Publications

2022

  • Journal papers
    • Shavazipour, B., Afsar, B., Multanen, J., Miettinen, K., Kujala, U.M. , Interactive Multiobjective Optimization for Finding the Most Preferred Exercise Therapy Modality in Knee Osteoarthritis, Annals of Medicine, 54(1), 181-194, 2022. Available via Taylor & Francis Online. Published in parallel in JYX (open access)
      abstract
    • Afsar, B., Ruiz, A.B., Miettinen, K. , Comparing Interactive Evolutionary Multiobjective Optimization Methods with an Artificial Decision Maker, Complex & Intelligent Systems, to appear. Available via Taylor & Francis Online.Implementation of ADM-II in Python available in the DESDEO software framework
      abstract
    • Aghaei Pour, P., Rodemann, T., Hakanen, J., Miettinen, K. , Surrogate Assisted Interactive Multiobjective Optimization in Energy System Design of Buildings, Optimization and Engineering, to appear. Available via SpringerLink . Published in parallel in JYX (open access). Implementation of Interactive K-RVEA in Python is available in the DESDEO software framework
      abstract
    • Fieldsend, J. E., Chugh, T., Allmendinger, R., Miettinen, K. , A Visualizable Test Problem Generator for Many-Objective Optimization, IEEE Transactions on Evolutionary Computation, to appear. Available via IEEE XPlore. Implementation of the new (extended) version of the DBMOPP test problem generator in Matlab available in Github.
      abstract
    • Heikkinen, R., Sipila, J., Ojalehto, V., Miettinen, K. , Flexible Data Driven Inventory Management with Interactive Multiobjective Lot Size Optimization, International Journal of Logistics Systems and Management, to appear. Available as an online first articlefrom InderScience Publishers. Published in parallel in JYX (open access)
      abstract
    • Koushki, J., Miettinen, K., Soleimani-damaneh M., LR-NIMBUS: An Interactive Algorithm for Uncertain Multiobjective Optimization with Lightly Robust Efficient Solutions, Journal of Global Optimization, to appear.
      abstract
    • Saini, B. S., Emmerich, M., Mazumdar, A., Afsar, B., Shavazipour, B., Miettinen, K. , Optimistic NAUTILUS Navigator for Multiobjective Optimization with Costly Function Evaluations, Journal of Global Optimization, to appear. Available via SpringerLink.
      abstract

    • 2021

  • Journal papers
  • Special Issue
  • Conference papers
    • Afsar, B., Miettinen, K., Ruiz, A. B. , Artificial Decision Maker for Comparing Reference Point Based Interactive Evolutionary Multiobjective Optimization Methods, in "Evolutionary Multi-Criterion Optimization, 11th International Conference, EMO 2021, Proceedings", Edited by H. Ishibuchi, Q. Zhang, R. Cheng, K. Li, H. Li, H. Wang, A. Zhou, Springer, 619-631, 2021 Available via Available via SpringerLink (Open Access). Published in parallel in JYX (open access).
      Implementation of ADM-EMO in Python available in the DESDEO software framework.
    • Kania, A., Sipila, J., Afsar, B., Miettinen, K. , Interactive Multiobjective Optimization in Lot Sizing with Safety Stock and Safety Lead Time , in "Computational Logistics, 12th International Conference, ICCL 2021, Proceedings", Edited by M. Mes, E. Lalla-Ruiz, S. Voss, Springer, 208-221, 2021. Available via Available via SpringerLink (Open Access). Published in parallel in JYX (open access).

    • 2020

  • Journal papers
    • Saccani, G., Hakanen, J., Sindhya, K., Ojalehto, V., Hartikainen, M., Antonelli, M., Miettinen, K. , Potential of Interactive Multiobjective Optimization in Supporting the Design of a Groundwater Biodenitrification Process, Journal of Environmental Management, 254, 1-9, 2020. Available via ScienceDirect. Published in parallel in JYX (open access)
      abstract
  • Conference papers
    • Misitano, Giovanni, Interactively Learning the Preferences of a Decision Maker in Multi-objective Optimization Utilizing Belief-rules , in "SSCI 2020: Proceedings of the 2020 IEEE Symposium Series on Computational Intelligence", IEEE, 133-140, 2020. Available via IEEE. Published in parallel in JYX (open acess)
    • Dächert, K., Klamroth, K. Miettinen, K., Steuer, R. E., KaKaRaKe - User-Friendly Visualization for Multiobjective Optimization with High-Dimensional Objective Vectors, in "Scalability in Multiobjective Optimization", Report from Dagstuhl Seminar 20031, Edited by C.M. Fonseca, K. Klamroth, G. Rudolph, M.M. Wiecek, Dagstuhl, 97-103, 2020.,
    • Saini, B., Hakanen, J., Miettinen, K., A New Paradigm in Interactive Evolutionary Multiobjective Optimization, in "Parallel Problem Solving from Nature - PPSN XVI, 16th International Conference, Part II", , Edited by T. Bäck, M. Preuss, A Deutz, H. Wang, C. Doerr, M. Emmerich, H. Trautmann, Springer, 243-256, 2020. Available via SpringerLink. Published in parallel in JYX (open acess)
    • Afsar, B., Podkopaev, D., Miettinen, K., Data-driven Interactive Multiobjective Optimization: Challenges and a Generic Multi-agent Architecture, in "Procedia Computer Science", 24th International Conference on Knowledge-Based and Intelligent Information & Engineering Systems 176, 281-290, 2020. Available via ScienceDirect. Published in parallel in JYX (open acess)
    • Mazumdar, A., Chugh, T., Hakanen, J., Miettinen, K., An Interactive Framework for Offline Data-Driven Multiobjective Optimization, in "Bioinspired Optimization Methods and their Applications, 9th International Conference, Proceedings", Springer, 2020.

