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Diferencialna evolucija
Slike simbolizirajo raziskovalno delo laboratorija in so ustvarjene s pomočjo AI
Povezave
Uploads: https://labraj.feri.um.si/wp-content/uploads/janez/
Step through rand/1/bin manually with the buttons or Left/Right Arrow keys, or use Run. Selecting Restart generates a new population and resets the simulation. The objective function can be changed before starting or after the simulation is finished. \(F\) and \(CR\) can be adjusted between steps.
Objave
Population size reduction methods in differential evolution: a comprehensive review and experimental analysis Journal Article
In: Artificial Intelligence Review, 2026, ISSN: 1573-7462.
A Single-Objective Mixed-Integer Formulation for Cassini2 Space Mission Trajectory Optimization (Cassini2-MINLP) Journal Article
In: Mathematics, vol. 14, no. 10, pp. 1639, 2026.
Improving mutation strategies in differential evolution with a new pbest selection mechanism Journal Article
In: Applied Soft Computing, pp. 113978, 2025, ISSN: 1568-4946.
Comparative Study of Modern Differential Evolution Algorithms: Perspectives on Mechanisms and Performance Journal Article
In: Mathematics, vol. 13, no. 10, pp. 1556, 2025.
2025, visited: 06.05.2025.
In: Mathematics, vol. 13, no. 10, 2025, (All Open Access, Gold Open Access, Green Open Access).
Improvement in Continuous Black-box Setting Search Performance by Tuning L-SHADE Differential Evolution Historical Memory Size Parameter Proceedings Article
In: pp. 187 – 190, Slovenian Society Informatika, 2023.
Analysis based on statistical distributions: A practical approach for stochastic solvers using discrete and continuous problems Journal Article
In: Information Sciences, vol. 633, pp. 469–490, 2023.
Self-adaptive differential evolution algorithm with population size reduction for single objective bound-constrained optimization: Algorithm j21 Proceedings Article
In: 2021 IEEE congress on evolutionary computation (CEC), pp. 817–824, IEEE 2021, ISBN: 978-1-7281-8393-0.
Differential evolution algorithm for single objective bound-constrained optimization: Algorithm j2020 Proceedings Article
In: 2020 IEEE congress on evolutionary computation (CEC), pp. 1-8, IEEE 2020.
Two-phase protein folding optimization on a three-dimensional AB off-lattice model Journal Article
In: Swarm and Evolutionary Computation, vol. 57, pp. 100708, 2020.
Population size in differential evolution Proceedings Article
In: Swarm, Evolutionary, and Memetic Computing and Fuzzy and Neural Computing: 7th International Conference, SEMCCO 2019, and 5th International Conference, FANCCO 2019, Maribor, Slovenia, July 10–12, 2019, Revised Selected Papers 7, pp. 21–30, Springer 2020, ISBN: 978-3-030-37838-7.
Wrapper-based feature selection using self-adaptive differential evolution Proceedings Article
In: International Conference on Swarm, Evolutionary, and Memetic Computing, pp. 135–154, Springer 2020.
Improving statistical machine translation quality using differential evolution Journal Article
In: Informatica, vol. 30, no. 4, pp. 629–645, 2019.
In: Swarm and Evolutionary Computation, vol. 50, pp. 100428, 2019.
Distance based parameter adaptation for Success-History based Differential Evolution Journal Article
In: Swarm and Evolutionary Computation, vol. 50, 2019.
The 100-digit challenge: Algorithm jDE100 Proceedings Article
In: 2019 IEEE congress on evolutionary computation (CEC), pp. 19–26, IEEE 2019.
Success history applied to expert system for underwater glider path planning using differential evolution Journal Article
In: Expert Systems with Applications, vol. 119, pp. 155 – 170, 2019.
Analiza algoritma jDE100 za enokriterijsko globalno optimizacijo z realnimi vrednostmi Proceedings Article
In: Proceedings of the Twenty-eight International Electrotechnical and Computer Science Conference ERK 2019, pp. 215-218, Slovenian Section IEEE, 2019, ISSN: 2591-0442.
Differential Evolution and Large-Scale Optimization Applications Journal Article
In: IGI Global, InfoSci-Videos, 2019.
On Tenfold Execution Time in Real World Optimization Problems with Differential Evolution in Perspective of Algorithm Design Proceedings Article
In: 2018 25th International Conference on Systems, Signals and Image Processing (IWSSIP), pp. 1-5, 2018.
Protein folding optimization using differential evolution extended with local search and component reinitialization Journal Article
In: Information Sciences, vol. 454, pp. 178–199, 2018.
Differential Evolution and Systems, Signals, and Image Processing – Tutorial Proceedings Article
In: 2018 25th International Conference on Systems, Signals and Image Processing (IWSSIP), pp. 1-28, 2018.
