/detail/Publication/23773701
Metadata
Näytä kaikki kuvailutiedotKokoelmat
Lisenssi
Samankaltainen aineisto
Näytetään aineistoja, joilla on samankaltainen nimeke tai asiasanat.
-
Potential of interactive multiobjective optimization in supporting the design of a groundwater biodenitrification process
Saccani, Giulia; Hakanen, Jussi; Sindhya, Karthi; Ojalehto, Vesa; Hartikainen, Markus; Antonelli, Manuela; Miettinen, Kaisa (Elsevier, 2020)The design of water treatment plants requires simultaneous analysis of technical, economic and environmental aspects, identified by multiple conflicting objectives. We demonstrated the advantages of an interactive ... -
On solving computationally expensive multiobjective optimization problems with interactive methods
Ojalehto, Vesa (University of Jyväskylä, 2014) -
A Visualization Technique for Accessing Solution Pool in Interactive Methods of Multiobjective Optimization
Filatovas, Ernestas; Podkopaev, Dmitry; Kurasova, Olga (Universitatea Agora, 2015)Interactive methods of multiobjective optimization repetitively derive Pareto optimal solutions based on decision maker's preference information and present the obtained solutions for his/her consideration. Some interactive ... -
Agent assisted interactive algorithm for computationally demanding multiobjective optimization problems
Ojalehto, Vesa; Podkopaev, Dmitry; Miettinen, Kaisa (Pergamon, 2015)We generalize the applicability of interactive methods for solving computationally demanding, that is, time-consuming, multiobjective optimization problems. For this purpose we propose a new agent assisted interactive ... -
Interactive multiobjective optimization with NIMBUS for decision making under uncertainty
Miettinen, Kaisa; Mustajoki, Jyri; Stewart, Theodor J. (Springer, 2014)We propose an interactive method for decision making under uncertainty, where uncertainty is related to the lack of understanding about consequences of actions. Such situations are typical, for example, in design problems, ...
Ellei toisin mainittu, julkisesti saatavilla olevia JYX-metatietoja (poislukien tiivistelmät) saa vapaasti uudelleenkäyttää CC0-lisenssillä.