    • 2019


    • Journal papers
    • Papers in Collections
    • Conference papers
      • Mazumdar, A., Chugh, T., Miettinen, K., Lopez-Ibanez, M., Dealing with Uncertainties from Kriging Models in Offline Data-Driven Evolutionary Multiobjective Optimization, in "Evolutionary Multi-Criterion Optimization: 10th International Conference, EMO 2019", Edited by K. Deb, E. Goodman, C. A. C. Coello, K. Klamroth, K. Miettinen, S. Mostaghim, P. Reed, Springer, 463-474, 2019. Available via SpringerLink. Published in parallel in JYX (open access)
      • Saborido, R., Ruiz, A.B., Luque, M., Miettinen, K., IRA-EMO: Interactive Method Using Reservation and Aspiration Levels for Evolutionary Multiobjective Optimization , in "Evolutionary Multi-Criterion Optimization: 10th International Conference, EMO 2019", Edited by K. Deb, E. Goodman, C. A. C. Coello, K. Klamroth, K. Miettinen, S. Mostaghim, P. Reed, Springer, 618-630, 2019. Available via SpringerLink. Published in parallel in JYX (open access)
      • Fieldsend, J.E., Chugh, T., Allmendinger, R., Miettinen, K., A Feature Rich Distance-Based Many-Objective Visualisable Test Problem Generator, in "Proceedings of the Genetic and Evolutionary Computation Conference" (GECCO-2019), Edited by, The Association of Computing Machinery (ACM), 2019. Published in parallel in JYX (open access)
      • Chugh, T., Kratky, T., Miettinen, K., Jin, Y., Makkonen, P., Multiobjective Shape Design in a Ventilation System with a Preference-driven Surrogate-assisted Evolutionary Algorithm, in "Proceedings of the Genetic and Evolutionary Computation Conference" (GECCO-2019), Edited by, The Association of Computing Machinery (ACM), 2019. Published in parallel in JYX (open access)
      • Saini, B.S., Lopez-Ibanez, M., Miettinen, K., Automatic Surrogate Modelling Technique Selection based on Features of Optimization Problems, IEEE Transactions on Evolutionary Computation, 22 (1), 129-142. 2019. Available via IEEE XPlore. Published in parallel in JYX (open access)
    • Edited Proceedings
    • Special Issue
      • Miettinen, K., Ruiz, F. (Guest Editors), Special Issue on Global Optimization with Multiple Criteria: Theory, Methods and Applications, Journal of Global Optimization, Journal of Global Optimization, 75(1), 2019. Preface available via SpringerLink

    2018

    • Journal papers
    • Special Issue
      • Jin, Y., Miettinen, K., Ishibuchi, H. (Guest Editors), Special Issue on Evolutionary Many-Objective Optimization, IEEE Transactions on Evolutionary Computation, 22(1), 2018. Guest editorial available via IEEE Xplore
    • Conference papers
      • Chugh, T., Allmendinger, R., Ojalehto, V., Miettinen, K., Surrogate-assisted Evolutionary Biobjective Optimization for Objectives with Non-uniform Latencies, in "Proceedings of the Genetic and Evolutionary Computation Conference (GECCO-2018)", Ed. by H. Aguirre, The Association of Computing Machinery (ACM), 609-616, 2018. Available via SIGEVO. Published in parallel in JYX (open access)
      • Zhou-Kangas, Y., Miettinen, K., Sindhya, K., Interactive Multiobjective Robust Optimization with NIMBUS, n "Simulation Science, Proceedings of the First International Workshop SimScience 2017" Edited by M. Baum, G. Brenner, J. Grabowski, T. Hanschke, S. Hartman, A. Schöbel, Springer, 60-76, 2018. Published in parallel in JYX (open access)
      • Barba-Gonzalez, C., Ojalehto, V., Garcia-Nieto, J., Nebro, A.J., Miettinen, K., Aldana-Montes, J.F., Artificial Decision Maker Driven by PSO: An Approach for Testing Reference Point based Interactive Methods, , in 15th International Conference on Parallel Problem Solving from Nature, Proceedings, Part I", Edited by A. Auger, C.M. Fonseca, N. Lourenco, P. Machado, L. Paquete, D. Whitley, Springer, 274-285, 2018. Available via SpringerLink. Published in parallel in JYX (open access)
      • Zhou-Kangas, Y., Miettinen, K., A Simple Indicator based Evolutionary Algorithm for Set-based Minmax Robustness, in 15th International Conference on Parallel Problem Solving from Nature, Proceedings, Part I",Edited by A. Auger, C.M. Fonseca, N. Lourenco, P. Machado, L. Paquete, D. Whitley, Springer, 286-297, 2018. Available via SpringerLink. Published in parallel in JYX (open access)
      • Ehrgott, M., Eichfelder, G., Kufer, K.-H., Lofi, C., Miettinen, K., Paquete, L., Ruzika, S., Sayin, S., Steuer, R. E., Stewart, T. J., Stiglmayr, M., Vanderpooten, D., Personalization of Multicriteria Decision Support Systems, in Personalized Multiobjective Optimization: An Analytics Perspective",, , Report from Dagstuhl Seminar 18031, Edited by K. Klamroth, J.D. Knowles, G. Rudolph, M.M. Wiecek, Dagstuhl, 55-70, 2018.

