Projects funded by the NCN

Information on the principal investigator and host institution

Information of the project and the call

Keywords

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Models and methods for utilizing domain knowledge in metaheuristic methods for real-life optimization problems

2015/19/D/HS4/02574

Keywords:

metaheuristics knowledge-based optimization transport optimization

Descriptors:

  • HS4_9: Organization studies, strategic management, concepts and methods of management, logistics

Panel:

HS4 - Individuals, institutions, markets: economics, finance, management, demography, social and economic geography, urban studies

Host institution :

Uniwersytet Ekonomiczny we Wrocławiu, Wydział Zarządzania

woj. dolnośląskie

Other projects carried out by the institution 

Principal investigator (from the host institution):

dr Krzysztof Michalak 

Number of co-investigators in the project: 2

Call: SONATA 10 - announced on 2015-09-15

Amount awarded: 173 280 PLN

Project start date (Y-m-d): 2016-11-30

Project end date (Y-m-d): 2022-03-29

Project duration:: 64 months (the same as in the proposal)

Project status: Project settled

Project description

Download the project description in a pdf file

Note - project descriptions were prepared by the authors of the applications themselves and placed in the system in an unchanged form.

Equipment purchased [PL]

  1. Notebook (6 000 PLN)
  2. Stacja robocza (2 szt.) (12 000 PLN)

Information in the final report

  • Publication in academic press/journals (7)
  • Articles in post-conference publications (17)
  1. Classifier-based Evolutionary Multiobjective Optimization for the Graph Protection Problem
    Authors:
    Krzysztof Michalak
    Academic press:
    Applied Soft Computing (rok: 2022, tom: 131, strony: 109721), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.asoc.2022.109721 - link to the publication
  2. Knowledge-based Optimization Algorithm for the Inventory Routing Problem
    Authors:
    Krzysztof Michalak, Piotr Lipiński
    Academic press:
    Soft Computing (rok: 2023, tom: 27, strony: 16959-16981), Wydawca: Springer
    Status:
    Published
    DOI:
    10.1007/s00500-023-09024-9 - link to the publication
  3. Efficiency-stability trade-off in financial systems: A multi-objective optimization approach
    Authors:
    Michel Alexandre, Krzysztof Michalak, Thiago Christiano Silva, Francisco A. Rodrigues
    Academic press:
    Physica A (rok: 2023, tom: 629, strony: 129213), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.physa.2023.129213 - link to the publication
  4. Heuristics for the Shelf Space Allocation Problem
    Authors:
    Kateryna Czerniachowska, Krzysztof Michalak, Marcin Hernes
    Academic press:
    OPSEARCH (rok: 2023, tom: 60, strony: 835-869), Wydawca: Springer
    Status:
    Published
    DOI:
    10.1007/s12597-023-00636-1 - link to the publication
  5. Evolutionary Algorithm with a Regression Model for Multiobjective Minimization of Systemic Risk in Financial Systems
    Authors:
    Krzysztof Michalak
    Academic press:
    Soft Computing , Wydawca: Springer
    Status:
    Accepted for publication
    DOI:
    brak - link to the publication
  6. Efficiency-stability trade-off in financial systems: A multi-objective optimization approach
    Authors:
    Michel Alexandre da Silva, Francisco Aparecido Rodrigues, Krzysztof Michalak
    Academic press:
    Banco Central do Brasil Working Paper Series (rok: 2022, tom: 568, strony: 45368), Wydawca: Banco Central do Brasil
    Status:
    Published
    DOI:
    brak - link to the publication
  7. Knowledge-based Optimization in Epidemics Prevention
    Authors:
    Krzysztof Michalak
    Academic press:
    Data & Knowledge Engineering , Wydawca: Elsevier
    Status:
    Submitted
    DOI:
    brak - link to the publication
  1. Evolutionary Algorithm Using Random Immigrants for the Multiobjective Travelling Salesman Problem
    Authors:
    Krzysztof Michalak
    Conference:
    25th International Conference KES2021 (rok: 2021, ), Wydawca: Elsevier
    Data:
    konferencja 8-10 września
    Status:
    Published
  2. Evolutionary Neural Networks for Livestock Disease Prevention
    Authors:
    Krzysztof Michalak, Mario Giacobini
    Conference:
    The Genetic and Evolutionary Computation Conference, GECCO 2023 (rok: 2023, ), Wydawca: ACM
    Data:
    konferencja 15-19 lipca
    Status:
    Published
  3. Feasibility-Preserving Genetic Operators for Hybrid Algorithms using TSP solvers for the Inventory Routing Problem
    Authors:
    Krzysztof Michalak
    Conference:
    25th International Conference KES2021 (rok: 2021, ), Wydawca: Elsevier
