Task-based visual analytics for interactive multiobjective optimization

Task-based visual analytics for interactive multiobjective optimization

Publiceringsår

2021

Upphovspersoner

Hakanen, Jussi; Miettinen, Kaisa; Matković, Kresimir

Abstrakt

We study how visual interaction techniques considered in visual analytics can be utilized when implementing interactive multiobjective optimization methods, where a decision maker iteratively participates in the solution process. We want to benefit from previous research and avoid re-inventing ideas. Our aim is to widen awareness and increase the applicability of interactive methods for solving real-world problems. As a concrete approach, we introduce seven high-level tasks that are relevant for interactive methods. These high-level tasks are based on low-level tasks proposed in the visual analytics literature. In addition, we give an example on how the high-level tasks can be implemented and demonstrate this in the context of a real-world multiobjective optimization problem related to wastewater treatment plant operation. Finally, we make recommendations for implementations of interactive methods. We conclude that task-based visual analytics can help in implementing interaction between human decision makers and interactive multiobjective optimization methods.
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Organisationer och upphovspersoner

Jyväskylä universitet

Hakanen Jussi Orcid -palvelun logo

Miettinen Kaisa Orcid -palvelun logo

Publikationstyp

Publikationsform

Artikel

Moderpublikationens typ

Tidning

Artikelstyp

En originalartikel

Målgrupp

Vetenskaplig

Kollegialt utvärderad

Kollegialt utvärderad

UKM:s publikationstyp

A1 Originalartikel i en vetenskaplig tidskrift

Publikationskanalens uppgifter

Förläggare

Taylor & Francis

Volym

72

Nummer

9

Sidor

2073-2090

Publikationsforum

61958

Publikationsforumsnivå

2

Öppen tillgång

Öppen tillgänglighet i förläggarens tjänst

Nej

Parallellsparad

Ja

Övriga uppgifter

Vetenskapsområden

Data- och informationsvetenskap

Publiceringsland

Förenade kungariket

Förlagets internationalitet

Internationell

Språk

engelska

Internationell sampublikation

Ja

Sampublikation med ett företag

Nej

DOI

10.1080/01605682.2020.1768809

Publikationen ingår i undervisnings- och kulturministeriets datainsamling

Ja

Task-based visual analytics for interactive multiobjective optimization - Forskning.fi