    2017

    • Journal papers
      • Mazziotta, A., Podkopaev, D., Trivino, M., Miettinen, K., Pohjanmies, T., Monkkonen, M., Quantifying and Resolving Conservation Conflicts in Forest Landscapes via Multiobjective Optimization, Silva Fennica, 51(1), article 1778, 2017. Available at the website of the journal. Published in parallel in JYX (open access)
      • Sindhya, K., Manninen, A., Miettinen, K., Pippuri, J., Design of a Permanent Magnet Synchronous Generator using Interactive Multiobjective Optimization, IEEE Transactions on Industrial Electronics, 64, 9776-9783, 2017. Available via IEEE XPlore.
      • Allmendinger R., Emmerich M., Hakanen J., Jin Y., Rigoni E. Surrogate-Assisted Multicriteria Optimization: Complexities, Prospective Solutions, and Business Case. Journal of Multi-Criteria Decision Analysis, 24, 5–24, 2017. Available at the website of the journal.
      • Chugh, T., Chakraborti, N., Sindhya, K., Jin., Y., A data-driven surrogate-assisted evolutionary algorithm applied to a many-objective blast furnace optimization problem, Materials and Manufacturing Processes, 32, 1172-1178, 2017. Available at the website of the journal. Published in parallel in JYX

    2016

    • Conference papers
      • Chugh T., Sindhya K. Hakanen J., Miettinen K., Jin Y. On constraint handling in surrogate-assisted many-objective optimization. In 14th International Conference on Parallel Problem Solving from Nature, Edinburgh, UK, 2016, Springer International Publishing, 214-226, 2016. Published in parallel in JYX (open access)
      • Ojalehto, V., Podkopaev, D., & Miettinen, K. Towards Automatic Testing of Reference Point Based Interactive Methods In 14th International Conference on Parallel Problem Solving from Nature, Edinburgh, UK, 2016, Springer International Publishing, 483-492, 2016. Published in parallel in JYX (open access)
      • Hakanen, J., Chugh, T., Sindhya, K., Jin, Y., Miettinen, K., Connections of Reference Vectors and Different Types of Preference Information in Interactive Multiobjective Evolutionary Algorithms, in " IEEE Symposium Series on Computational Intelligence (IEEE SSCI 2016) ", IEEE, 1-8, 2016. Available via IEEE XPlore
    • Papers in Collections
      • Miettinen, K., Hakanen, J., Podkopaev, D., Interactive Nonlinear Multi-objective Optimization Methods, In: S. Greco, M. Ehrgott and J. Figueira (eds.): Multiple Criteria Decision Analysis: State of the Art Surveys (2nd ed.), Springer, 927-976, 2016. Published in parallel in JYX (open access)
    • Special Issue
      • Miettinen, K., Hakanen, J., Podkopaev, D., Steponavice, I. (Guest Editors), Special Issue on Global Optimization with Multiple Objectives, Journal of Global Optimization, 64(1), 2016. Preface available via SpringerLink
    • Reports
      • Tabatabaei, M., Tan, M., Prospect of T-Splines for the ANOVA-MOP Method, Reports of the Department of Mathematical Information Technology, Series B, Scientific Computing, No. B 10, University of Jyväskylä, Jyväskylä, 2016.

    2015

    • Journal papers
      • Filatovas, E., Kurasova, O., Sindhya, K, Synchronous R-NSGA-II: An Extended Preference-Based Evolutionary Algorithm for Multi-Objective Optimization, INFORMATICA, 26 (1), 33-50, 2015. Available via INFORMATICA
        Abstract
      • Ojalehto, V., Podkopaev, D., Miettinen, K., Agent Assisted Interactive Algorithm for Computationally Demanding Multiobjective Optimization Problems, Computers and Chemical Engineering, 77, 105-115, 2015. Available via ScienceDirect
        Abstract
      • Tabatabaei, M., Hakanen, J., Hartikainen, M., Miettinen, K., Sindhya, K., A Survey on Handling Computationally Expensive Multiobjective Optimization Problems using Surrogates: Non-Nature Inspired Methods, Structural and Multidisciplinary Optimization, 52(1), 1-25, 2015. Available via SpringerLink. Published in parallel in JYX
        Abstract
      • Trivino, M., Juutinen, A., Mazziotta, A., Miettinen, K., Podkopaev, D., Reunanen, P., Monkkonen, M., Managing a Boreal Forest Landscape for Providing Timber, Storing and Sequestering Carbon, Ecosystem Services, 14, 179-189, 2015. Available via ScienceDirect. Published in parallel in JYX (open access)
        Abstract
      • Kangas, A., Hartikainen, M., Miettinen, K., Simultaneous Optimization of Harvest Schedule and Data Quality, Canadian Journal of Forest Research, 45(8), 1034-1044, 2015.
        Abstract. Published in parallel in JYX (open access)
      • Miettinen, K., Podkopaev, D., Ruiz, F., Luque, M., A New Preference Handling Technique for Interactive Multiobjective Optimization without Trading-off, Journal of Global Optimization, 63(4), 633-652, 2015. Available via SpringerLink
        Abstract. Published in parallel in JYX (open access)
      • Ruiz, A. B., Sindhya, K., Miettinen, K., Ruiz, F., Luque, M., A Decision Support System for Complex Multiobjective Optimization Problems based on the NAUTILUS Method, European Journal of Operational Research, 246, 218-231, 2015.
        Abstract. Published in parallel in JYX (open access)
    • Conference Papers
      • Ruiz, A.B., Luque, M., Miettinen, K.,Saborido, R., An Interactive Evolutionary Multiobjective Optimization Method: Interactive WASF-GA, in "Evolutionary Multi-Criterion Optimization: 8th International Conference, EMO 2015, Proceedings, Part II", Edited by A. Gaspar-Cunha, C. Antunes, C. Coello, Springer, Berlin, Heidelberg, 249-263, 2015. Available via SpringerLink. Published in parallel in JYX (open access)
      • Chugh, T., Sindhya, K., Hakanen, J., Miettinen, K., An Interactive Simple Indicator-Based Evolutionary Algorithm (I-SIBEA) for Multiobjective Optimization Problems, in "Evolutionary Multi-Criterion Optimization: 8th International Conference, EMO 2015, Proceedings, Part II", Edited by A. Gaspar-Cunha, C. Antunes, C. Coello, Springer, Berlin, Heidelberg, 277-291, 2015.
      • Hartikainen, M., Lovison, A., On Generalizing Lipschitz Global Methods for Multiobjective Optimization, in "Evolutionary Multi-Criterion Optimization: 8th International Conference, EMO 2015, Proceedings, Part II", Edited by A. Gaspar-Cunha, C. Antunes, C. Coello, Springer, Berlin, Heidelberg, 264-278, 2015.
      • Sindhya K., Hakanen J., Interactive Inverse Modeling Based Multiobjective Evolutionary Algorithm, in Proceedings of the the EUROGEN 2015, International Conference on Evolutionary and Deterministic Methods for Design Optimization and Control with Applications to Industrial and Societal Problems, Springer, to appear.
    • Reports
      • Chugh, T., Sindhya, K., Hakanen, J., Miettinen, K., Handling computationally expensive multiobjective optimization problems with evolutionary algorithms: A survey, Reports of the Department of Mathematical Information Technology, Series B, Scientific Computing, No. B 4/2015, University of Jyväskylä, Jyväskylä, 2015.
      • Hartikainen, M., Miettinen, K., Klamroth, K., An Interactive Method for Multiobjective Optimization: Nonconvex Pareto Navigator, Reports of the Department of Mathematical Information Technology, Series B, Scientific Computing, No. B 3/2015, University of Jyväskylä, Jyväskylä, 2015.