    Data:
    konferencja 8-10 września
    Status:
    Published
  4. Informed Mutation Operator using Machine Learning for Optimization in Epidemics Prevention
    Authors:
    Krzysztof Michalak
    Conference:
    GECCO'18 Proceedings of the Genetic and Evolutionary Computation Conference (rok: 2018, ), Wydawca: ACM
    Data:
    konferencja 15-19 lipca
    Status:
    Published
  5. Deriving knowledge from local optima networks for evolutionary optimization in inventory routing problem
    Authors:
    Piotr Lipiński, Krzysztof Michalak
    Conference:
    GECCO'19 Proceedings of the Genetic and Evolutionary Computation Conference (rok: 2019, ), Wydawca: ACM
    Data:
    konferencja 13-17 lipca
    Status:
    Published
  6. Evolutionary Graph-based V+E Optimization for Protection Against Epidemics
    Authors:
    Krzysztof Michalak
    Conference:
    Parallel Problem Solving from Nature, PPSN 2020 (rok: 2020, ), Wydawca: Springer
    Data:
    konferencja 5-9 września
    Status:
    Published
  7. Evolutionary optimization of epidemic control strategies for livestock disease prevention
    Authors:
    Krzysztof Michalak
    Conference:
    GECCO'19 Proceedings of the Genetic and Evolutionary Computation Conference (rok: 2019, ), Wydawca: ACM
    Data:
    konferencja 13-17 lipca
    Status:
    Published
  8. Knowledge-Based Solution Construction for Evolutionary Minimization of Systemic Risk
    Authors:
    Krzysztof Michalak
    Conference:
    The 19th International Conference on Intelligent Data Engineering and Automated Learning, IDEAL 2018 (rok: 2018, ), Wydawca: Springer
    Data:
    konferencja 21-23 listopada
    Status:
    Published
  9. Crossover Operator Using Knowledge Transfer for the Firefighter Problem
    Authors:
    Krzysztof Michalak
    Conference:
    The 19th International Conference on Intelligent Data Engineering and Automated Learning, IDEAL 2018 (rok: 2018, ), Wydawca: Springer
    Data:
    konferencja 21-23 listopada
    Status:
    Published
  10. Evolutionary Algorithms with Machine Learning Models for Multiobjective Optimization in Epidemics Control
    Authors:
    Krzysztof Michalak
    Conference:
    Evolutionary Multi-Criterion Optimization EMO 2023 (rok: 2023, ), Wydawca: Springer Nature
    Data:
    konferencja 20-24 marca
    Status:
    Published
  11. Solving the firefighter problem with two elements using a multi- modal estimation of distribution algorithm
    Authors:
    Piotr Lipiński
    Conference:
    2017 IEEE Congress on Evolutionary Computation, CEC 2017 (rok: 2017, ), Wydawca: IEEE Press
    Data:
    konferencja 5-8 czerwca
    Status:
    Published
  12. An Evolutionary Algorithm with Practitioner's-Knowledge-Based Operators for the Inventory Routing Problem
    Authors:
    Piotr Lipiński, Krzysztof Michalak
    Conference:
    Evolutionary Computation in Combinatorial Optimization 18th European Conference, EvoCOP 2018 (rok: 2018, ), Wydawca: Springer
    Data:
    konferencja 4-6 kwietnia
    Status:
    Published
  13. Generating Hard Inventory Routing Problem Instances using Evolutionary Algorithms
    Authors:
    Krzysztof Michalak
    Conference:
    GECCO'21 Proceedings of the Genetic and Evolutionary Computation Conference (rok: 2021, ), Wydawca: ACM
    Data:
    konferencja 10-14 lipca
    Status:
    Published
  14. Multiobjective Optimization of Evolutionary Neural Networks for Animal Trade Movements Prediction
    Authors:
    Krzysztof Michalak, Mario Giacobini
    Conference:
    Evolutionary Multi-Criterion Optimization EMO 2023 (rok: 2023, ), Wydawca: Springer Nature
    Data:
    konferencja 20-24 marca
    Status:
    Published
  15. Reducing systemic risk in multiplex networks using evolutionary optimization
    Authors:
    Krzysztof Michalak
    Conference:
    GECCO'17 Proceedings of the Genetic and Evolutionary Computation Conference Companion (rok: 2017, ), Wydawca: ACM
    Data:
    konferencja 15-19 lipca
    Status:
    Published
  16. Simulation-based Crossover for the Firefighter Problem
    Authors:
    Krzysztof Michalak
    Conference:
    GECCO'17 Proceedings of the Genetic and Evolutionary Computation Conference (rok: 2017, ), Wydawca: ACM
    Data:
    konferencja 15-19 lipca
    Status:
    Published
  17. Surrogate-based Optimization for Reduction of Contagion Susceptibility in Financial Systems
    Authors:
    Krzysztof Michalak
    Conference:
    GECCO'19 Proceedings of the Genetic and Evolutionary Computation Conference (rok: 2019, ), Wydawca: ACM
    Data:
    konferencja 13-17 lipca
    Status:
    Published

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