Interactivized: Visual Interaction for Better Decisions With Interactive Multiobjective Optimization

Autor: Jussi Hakanen, Sanjin Rados, Giovanni Misitano, Bhupinder S. Saini, Kaisa Miettinen, Kresimir Matkovic

Publikováno v: IEEE Access, Vol 10, Pp 33661-33678 (2022)

In today’s data-driven world, decision makers are facing many conflicting objectives. Since there is usually no solution that optimizes all objectives simultaneously, the aim is to identify a solution with acceptable trade-offs. Interactive multiob

Externí odkaz: https://doaj.org/article/22123d12a4144abd9034e5a519a6c541

Multiobjective optimization and decision making in engineering sciences

Autor: Richard Allmendinger, Jussi Hakanen

Publikováno v: Hakanen, J & Allmendinger, R 2021, ' Multiobjective optimization and decision making in engineering sciences ', Optimization and Engineering, vol. 22, no. 2, pp. 1031-1037 . https://doi.org/10.1007/s11081-021-09627-x

Real-world decision making problems in various fields including engineering sciences are becoming ever more challenging to address. The consideration of various competing criteria related to, for example, business, technical, workforce, safety and en

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::66220662418e859911c5477a85385978
https://doi.org/10.1007/s11081-021-09627-x

Probabilistic Selection Approaches in Decomposition-based Evolutionary Algorithms for Offline Data-Driven Multiobjective Optimization

Autor: Atanu Mazumdar, Tinkle Chugh, Jussi Hakanen, Kaisa Miettinen

In offline data-driven multiobjective optimization, no new data is available during the optimization process. Approximation models, also known as surrogates, are built using the provided offline data. A multiobjective evolutionary algorithm can be ut

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::5928d01c1c9616934d8fabf43296addb
http://urn.fi/URN:NBN:fi:jyu-202210054798

Value of information in multiple criteria decision making: an application to forest conservation

Autor: Kyle Eyvindson, Jussi Hakanen, Juha Karvanen, Artti Juutinen, Mikko Mönkkönen

Publikováno v: Stochastic Environmental Research and Risk Assessment. 33:2007-2018

Developing environmental conservation plans involves assessing trade-offs between the benefits and costs of conservation. The benefits of conservation can be established with ecological inventories or estimated based on previously collected informati

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::2920e1c012b6228fe592d94157b8fabd
https://doi.org/10.1007/s00477-019-01745-4

Potential of interactive multiobjective optimization in supporting the design of a groundwater biodenitrification process

Autor: Jussi Hakanen, Kaisa Miettinen, Markus Hartikainen, Giulia Saccani, Vesa Ojalehto, Karthik Sindhya, Manuela Antonelli

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 multiobjective optimization (MOO) me

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::d6eb9c2e7c78461591d9ab9a2072f8c2
http://hdl.handle.net/11311/1123817