    2014

    • Journal papers
      • Sindhya, K., Ojalehto, V., Savolainen, J., Niemistö, H., Hakanen, J., Miettinen, K., Coupling Dynamic Simulation and Interactive Multiobjective Optimization for Complex Problems: An APROS-NIMBUS Case Study, Expert Systems with Applications, 41(5), 2546-2558, 2014. Available via ScienceDirect
      • Steponavice, I., Ruuska, S., Miettinen, K., A Solution Process for Simulation-based Multiobjective Design Optimization with an Application in Paper Industry, Computer-Aided Design, 47, 45-58, 2014. Available via ScienceDirect
        Abstract. Published in parallel in JYX
      • Miettinen, K., Survey of Methods to Visualize Alternatives in Multiple Criteria Decision Making Problems, OR Spectrum, 36(1), 3-37, 2014. Available via SpringerLink
        Abstract. Published in parallel in JYX (open access)
      • Miettinen, K., Mustajoki, J., Stewart T.J., Interactive Multiobjective Optimization with NIMBUS for Decision Making under Uncertainty, OR Spectrum, 36(1), 39-56, 2014. Available via SpringerLink. Published in parallel in JYX (open access)
      • Kangas, A., Hartikainen, M., Miettinen, K., Simultaneous Optimization of Harvest Schedule and Measurement Strategy, Scandinavian Journal of Forest Research, Scandinavian Journal of Forest Research, 29(Sup 1), 224-233, 2014. Available via Taylor & Francis Online. Published in parallel in JYX (open access)
      • Mönkkönen, M., Juutinen, A., Mazziota, A., Miettinen, K., Podkopaev, D., Reunanen, P., Salminen, H., Tikkanen, O.-P., Spatially Dynamic Forest Management to Sustain Biodiversity and Economic Returns, Journal of Environmental Management, 134, 80-89, 2014. Available via ScienceDirect
        Abstract
      • Ojalehto, V., Miettinen, K., Laukkanen, T., Implementation Aspects of Interactive Multiobjective Optimization for Modeling Environments: The Case of GAMS-NIMBUS, Computational Optimization and Applications, 58(3), 757-779, 2014. Available via SpringerLink Abstract. Published in parallel in JYX (open access)

    2013

    • Journal papers
      • Hakanen, J., Sahlstedt, K., Miettinen, K., Wastewater Treatment Plant Design and Operation under Multiple Conflicting Objective Functions, Environmental Modelling and Software, 46(1), 240-249, 2013. Available via ScienceDirect
      • Tarkkanen, S., Miettinen, K., Hakanen, J., Isomäki, H., Incremental User-Interface Development for Interactive Multiobjective Optimization, Expert Systems with Applications, 40, 3220-3232, 2013. Available via ScienceDirect
      • Giri, B.K., Hakanen, J., Miettinen, K., Chakraborti, N., Genetic Programming through Bi-objective Genetic Algorithms with Study of a Simulated Moving Bed Process Involving Multiple Objectives, Applied Soft Computing, 13, 2613-2623, 2013. Available via ScienceDirect
      • Hakanen, J., Sahlstedt, K., Miettinen, K., Wastewater Treatment Plant Design and Operation under Multiple Conflicting Objective Functions, Environmental Modelling and Software, 46(1), 240-249, 2013. Available via ScienceDirect
      • Sindhya, K., Miettinen, K., Deb, K., A Hybrid Framework for Evolutionary Multi-Objective Optimization, IEEE Transactions on Evolutionary Computation, 17(4), 495-511, 2013. Available via IEEE XPlore
    • Papers in Collections
      • Fan, N., Mujahid, S., Zhang, J., Georgiev, P.G., Papajorgji, P., Steponavice, I., Neugaard, B., Pardalos, P.M., Nurse Scheduling Problem: An Integer Programming Model with a Practical Application, in "Systems Analysis Tools for Better Health Care Delivery", Ed. by Pardalos, P.M., Georgiev, P.G., Papajorgji, P., Neugaard, B., Springer, 65–98, 2013.
    • Conference Papers
      • Sindhya, K., Ojalehto, V., Savolainen, J., Niemistö, H., Hakanen, J., Miettinen, K., APROS-NIMBUS: Dynamic Process Simulator and Interactive Multiobjective Optimization in Plant Automation, in "Proceedings of the 23rd European Symposium on Computer Aided Process Engineering", Edited by A. Kraslawski, I. Turunen, Elsevier, Oxford, 871-876, 2013.
      • Eyvindson, K., Hartikainen, M., Kurttila, M., Towards Constructing a Pareto Front Approximation for use in Interactive Forest Management Planning, in "Implementation of DSS Tools into the Forestry Practice 2012", Edited by J. Tucek, R. Smrecek, A. Majlingova, J. Garcia-Gonzalo, Technical University in Zvolen, Zvolen, 83-92, 2013.

