Data-Driven Interactive Multiobjective Optimization Using a Cluster-Based Surrogate in a Discrete Decision Space

作者: Jussi Hakanen , Jose Malmberg , Vesa Ojalehto , Kyle Eyvindson

DOI: 10.1007/978-3-030-13709-0_9

关键词:

摘要: In this paper, a clustering based surrogate is proposed to be used in offline data-driven multiobjective optimization reduce the size of problem decision space. The combined with an interactive approach and it applied forest management planning promising results.

参考文章(14)
Mikko Mönkkönen, Artti Juutinen, Adriano Mazziotta, Kaisa Miettinen, Dmitry Podkopaev, Pasi Reunanen, Hannu Salminen, Olli-Pekka Tikkanen, Spatially dynamic forest management to sustain biodiversity and economic returns Journal of Environmental Management. ,vol. 134, pp. 80- 89 ,(2014) , 10.1016/J.JENVMAN.2013.12.021
Hannu Salminen, Mika Lehtonen, Jari Hynynen, Reusing legacy FORTRAN in the MOTTI growth and yield simulator Computers and Electronics in Agriculture. ,vol. 49, pp. 103- 113 ,(2005) , 10.1016/J.COMPAG.2005.02.005
María Triviño, Artti Juutinen, Adriano Mazziotta, Kaisa Miettinen, Dmitry Podkopaev, Pasi Reunanen, Mikko Mönkkönen, Managing a boreal forest landscape for providing timber, storing and sequestering carbon Ecosystem services. ,vol. 14, pp. 179- 189 ,(2015) , 10.1016/J.ECOSER.2015.02.003
Yaochu Jin, Surrogate-assisted evolutionary computation: Recent advances and future challenges Swarm and evolutionary computation. ,vol. 1, pp. 61- 70 ,(2011) , 10.1016/J.SWEVO.2011.05.001
Vesa Ojalehto, Kaisa Miettinen, Timo Laukkanen, Implementation aspects of interactive multiobjective optimization for modeling environments: the case of GAMS-NIMBUS Computational Optimization and Applications. ,vol. 58, pp. 757- 779 ,(2014) , 10.1007/S10589-014-9639-Y
Aurore Lassauce, Yoan Paillet, Hervé Jactel, Christophe Bouget, Deadwood as a surrogate for forest biodiversity: Meta-analysis of correlations between deadwood volume and species richness of saproxylic organisms Ecological Indicators. ,vol. 11, pp. 1027- 1039 ,(2011) , 10.1016/J.ECOLIND.2011.02.004
Kaisa Miettinen, Marko M. Mäkelä, Synchronous approach in interactive multiobjective optimization European Journal of Operational Research. ,vol. 170, pp. 909- 922 ,(2006) , 10.1016/J.EJOR.2004.07.052
Timo Aittokoski, Sami Äyrämö, Kaisa Miettinen, Clustering aided approach for decision making in computationally expensive multiobjective optimization Optimization Methods & Software. ,vol. 24, pp. 157- 174 ,(2009) , 10.1080/10556780802525331
Handing Wang, Yaochu Jin, Jan O. Jansen, Data-Driven Surrogate-Assisted Multiobjective Evolutionary Optimization of a Trauma System IEEE Transactions on Evolutionary Computation. ,vol. 20, pp. 939- 952 ,(2016) , 10.1109/TEVC.2016.2555315