An Improved Controlled Random Search Method. - Vasileios Charilogis; Ioannis G. Tsoulos; Alexandros T. Tzallas; Nikolaos P. Anastasopoulos (Symmetry, 2021)

MinCentre: using clustering in global optimisation. - Vasileios Charilogis; Ioannis G. Tsoulos (Int. J. Comput. Intell. Stud., 2022)

Toward an Ideal Particle Swarm Optimizer for Multidimensional Functions. - Vasileios Charilogis; Ioannis G. Tsoulos (Inf., 2022)

Modifications for the Differential Evolution Algorithm. - Vasileios Charilogis; Ioannis G. Tsoulos; Alexandros T. Tzallas; Evangelos Karvounis (Symmetry, 2022)

Locating the Parameters of RBF Networks Using a Hybrid Particle Swarm Optimization Method. - Ioannis G. Tsoulos; Vasileios Charilogis (Algorithms, 2023)

An Intelligent Technique for Initial Distribution of Genetic Algorithms. - Vasileios Charilogis; Ioannis G. Tsoulos; Vasilis Stavrou (Axioms, 2023)

An Improved Parallel Particle Swarm Optimization. - Vasileios Charilogis; Ioannis G. Tsoulos; Alexandros T. Tzallas (SN Comput. Sci., 2023)

Predicting the Duration of Forest Fires Using Machine Learning Methods. - Constantina Kopitsa; Ioannis G. Tsoulos; Vasileios Charilogis; Athanassios Stavrakoudis (Future Internet, 2024)

EOFA: An Extended Version of the Optimal Foraging Algorithm for Global Optimization Problems. - Glykeria Kyrou; Vasileios Charilogis; Ioannis G. Tsoulos (Comput., 2024)

Combining Parallel Stochastic Methods and Mixed Termination Rules in Optimization. - Vasileios Charilogis; Ioannis G. Tsoulos; Anna Maria Gianni (Algorithms, 2024)

Introducing a New Genetic Operator Based on Differential Evolution for the Effective Training of Neural Networks. - Ioannis G. Tsoulos; Vasileios Charilogis; Dimitrios G. Tsalikakis (Comput., 2025)

OPTIMUS: A Multidimensional Global Optimization Package. - Ioannis G. Tsoulos; Vasileios Charilogis; Glykeria Kyrou; Vasileios N. Stavrou; Alexandros T. Tzallas (J. Open Source Softw., 2025)