    2012

    • Journal papers
      • Luque, M., Miettinen, K., Ruiz, A.B., Ruiz, F., A Two-Slope Achievement Scalarizing Function for Interactive Multiobjective Optimization, Computers & Operations Research, 39(7),1673-1681, 2012. Available via ScienceDirect
      • Nikulin, Y., Miettinen, K., Mäkelä, M.M., A New Achievement Scalarizing Function based on Parametrization in Multiobjective Optimization, OR Spectrum, 34(1), 69-87, 2012. Available via SpringerLink
      • Ruuska, S., Miettinen, K., Wiecek, M.M., Connections between Single-level and Bilevel Multiobjective Optimization, Journal of Optimization Theory and Applications, 153(1), 60-74, 2012. Available via SpringerLink. Published in parallel in JYX (open access)
      • Ruiz, F., Luque, M., Miettinen, K., Improving the Computational Efficiency of a Global Formulation (GLIDE) for Interactive Multiobjective Optimization, Annals of Operations Research, 197(1), 47-70, 2012. Available via SpringerLink
      • Hartikainen, M., Miettinen, K., Wiecek, M.M., PAINT: Pareto Front Interpolation for Nonlinear Multiobjective Optimization, Computational Optimization and Applications, 52(3), 845-867, 2012. Available via SpringerLink. Published in parallel in JYX (open access)
      • Laukkanen, T., Tveit, T.-M., Ojalehto, V., Miettinen, K., Fogelholm, C.-J., Bilevel Heat Exchanger Network Synthesis with an Interactive Multi-Objective Optimization Method, Applied Thermal Engineering, 48(15), 301-316, 2012. Available via ScienceDirect
      • Eskelinen, P., Miettinen, K., Trade-off Analysis Approach for Interactive Nonlinear Multiobjective Optimization, OR Spectrum, 34(4), 803-816, 2012. Available via SpringerLink
      • S. Frank, I. Steponavice, and S. Rebennack,, Optimal power flow: A bibliographic survey I,, Energy Systems, 3(3), 221-258, 2012. Available via SpringerLink
      • S. Frank, I. Steponavice, and S. Rebennack,, Optimal power flow: A bibliographic survey II,, Energy Systems, 3(3), 259-289, 2012. Available via SpringerLink
    • Conference Papers
      • Ruuska, S., Miettinen, K., Constructing Evolutionary Algorithms for Bilevel Multiobjective Optimization, in "Proceedings of the 2012 IEEE World Congress on Computational Intelligence", IEEE Press, 374-380, 2012.
    • Edited proceedings
    • Reports
      • Bokrantz, R., Miettinen, K., Improved Plan Quality in Multicriteria Radiation Therapy Optimization by Projections onto the Pareto Surface, in Technical Report TRITA-MAT-2012-OS4, Department of Mathematics, Royal Institute of Technology, 2012.

    2011

    • Journal papers
      • Luque, M., Ruiz, F., Miettinen, K., Global Formulation for Interactive Multiobjective Optimization, OR Spectrum, 33(1), 27-48, 2011. Available via SpringerLink
      • Hartikainen, M., Miettinen, K., Wiecek, M.M., Constructing a Pareto Front Approximation for Decision Making, Mathematical Methods of Operations Reserach, 73(2), 209-234, 2011. Available via SpringerLink. Published in parallel in JYX (open access)
      • Hakanen, J., Miettinen, K., Sahlstedt K., Wastewater Treatment: New Insight Provided by Interactive Multiobjective Optimization, Decision Support Systems, 51, 328-337, 2011. Available via ScienceDirect
      • Sindhya, K., Miettinen, K., New Perspective to Continuous Casting of Steel with a Hybrid Evolutionary Multiobjective Algorithm, Materials and Manufacturing Processes, 26(3), 481-492, 2011. Available via Informa World
      • Sindhya, K., Ruuska, S., Haanpää, T., Miettinen, K., A New Hybrid Mutation Operator for Multiobjective Optimization with Differential Evolution, Soft Computing, 15(10), 2041-2055, 2011. Available via SpringerLink. Published in parallel in JYX (open access)
      • Sindhya, K., Miettinen, K., Deb, K., Improving Convergence of Evolutionary Multi-Objective Optimization with Local Search: A Concurrent-Hybrid Algorithm, Natural Computing, 10(4), 1407-1430, 2011. Available via SpringerLink
    • Conference Papers
      • Sindhya, K., Ruiz, A. B., Miettinen, K., A Preference Based Interactive Evolutionary Algorithm for Multiobjective Optimization: PIE, in "Evolutionary Multi-Criterion Optimization: 6th International Conference, EMO 2011, Proceedings", Ed. by R.H.C. Takahashi, K. Deb, E.F. Wanner, S. Greco, Springer-Verlag, Berlin, Heidelberg, 212-225, 2011.
      • Hartikainen, M., Miettinen, K., Wiecek, M.M., Decision Making on Pareto Front Approximations with Inherent Nondominance, in "New State of MCDM in the 21st Century", Selected Papers of the 20th International Conference on Multiple Criteria Decision Making, Ed. by Y. Shi, S. Wang, G. Kou, J. Wallenius, Springer-Verlag, Berlin, Heidelberg, 35-45, 2011. Published in parallel in JYX (open access)
      • Sindhya, K., Miettinen, K., Deb, K., An Improved Concurrent-Hybrid Algorithm for Enhanced Diversity and Accuracy in Evolutionary Multi-Objective Optimization, in Evolutionary and Deterministic Methods for Design, Optimization and Control, Applications to Industrial and Societal Problems, Ed. by T. Burczynski, J. Periaux, CIMNE, Barcelona, 182-187, 2011.
      • Podkopaev, D., Miettinen, K., Handling Preferences in the ''Pre-conflicting'' Phase of Decision Making under Multiple Criteria, in ADT 2011, Ed. by R.I. Grafman, F. Roberts, A. Tsoukias, Springer-Verlag, Berlin, Heidelberg, 234-246, 2011.
    • Reports
      • Sindhya, K., Miettinen, K., Deb, K., A Hybrid Framework with Enhanced Convergence and Diversity Preservation for Evolutionary Multiobjective Optimization, Reports of the Department of Mathematical Information Technology, Series B, Scientific Computing, No. B 1/2011, University of Jyväskylä, Jyväskylä, 2011.
      • Hartikainen, M., Miettinen, K., Wiecek, M., PAINT: An Interpolation method for Computationally Expensive Multiobjective Optimization Problems, Reports of the Department of Mathematical Information Technology, Series B, Scientific Computing, No. B 3/2011, University of Jyväskylä, Jyväskylä, 2011.
      • Luque, M., Miettinen, K., Ruiz, A.B., Ruiz, F., Reference Point-Based Methods: A New Approach with Two Weight Vectors, Reports of the Department of Mathematical Information Technology, Series B, Scientific Computing, No. B 6/2011, University of Jyväskylä, Jyväskylä, 2011.

