Data-Driven Interactive Multiobjective Optimization Using a Cluster-Based Surrogate in a Discrete Decision Space
Hakanen, J., Malmberg, J., Ojalehto, V., & Eyvindson, K. (2019). Data-Driven Interactive Multiobjective Optimization Using a Cluster-Based Surrogate in a Discrete Decision Space. In G. Nicosia, P. Pardalos, G. Giuffrida, R. Umeton, & V. Sciacca (Eds.), LOD 2018 : Machine Learning, Optimization, and Data Science. 4th International Conference, LOD 2018, Volterra, Italy, September 13-16, 2018, Revised Selected Papers (pp. 104-115). Springer. Lecture Notes in Computer Science, 11331. https://doi.org/10.1007/978-3-030-13709-0_9
Published in
Lecture Notes in Computer ScienceEditors
Date
2019Discipline
Ekologia ja evoluutiobiologiaTietotekniikkaEcology and Evolutionary BiologyMathematical Information TechnologyCopyright
© Springer Nature Switzerland AG 2019
In this paper, a clustering based surrogate is proposed to be used in offline data-driven multiobjective optimization to reduce the size of the optimization problem in the decision space. The surrogate is combined with an interactive multiobjective optimization approach and it is applied to forest management planning with promising results.
Publisher
SpringerParent publication ISBN
978-3-030-13708-3Conference
International Conference on Machine Learning, Optimization, and Data ScienceIs part of publication
LOD 2018 : Machine Learning, Optimization, and Data Science. 4th International Conference, LOD 2018, Volterra, Italy, September 13-16, 2018, Revised Selected PapersISSN Search the Publication Forum
0302-9743Keywords
Publication in research information system
https://converis.jyu.fi/converis/portal/detail/Publication/28967579
Metadata
Show full item recordCollections
Related funder(s)
Research Council of FinlandFunding program(s)
Academy Project, AoF; Research profiles, AoFAdditional information about funding
This research was supported by the Academy of Finland (projects no. 311877 and 287496) and is related to the thematic research area DEMO of the University of Jyväskylä.License
Related items
Showing items with similar title or keywords.
-
Data-driven interactive multiobjective optimization using cluster based surrogate in discrete decision space
Malmberg, Jose (2018)Tutkielma esittää klusteripohjaisen sijaismallin diskreetin päätöksentekoavaruuden dimension pienentämiseksi ja lineaaristen kokonaislukuoptimointitehtävien yksinkertaistamiseksi. Sijaismalli on suunnattu erityisesti ... -
Multiobjective shape design in a ventilation system with a preference-driven surrogate-assisted evolutionary algorithm
Chugh, Tinkle; Kratky, Tomas; Miettinen, Kaisa; Jin, Yaochu; Makkonen, Pekka (ACM, 2019)We formulate and solve a real-world shape design optimization problem of an air intake ventilation system in a tractor cabin by using a preference-based surrogate-assisted evolutionary multiobjective optimization algorithm. ... -
Spatial trade-offs between ecological and economical sustainability in the boreal production forest
Mazziotta, Adriano; Borges, Paulo; Kangas, Annika; Halme, Panu; Eyvindson, Kyle (Elsevier BV, 2023)Economically-oriented forestry aims to sustain timber harvest revenues, while ecologically-oriented management supplies suitable habitat for species using deadwood as primary habitat. As these objectives are conflicting, ... -
Interpreting wind damage risk : how multifunctional forest management impacts standing timber at risk of wind felling
Potterf, Mária; Eyvindson, Kyle; Blattert, Clemens; Burgas, Daniel; Burner, Ryan; Stephan, Jörg G.; Mönkkönen, Mikko (Springer, 2022)Landscape multifunctionality, a widely accepted challenge for boreal forests, aims to simultaneously provide timber, non-timber ecosystem services, and shelter for biodiversity. However, multifunctionality requires the use ... -
Future supply of boreal forest ecosystem services is driven by management rather than by climate change
Triviño, María; Morán‐Ordoñez, Alejandra; Eyvindson, Kyle; Blattert, Clemens; Burgas, Daniel; Repo, Anna; Pohjanmies, Tähti; Brotons, Lluís; Snäll, Tord; Mönkkönen, Mikko (Wiley, 2023)Forests provide a wide variety of ecosystem services (ES) to society. The boreal biome is experiencing the highest rates of warming on the planet and increasing demand for forest products. To foresee how to maximize the ...