All Stories

  1. Coding agents for automated metaheuristic design

    Article • July 2026, ACM (Association for Computing Machinery)

    Maciej Smołka

  2. Analyzing search behavior of population-based optimization algorithms using graph neural networks

    Article • July 2026, ACM (Association for Computing Machinery)

    Maciej Smołka

  3. pyHMS: A Python Library for Hierarchic Memetic Strategy

    Article • July 2025, ACM (Association for Computing Machinery)

    Maciej Smołka, Hubert Guzowski

  4. Metaheuristic-Based Model Optimization of a Steam-Filled Chamber

    Article • IEEE Access, January 2025, Institute of Electrical & Electronics Engineers (IEEE)

    Assoc. Prof. Libor Pekař, Maciej Smołka

  5. Open and Closed Source Models for LLM-Generated Metaheuristics Solving Engineering Optimization Problem

    Article • January 2025, Springer Science + Business Media

    Assoc. Prof. Libor Pekař, Maciej Smołka

  6. Enhancing Gaussian Mixture Model Fitting via Equiprobable Binning and Adaptive Differential Evolution

    Article • January 2025, Springer Science + Business Media

    Maciej Smołka

  7. Enhancing a Hierarchical Evolutionary Strategy Using the Nearest-Better Clustering

    Article • January 2024, Springer Science + Business Media

    Maciej Smołka, Assoc. Prof. Libor Pekař

  8. Efficient Time-Delay System Optimization with Auto-Configured Metaheuristics

    Article • October 2023, Institute of Electrical & Electronics Engineers (IEEE)

    Maciej Smołka, Assoc. Prof. Libor Pekař

  9. Maximizing Efficiency: A Comparative Study of SOMA Algorithm Variants and Constraint Handling Methods for Time Delay System Optimization

    Article • July 2023, ACM (Association for Computing Machinery)

    Maciej Smołka, Hubert Guzowski, Assoc. Prof. Libor Pekař

  10. Configuring a Hierarchical Evolutionary Strategy Using Exploratory Landscape Analysis

    Article • July 2023, ACM (Association for Computing Machinery)

    Maciej Smołka, Hubert Guzowski

  11. An Application of Evolutionary Algorithms and Machine Learning in Four-Part Harmonization

    Article • January 2023, Springer Science + Business Media

    Maciej Smołka

  12. Effective Parametric Optimization of Heating-Cooling Process with Optimum near the Domain Border

    Article • October 2022, Institute of Electrical & Electronics Engineers (IEEE)

    Maciej Smołka, Assoc. Prof. Libor Pekař

  13. Socio-cognitive Optimization of Time-delay Control Problems using Agent-based Metaheuristics

    Article • October 2022, Institute of Electrical & Electronics Engineers (IEEE)

    Maciej Smołka, Assoc. Prof. Libor Pekař

  14. Socio-cognitive Optimization of Time-delay Control Problems using Evolutionary Metaheuristics

    Article • October 2022, Institute of Electrical & Electronics Engineers (IEEE)

    Maciej Smołka, Assoc. Prof. Libor Pekař

  15. How to lighten parametric inverse computations if the misfit is non-convex and the forward solver needs stabilization

    Article • Journal of Computational Science, October 2022, Elsevier

    Maciej Smołka

  16. Application of the Hierarchic Memetic Strategy HMS in Neuroevolution

    Article • January 2022, Springer Science + Business Media

    Maciej Smołka

  17. Understanding measure-driven algorithms solving irreversibly ill-conditioned problems

    Article • Natural Computing, February 2021, Springer Science + Business Media

    Maciej Smołka

  18. A Three-Level Linearized Time Integration Scheme for Tumor Simulations with Cahn-Hilliard Equations

    Article • January 2021, Springer Science + Business Media

    Maciej Smołka

  19. Current Trends in Software Engineering Bachelor Theses

    Article • Computing and Informatics, January 2021, Central Library of the Slovak Academy of Sciences

    Maciej Smołka

  20. Effective Solution of Ill-Posed Inverse Problems with Stabilized Forward Solver

    Article • January 2021, Springer Science + Business Media

    Maciej Smołka

  21. Using Covariance Matrix Adaptation Evolutionary Strategy to boost the search accuracy in hierarchic memetic computations

    Article • Journal of Computational Science, May 2019, Elsevier

    Maciej Smołka

  22. Handling insensitivity in multi-physics inverse problems using a complex evolutionary strategy

    Article • Computer Methods in Material Science, January 2019, AGHU University of Science and Technology Press

    Maciej Smołka

  23. Approximating landscape insensitivity regions in solving ill-conditioned inverse problems

    Article • Memetic Computing, April 2018, Springer Science + Business Media

    Maciej Smołka

  24. MISFIT LANDFORMS IMPOSED BY ILL-CONDITIONED INVERSE PARAMETRIC PROBLEMS

    Article • Computer Science, January 2018, AGHU University of Science and Technology Press

    Maciej Smołka

  25. Differentiability of the objective in a class of coefficient inverse problems

    Article • Computers & Mathematics with Applications, June 2017, Elsevier

    Maciej Smołka

  26. A multi-objective memetic inverse solver reinforced by local optimization methods

    Article • Journal of Computational Science, January 2017, Elsevier

    Maciej Smołka

  27. Local Misfit Approximation in Memetic Solving of Ill-Posed Inverse Problems

    Article • January 2017, Springer Science + Business Media

    Maciej Smołka

  28. Memetic approach for irremediable ill-conditioned parametric inverse problems * *The work presented in this paper has been partially supported by Polish National Science Center grants no. DEC-2015/17/B/ST6/01867 and by the AGH statutory research grant ...