    2010

    • Journal papers
      • Eskelinen, P., Miettinen, K., Klamroth, K., Hakanen, J., Pareto Navigator for Interactive Nonlinear Multiobjective Optimization, OR Spectrum, 23, 211-227, 2010. Available via SpringerLink
      • Miettinen, K., Eskelinen, P., Ruiz, F., Luque, M., NAUTILUS Method: An Interactive Technique in Multiobjective Optimization based on the Nadir Point, European Journal of Operational Research, 206(2), 426-434, 2010. Available via ScienceDirect
      • Laukkanen, T., Tveit, T.-M., Ojalehto, V., Miettinen, K., Fogelholm C.-J., An Interactive Multi-Objective Approach to Heat Exchanger Network Synthesis, Computers and Chemical Engineering, 34(6), 943-952, 2010. Available via ScienceDirect
      • Miettinen, K., Miksi kompromissi on parempi kuin optimi? Uusia monitavoiteoptimoinnin menetelmiä päätöksentekoon, Academia Scientarium Fennica 2009, 87-92, 2010. Available via the Finnish Academy of Science and Letters
      • Ruotsalainen, H., Miettinen, K., Palmgren, J.-E., Lahtinen, T., Interactive Multiobjective Optimization for Anatomy based Three-Dimensional HDR Brachytherapy, Physics in Medicine and Biology, 55(16), 4703-4719, 2010. Available via IOP Publishing
      • Aittokoski, T., Miettinen, K., Efficient Evolutionary Approach to Approximate the Pareto Optimal Set in Multiobjective Optimization, UPS-EMOA, Optimization Methods and Software, 25(6), 841-858, 2010. Available via InformaWorld
      • Deb, K., Miettinen, K., Chaudhuri S., Towards an Estimation of Nadir Objective Vector Using a Hybrid of Evolutionary and Local Search Approaches, IEEE Transactions on Evolutionary Computation, 14(6), 821-841, 2010. Available via IEEE Xplore
    • Conference Papers
      • Deb, K., Miettinen, K., Nadir Point Estimation Using Evolutionary Approaches: Better Accuracy and Computational Speed through Focused Search, in "Multiple Criteria Decision Making for Sustainable Energy and Transportation Systems, Proceedings", Ed. by M. Ehrgott, B. Naujoks, T.J. Stewart, J. Wallenius, Springer-Verlag, Berlin, Heidelberg, 339-354, 2010.
      • Ruotsalainen, H., Miettinen, K., Palmgren, J.-E., Interactive Multiobjective Optimization for 3D HDR Brachytherapy Applying IND-NIMBUS, in "New Developments in Multiple Objective and Goal Programming, Proceedings", Ed. by D. Jones, M. Tamiz, J. Ries, Springer-Verlag, Berlin, Heidelberg, 117-131, 2010.
      • Eskelinen, P., Ruuska, S., Miettinen, K., Wiecek, M., Mustajoki, J., A Scenario-Based Interactive Multiobjective Optimization Method for Decision Making under Uncertainty, in "CD-Proceedings of the 25th Mini-EURO Conference on Uncertainty and Robustness in Planning and Decision Making", Ed. by C. H. Antunes, D. Rios Insua, L Candido Dias, Coimbra, 2010.
      • Haanpaa, T., Aittokoski, T., Miettinen, K., Hakanen, J., An Approach to Minimize the Number of Function Evaluations in Global Optimization, in "24th Mini EURO Conference on Continuous Optimization and Information-Based Technologies in the Financial Sector, Proceedings" Ed. by R. Kasimbeyli, C. Dincer, S. Ozpeynirci, L. Sakalauskas, Vilnius Gediminas Technical University Publishing House "Technika", 161-166, 2010.
      • Hartikainen, M., Miettinen, K., A Computationally Inexpensive Approach in Multiobjective Heat Exchanger Network Synthesis, in "Proceedings of the 2nd International Conference on Applied Operational Research", Ed. by M. Collan, Tadbir Institute for Operational Research, Systems Design and Financial Services, Tehran, 99-109, 2010. Published in parallel in JYX (open access)
      • Sahlstedt, K.E., Hakanen, J., Miettinen, K., Interactive Multiobjective Optimization in Wastewater Treatment Plant Operation and Design, in "CD-Proceedings of the IWA Specialist Conference Water and Wastewater Treatment Plants in Towns and Communities of the XXI Century: Technologies, Design and Operation", 2010.
    • Reports
      • Hartikainen, M., Miettinen, K., Wiecek, M., Inherent Nondominance - Pareto Front Approximations for Decision Making, Reports of the Department of Mathematical Information Technology, Series B, Scientific Computing, No. B 2/2010, University of Jyväskylä, Jyväskylä, 2010.
      • Nikulin, Y., Miettinen, K., Mäkelä, M.M., A Parametrized Achievement Scalarizing Function for Multiobjective Optimization, Turku Centre for Computer Science, TUCS Technical Report No. 969, Turku, 2010.
      • Sindya, K., Haanpää, T., Ruuska, S., Miettinen, K., An Operator Guided by Polynomial Approximation for Multiobjective Optimization, Reports of the Department of Mathematical Information Technology, Series B, Scientific Computing, No. B 3/2010, University of Jyväskylä, Jyväskylä, 2010.
      • Hartikainen, M., Miettinen, K., Wiecek, M.M., A Pareto Front Approximation with Inherent Nondominance and the Delaunay Triangulation, Reports of the Department of Mathematical Information Technology, Series B, Scientific Computing, No. B 5/2010, University of Jyväskylä, Jyväskylä, 2010.