Differential Evolution for Evolutionary Computation Challenges: examples from tree growth, energy scheduling, and deep ocean underwater robotics – Tutorial Proceedings Article
In: 24th International Conference on Soft Computing, pp. 1-1, 2018.
Multi-objective differential evolution for feature selection in facial expression recognition systems Journal Article
In: Expert Systems with Applications, vol. 89, pp. 129–137, 2017.
Single objective real-parameter optimization: Algorithm jSO Proceedings Article
In: 2017 IEEE congress on evolutionary computation (CEC), pp. 1311–1318, IEEE 2017.
Adaptive Constraint Handling and Success History Differential Evolution for CEC 2017 Constrained Real-Parameter Optimization Proceedings Article
In: Proceedings of the 2017 IEEE Congress on Evolutionary Computation, pp. 2443–2450, 2017.
Success Clusters in Differential Evolution Proceedings Article
In: IEEE SSCI2016 Symposium Series on Computational Intelligence, December 6-9, 2016, Athens, Greece, 2017.
Steady success clusters in Differential Evolution Proceedings Article
In: pp. 1–8, IEEE 2017.
Distance based parameter adaptation for differential evolution Proceedings Article
In: 2017 IEEE Symposium Series on Computational Intelligence (SSCI), 2017, ISBN: 978-1-5386-2726-6.
A hybrid differential evolution for optimal multilevel image thresholding Journal Article
In: Expert Systems with Applications, vol. 65, pp. 221–232, 2016.
Tiled EvoLisa Image Evolution With Blending Triangle Brushstrokes and Gene Compression DE Proceedings Article
In: IEEE Congress on Evolutionary Computation (CEC) 2016, pp. 2618-2625, 2016.
iL-SHADE: Improved L-SHADE algorithm for single objective real-parameter optimization Proceedings Article
In: 2016 IEEE congress on evolutionary computation (CEC), pp. 1188–1195, IEEE 2016.
Differential evolution for protein folding optimization based on a three-dimensional AB off-lattice model Journal Article
In: Journal of molecular modeling, vol. 22, pp. 1–15, 2016.
Differential Evolution Control Parameters Study for Self-Adaptive Triangular Brushstrokes Journal Article
In: Informatica – An International Journal of Computing and Informatics, vol. 39, iss. 2, pp. 105-113, 2016.
Constrained Differential Evolution Optimization for Underwater Glider Path Planning in Sub-mesoscale Eddy Sampling Journal Article
In: Applied Soft Computing, vol. 42, pp. 93-118, 2016.
Self-adaptive control parameters' randomization frequency and propagations in differential evolution Journal Article
In: Swarm and Evolutionary Computation, vol. 25, pp. 72-99, 2015.
Short-term combined economic and emission hydrothermal optimization by surrogate differential evolution Journal Article
In: Applied Energy, vol. 141, pp. 42-56, 2015.
Some improvements of the self-adaptive jDE algorithm Proceedings Article
In: IEEE 2015.
Adaptation in the differential evolution Book Chapter
In: Adaptation and Hybridization in Computational Intelligence, vol. 18, pp. 53 – 68, Springer, 2015.
The usage of differential evolution in a statistical machine translation Journal Article
In: Proceedings, December, 2014, (IEEE SSCI 2014-2014 IEEE Symposium Series on Computational Intelligence-SDE 2014: 2014 IEEE Symposium on Differential Evolution).
Differential evolution for self-adaptive triangular brushstrokes Proceedings Article
In: pp. 105 – 116, 2014.
Vectorized Procedural Models for Animated Trees Reconstruction using Differential Evolution Journal Article
In: Information Sciences, vol. 278, pp. 1-21, 2014.
In: Applied Soft Computing, vol. 24, pp. 95–108, 2014.
Structured Population Size Reduction Differential Evolution with Multiple Mutation Strategies on CEC 2013 real parameter optimization Proceedings Article
In: 2013 IEEE congress on evolutionary computation, pp. 1925 – 1931, IEEE 2013.
Real Parameter Single Objective Optimization using self-adaptive differential evolution algorithm with more strategies Proceedings Article
In: pp. 377 – 383, IEEE 2013.
Tree Model Reconstruction Innovization Using Multi-objective Differential Evolution Proceedings Article
In: 2012 IEEE World Congress on Computational Intelligence (IEEE WCCI 2012), Brisbane, Australia, pp. 575-582, 2012.
Self-adaptive differential evolution algorithm with a small and varying population size Proceedings Article
In: pp. 1–8, IEEE 2012.
Population reduction differential evolution with multiple mutation strategies in real world industry challenges Proceedings Article
In: International Symposium on Evolutionary Computation, pp. 154 – 161, Springer 2012.
Differential Evolution for Parameterized Procedural Woody Plant Models Reconstruction Journal Article
In: Applied Soft Computing, vol. 11, iss. 8, pp. 4904-4912, 2011.