    Article • Procedia Computer Science, January 2017, Elsevier

    Maciej Smołka

  29. Multiwinner Voting in Genetic Algorithms

    Article • IEEE Intelligent Systems, January 2017, Institute of Electrical & Electronics Engineers (IEEE)

    Maciej Smołka

  30. Two-Phase Strategy Managing Insensitivity in Global Optimization

    Article • January 2017, Springer Science + Business Media

    Maciej Smołka

  31. Application of α -stable mutation in a hierarchic evolutionary inverse solver

    Article • Journal of Computational Science, November 2016, Elsevier

    Maciej Smołka

  32. On the Computational Cost and Complexity of Stochastic Inverse Solvers

    Article • Computer Science, January 2016, AGHU University of Science and Technology Press

    Maciej Smołka

  33. Multiwinner Voting in Genetic Algorithms for Solving Ill-Posed Global Optimization Problems

    Article • January 2016, Springer Science + Business Media

    Maciej Smołka

  34. Scalability of Direct Solver for Non-stationary Cahn-Hilliard Simulations with Linearized time Integration Scheme

    Article • Procedia Computer Science, January 2016, Elsevier

    Maciej Smołka

  35. A hybrid method for inversion of 3D AC resistivity logging measurements

    Article • Applied Soft Computing, November 2015, Elsevier

    Maciej Smołka

  36. An Agent–Oriented Hierarchic Strategy for Solving Inverse Problems

    Article • International Journal of Applied Mathematics and Computer Science, January 2015, De Gruyter

    Maciej Smołka

  37. A New Time Integration Scheme for Cahn-hilliard Equations

    Article • Procedia Computer Science, January 2015, Elsevier

    Maciej Smołka

  38. Hierarchic Genetic Search with $$\alpha $$ -Stable Mutation

    Article • January 2015, Springer Science + Business Media

    Maciej Smołka

  39. Multi-objective Hierarchic Memetic Solver for Inverse Parametric Problems

    Article • Procedia Computer Science, January 2015, Elsevier

    Maciej Smołka

  40. A hybrid algorithm for solving inverse problems in elasticity

    Article • International Journal of Applied Mathematics and Computer Science, December 2014, De Gruyter

    Professor Stanislaw Migorski, Maciej Smołka

  41. A hybrid method for inversion of 3D DC resistivity logging measurements

    Article • Natural Computing, July 2014, Springer Science + Business Media

    Maciej Smołka

  42. A Memetic Framework for Solving Difficult Inverse Problems

    Article • January 2014, Springer Science + Business Media

    Maciej Smołka

  43. Asymptotic guarantee of success for multi-agent memetic systems

    Article • Bulletin of the Polish Academy of Sciences Technical Sciences, January 2013, De Gruyter

    Maciej Smołka, Dr. Carlos Cotta

  44. An agent-based model of hierarchic genetic search

    Article • Computers & Mathematics with Applications, December 2012, Elsevier

    Maciej Smołka

  45. The island model as a Markov dynamic system

    Article • International Journal of Applied Mathematics and Computer Science, January 2012, De Gruyter

    Maciej Smołka

  46. Asymptotic Features Of Parallel Agent-Based Immunological System

    Article • June 2011, European Council for Modeling and Simulation

    Maciej Smołka

  47. A Framework for Observing Dynamics of Agent-Based Computations

    Article • January 2010, Springer Science + Business Media

    Maciej Smołka

  48. Asymptotic Analysis of Computational Multi-Agent Systems

    Article • January 2010, Springer Science + Business Media

    Maciej Smołka, Dr. Carlos Cotta

  49. Evolutionary Multiobjective Optimization Algorithm as a Markov System

    Article • January 2010, Springer Science + Business Media

    Maciej Smołka

  50. Stochastic Model of Evolutionary and Immunological Multi-Agent Systems: Parallel Execution of Local Actions

    Article • Fundamenta Informaticae, January 2009, IOS Press

    Maciej Smołka

  51. Task Hibernation in a Formal Model of Agent-Oriented Computing Systems

    Article • January 2008, Springer Science + Business Media

    Maciej Smołka

  52. An Existence Theorem for Wave-Type Hyperbolic Hemivariational Inequalities

    Article • Mathematische Nachrichten, July 2002, Wiley

    Maciej Smołka

  53. Existence of solutions for wave-type hemivariational inequalities with noncoercive viscosity damping

    Article • Journal of Mathematical Analysis and Applications, June 2002, Elsevier

    Maciej Smołka

  54. A Formal Model of Multi-agent Computations

    Article • Springer Science + Business Media

    Maciej Smołka