    2009

    • Journal papers
      • Luque, M., Miettinen, K., Eskelinen, P., Ruiz, F., Incorporating Preference Information in Interactive Reference Point Methods for Multiobjective Optimization, Omega, 37(2), 450-462, 2009. Available via ScienceDirect
      • Miettinen, K., Molina, J., Gonzalez, M. Hernandez-Diaz, A., Caballero, R, Using Box Indices in Supporting Comparison in Multiobjective Optimization, European Journal of Operational Research, 197, 17-24, 2009. Available via ScienceDirect
      • Aittokoski, T., Äyrämö, S., Miettinen, K., Clustering Aided Approach for Decision Making in Computationally Expensive Multiobjective Optimization , Optimization Methods and Software, 24(2), 157-174, 2009. Available via InformaWorld
      • Thiele, L., Miettinen, K., Korhonen, P. Molina, J., A Preference-Based Evolutionary Algorithm for Multi-Objective Optimization, Evolutionary Computation, 17(3), 411-436, 2009. Available from MIT Press
      • Ruotsalainen, H., Boman, E., Miettinen, K., Tervo, J., Nonlinear Interactive Multiobjective Optimization Method for Radiotherapy Treatment Planning with Boltzmann Transport Equation, Contemporary Engineering Sciences, 2(9), 391-422, 2009. Available electronically
      • Tarkkanen, S., A Literature Review on Decision Support System Research: Development and Evaluation of User Interfaces for Multiple Criteria Decision Making, Reports of the Department of Mathematical Information Technology, Series B. Scientific Computing, No. B 5/2009, University of Jyväskylä, 2009.
      • Aittokoski, T., On Challenges of Simulation-Based Global and Multiobjective Optimization, PhD thesis, Jyväskylä Studies in Computing 102, University of Jyväskylä, Finland, 2009.
    • Papers in Collections
    • Conference Papers
    • Edited Books and Proceedings
    • Reports
      • Sindhya, K., Deb, K., Miettinen, K., A Concurrent Hybrid Algorithm for Improving Convergence of EMO with Local Search, Reports of the Department of Mathematical Information Technology, Series B, Scientific Computing, No. B 3/2009, University of Jyväskylä, Jyväskylä, 2009.
      • Miettinen, K., Eskelinen, P., Ruiz, F., Luque, M., An Interactive Multiobjective Optimization Method Based on Sequentially Improving Reference Points, Reports of the Department of Mathematical Information Technology, Series B, Scientific Computing, No. B 7/2009, University of Jyväskylä, Jyväskylä, 2009.
      • Laukkanen, T., Tveit, T.-M., Ojalehto, V., Miettinen, K., Fogelholm C.-J., Multiobjective GAMS-NIMBUS Tool Applied for the Heat Exchanger Network Synthesis, Reports of the Department of Mathematical Information Technology, Series B, Scientific Computing, No. B 8/2009, University of Jyväskylä, Jyväskylä, 2009.

    2008

    2007

    • Journal papers
      • Ojalehto, V., Miettinen, K., Mäkelä, M.M., Interactive Software for Multiobjective Optimization: IND-NIMBUS, WSEAS Transactions on Computers, 6(1), 87-94, 2007.
      • Haarala, M., Miettinen, K., Mäkelä, M.M., Globally Convergent Limited Memory Bundle Method for Large-Scale Nonsmooth Optimization, Mathematical Programming, 109(1), 181-205, 2007. Available via SpringerLink.
      • Maaranen, H., Miettinen, K., Penttinen, A., On Initial Populations of a Genetic Algorithm for Continuous Optimization Problems, Journal of Global Optimization, 37(3), 405-436, 2007. Available via SpringerLink
      • Setämaa-Kärkkäinen, A., Miettinen, K., Vuori, J., Heuristic for a New Multiobjective Scheduling Problem, Optimization Letters, 1(3), 213-225, 2007. Available via SpringerLink
      • Miettinen, K., Using Interactive Multiobjective Optimization in Continuous Casting of Steel, Materials and Manufacturing Processes, 22(5), 585-593, 2007.
      • Hakanen, J., Kawajiri, Y., Miettinen, K., Biegler, L.T., Interactive Multi-Objective Optimization for Simulated Moving Bed Processes, Control and Cybernetics, 36(2), 282-320, 2007.
    • Conference Papers
      • Vassileva, M., Vassilev, V., Staykov, B., Miettinen, K., Generalized Multicriteria Decision Support System, in "Proceedings of the HABUSKA Open Workshop Semantic Web and Knowledge Technologies Applications, Varna, Bulgaria", Edited by D. Dochev, I. Simonics, L. Boszormenyi, R. Pavlov, 2007.
    • Edited Books and Proceedings
    • Working Papers
      • Thiele, L., Miettinen, K., Korhonen, P.J., Molina, J., A Preference-Based Interactive Evolutionary Algorithm for Multiobjective Optimization, Working Papers W-412, Helsinki School of Economics, Helsinki, 2007.
      • Yevseyeva, I., Miettinen, K., Salminen, P., Lahdelma, R., SMAA-Classification - A New Method for Nominal Classification, Working Papers W-422, Helsinki School of Economics, Helsinki, 2007.
      • Luque, M., Ruiz, F., Miettinen, K. , GLIDE - General Formulation for Interactive Multiobjective Optimization, Working Papers W-432, Helsinki School of Economics, Helsinki, 2007.
      • Eskelinen, P., Miettinen, K., Klamroth, K., Hakanen, J. , Interactive Learning-Oriented Decision Support Tool for Nonlinear Multiobjective Optimization: Pareto Navigator, Working Papers W-439, Helsinki School of Economics, Helsinki, 2007.

