(ordered by acceptance date)
Driving in the Rain - A Survey Toward Visibility Estimation Through Windshields (2023), Int. Journal Of Intelligent Systems, DOI: 10.1155/2023/9939174 (PDF)
The importance of being constrained: dealing with infeasible solutions in Differential Evolution and beyond (2023), ECJ, DOI: 10.1162/evco_a_00333 (PDF)
Forecasting climate transition regulatory and market risk variables with machine learning
Patterns of Convergence and Bound Constraint Violation in Differential Evolution on SBOX-COST Benchmarking Suite (2023), GECCO, DOI: 10.1145/3583133.3596410 (PDF)
Modular Differential Evolution (2023), GECCO'23, DOI: 10.1145/3583131.3590417 (PDF)
Deep BIAS: Detecting Structural Bias using Explainable AI (2023), GECCO'23, DOI: 10.1145/3583133.3590551 (PDF)
Swarm and Evolutionary Computation—Bridging Theory and Practice (2023), Mathematics, DOI: 10.3390/math11051209 (PDF)
An evolutionary intelligent control system for a flexible joints robot (2023), Applied Soft Computing, DOI: 10.1016/j.asoc.2023.110043 (PDF)
An intelligent optimised estimation of the hydraulic jump roller length (2023), Evo* 23, DOI: 10.1007/978-3-031-30229-9_31 (PDF)
A multispectral image classification framework for estimating the operational risk of lethal wilt in oil palm crops (2023), Evo* 23, DOI: 10.1007/978-3-031-30229-9_32 (PDF)
An AI-based support system for microgrids energy management (2023), Evo* 23, DOI: 10.1007/978-3-031-30229-9_33 (PDF)
Direct deduction of chemical class from NMR spectra (2023), Journal of Magnetic Resonance, DOI: 10.1016/j.jmr.2023.10738 (PDF)
Data-driven design for anomaly detection in network access control systems (2022), IEEE ICBTAS, DOI: 10.1109/ICBATS57792.2023.10111130 (PDF)
EmotiMask: Mapping Mouth Movements to an LED Matrix for Improving Recognition When Teaching With a Face Mask (2022), URL: submission64497 (PDF)
An Empirical Investigation of Multinationality and Stock Price Crash Risk for MNCs in China (2022), Mathematics, DOI: 10.3390/math10193464 (PDF)
Special Issue “Emerging Artificial Intelligence (AI) Technologies for Learning” (2022), Applied Sciences, DOI: 10.3390/app12178819 (PDF)
Particle Swarm Optimization in Practice: Multiple applications in a digital microscope system (2022), Applied Sciences, DOI: 10.3390/app12157827 (PDF)
A New Moving Peaks Benchmark with Attractors for Dynamic Evolutionary Algorithms (2022), Swarm & Evolutionary Comp., DOI: 10.1016/j.swevo.2022.101125 (PDF)
BIAS: A Toolbox for Benchmarking Structural Bias in the Continuous Domain (2022), IEEE Trans. on Evolutionary Computation, DOI: 10.1109/TEVC.2022.3189848 (PDF)
Towards a Software Tool for General Meal Optimisation (2022), Applied Intelligence, DOI: 10.1007/s10489-022-03935-0 (PDF)
Leveraging Immersive Technologies to Support Blended Learning post Covid-19 (2022), Education Sciences, DOI: 10.3390/educsci12070435 (PDF)
Using Structural Bias to Analyse the Behaviour of Modular CMA-ES (2022) GECCO'22 DOI: 10.1145/3520304.3534035 (PDF)
Regression Analysis of Macroeconomic Conditions and Capital Structures of Publicly Listed British Firms (2022), Mathematics, DOI:.10.3390/math10071119 (PDF)
Applications of computational intelligence-based systems for societal enhancement (2022), International Journal of Intelligent Systems, DOI: 10.1002/int.22862 (PDF)
Using Optimisation Meta-Heuristics for the Roughness Estimation Problem in River Flow Analysis (2021), Applied Sciences, DOI: 10.3390/app112210575 (PDF)