    2006

    • Journal papers
      • Miettinen, K., Mäkelä, M.M., Maaranen, H., Efficient Hybrid Methods for Global Continuous Optimization based on Simulated Annealing, Computers & Operations Research, 33(4), 1102-1116, 2006. Available via ScienceDirect
      • Miettinen, K., Mäkelä, M.M., Synchronous Approach in Interactive Multiobjective Optimization, European Journal of Operational Research, 170(3), 909-922, 2006. Available via ScienceDirect
      • Setämaa-Kärkkäinen, A., Miettinen, K., Vuori, J., Best Compromise Solution for a New Multiobjective Scheduling Problem, Computers & Operations Research, 33(8), 2353-2368, 2006. Available via ScienceDirect
      • Miettinen, K., Kirilov, L., Interactive Reference Direction Approach Using Implicit Parametrization for Nonlinear Multiobjective Optimization, Journal of Multi-Criteria Decision Analysis, 13(2-3), 115-123, 2005.
      • Hakanen, J., Miettinen, K., Mäkelä, M.M., Manninen, J., On Interactive Multiobjective Optimization with NIMBUS in Chemical Process Design, Journal of Multi-Criteria Decision Analysis, 13(2-3), 125-134, 2005.
      • Miettinen, K., Mäkelä, M.M., Kaario, K., Experiments with Classification-Based Scalarizing Functions in Interactive Multiobjective Optimization, European Journal of Operational Research, 175(2), 931-947, 2006. Available via ScienceDirect
      • Madetoja, E., Miettinen, K., Tarvainen, P., Issues Related to the Computer Realization of a Multidisciplinary and Multiobjective Optimization System, Engineering with Computers, 22(1), 33-46, 2006. Available via SpringerLink
      • Heikkola, E., Miettinen, K., Nieminen, P., Multiobjective Optimization of an Ultrasonic Transducer using NIMBUS, Ultrasonics, 44(4), 368-380, 2006. Available via ScienceDirect
      • Hakanen, J., On Potential of Interactive Multiobjective Optimization in Chemical Process Design, PhD thesis, Jyväskylä Studies in Computing 68, University of Jyväskylä, Finland, 2006 (Available at http://urn.fi/URN:ISBN:951-39-2698-2).
      • Hakanen, J., Hakala, J. and Manninen, J., An Integrated Multiobjective Design Tool for Process Design, Applied Thermal Engineering, 26, 1393-1399, 2006.
    • Conference Papers
      • Miettinen, K., Interactive Multiobjective Optimization Method NIMBUS Applied to Continuous Casting of Steel, in "International Workshop on Neural Network and Genetic Algorithm in Materials Science and Engineering, Proceedings", Ed. by N.R. Bandyopadhyay, P.P. Chattopadhyay, S. Datta, Tata McGraw-Hill Publishing Company Limited, New Delhi, 58-72, 2006.
      • Deb, K., Chaudhuri, S., Miettinen, K., Towards Estimating Nadir Objective Vector using Evolutionary Approaches, in "Proceedings of the 8th Annual Genetic and Evolutionary Computation Conference (GECCO-2006), Seattle", Ed. by M. Keijzer et al., Volume 1, The Association of Computing Machinery (ACM), New York, 643-650, 2006.
      • Miettinen, K., IND-NIMBUS for Demanding Interactive Multiobjective Optimization, in "Multiple Criteria Decision Making '05", Ed. by T. Trzaskalik, The Karol Adamiecki University of Economics in Katowice, Katowice, 137-150, 2006.
      • Ojalehto, V., Miettinen, K., Mäkelä, M.M., IND-NIMBUS Software for Multiobjective Optimization, in "Proceedings of the 6th International Conference on Simulation, Modelling and Optimization, Lisbon, Portugal", CD-Proceedings Ed. by A.M. Madureira, J.C. Quadrado, Z. Bojkovic, S. Impedovo, D. Kalpic, Z. Stjepanovic, S. Javadi, 654-659, 2006.
      • Vassileva, M., Vassilev, V., Staykov, B., Miettinen, K., Generalized Multicriteria Decision Support System, in "Proceedings of the International Workshop "Semantic Web and Knowledge Technologies Applications", Varna, Bulgaria", Ed. by D. Dochev, I. Simonics, L. Boszormenyi, R. Pavlov, 16-30, 2006.
    • Working Papers
      • Hakanen, J., Kawajiri, Y., Miettinen, K., Biegler, L.T., Interactive Multi-Objective Optimization of Simulated Moving Bed Processes using IND-NIMBUS and IPOPT, Working Papers W-404, Helsinki School of Economics, Helsinki, 2006.
      • Ruotsalainen, H., Boman, E., Miettinen, K., Hämäläinen, J. , Interactive Multiobjective Optimization for IMRT, Working Papers W-409, Helsinki School of Economics, Helsinki, 2006.
      • Luque, M., Miettinen, K., Eskelinen, P., Ruiz, F. , Three Different Ways for Incorporating Preference Information in Interactive Reference Point Based Methods, Working Papers W-410, Helsinki School of Economics, Helsinki, 2006.
    • For more publications, see a list of the publications of Kaisa Miettinen
    • Kaisa's personal library