Differential evolution outside the box (2021), Information Sciences, DOI: 10.1016/j.ins.2021.09.058 (PDF)
Analysis of structural bias in Differential Evolution configurations (2021), Studies in Computational Intelligence, DOI: 10.1007/978-981-16-8082-3_1 (PDF)
SCIPS: A Serious Game Using A Guidance Mechanic To Scaffold Effective Training For Cyber Security (2021), Information Sciences, DOI: 10.1016/j.ins.2021.08.098 (PDF)
Emergence of Structural Bias in Differential Evolution (2021), GECCO ’21 Companion, DOI: 10.1145/3449726.3463223 (PDF)
Is there Anisotropy in Structural Bias? (2021), GECCO'21 Companion, DOI: 10.1145/3449726.3463218 (PDF)
Evolving Deep Learning Convolutional Neural Networks for Early COVID-19 Detection in Chest X-ray Images (2021), Mathematics, DOI: 10.3390/math9091002 (PDF)
Using Self Organising Maps to Predict and Contain Natural Disasters and Pandemics (2021), International Journal of Intelligent Systems, DOI: 10.1002/int.22440 (PDF)
Fuzzy convolutional deep-learning model to estimate the operational risk capital using multi-source risk events (2021), Applied Soft Computing, DOI: 10.1016/j.asoc.2021.107381 (PDF)
Re-sampled inheritance compact optimization (2020), Knowledge-Based Systems, DOI: https://doi.org/10.1016/j.knosys.2020.106416 (PDF)
A Robust Decision-Making Framework Based on Collaborative Agents (2020), IEEE Access, DOI: 10.1109/ACCESS.2020.3016784 (PDF)
Cooperative and distributed decision-making in a multi-agent perception system for improvised land mines detection (2020), Information Fusion, DOI: 10.1016/j.inffus.2020.06.009 (PDF)
Shallow Buried Improvised Explosive Device Detection With Convolutional Neural Networks (2020), Integrated Computer-Aided Engineering, DOI: 10.3233/ICA-200638 (PDF)
Can Compact Optimisation Algorithms Be Structurally Biased? (2020), PPSN 2020, DOI: 10.1007/978-3-030-58112-1_16 (PDF)
Implementation of a neural network for interpolating light-sources (2020), IEEE COMPSAC 2020, DOI: 10.1109/COMPSAC48688.2020.00-21(PDF)
Identifying Parkinson's Disease Through the Classification of Audio Recording Data (2020), IEEE WCCI, DOI: 10.1109/CEC48606.2020.9185915 (PDF)
A Multi-Agent System for Modelling the Spread of Lethal Wilt in Oil-Palm Plantations (2020), IEEE WCCI, DOI: 10.1109/CEC48606.2020.9185742 (PDF)
Oil Palm Detection via Deep Transfer Learning (2020), IEEE WCCI, DOI: 10.1109/CEC48606.2020.9185838 (PDF)
An Experimental Study of Prediction Methods in Robust Optimization Over Time (2020), IEEE WCCI, DOI: 10.1109/CEC48606.2020.9185910 (PDF)
Can Single Solution Optimisation Methods Be Structurally Biased? (2020), IEEE WCCI, DOI: 10.1109/CEC48606.2020.9185494 (PDF)
Training Data Set Assessment for Decision-Making in a Multiagent Landmine Detection Platform (2020), WCCI 2020, DOI: 10.1109/CEC48606.2020.9185686 (PDF)
The SOS Platform: Designing, Tuning and Statistically Benchmarking Optimisation Algorithms (2020), MDPI Mathematics, DOI: 10.3390/math8050785 (PDF)
Using Data Mining in Educational Administration - A Case Study on Improving School Attendance (2020), Applied Sciences, DOI: 10.3390/app10093116 (PDF)
Efficient Computation of the Nonlinear Schrödinger Equation with Time-Dependent Coefficients (2020), Mathematics, DOI: 10.3390/math8030374 (PDF)
A Clustering System for Dynamic Data Streams Based on Metaheuristic Optimisation (2019), MDPI Mathematics, DOI: 10.3390/math7121229 (PDF)
An Optimisation-Driven Prediction Method for Automated Diagnosis and Prognosis (2019), MDPI Mathematics, DOI: 10.3390/math7111051 (PDF)
A product-centric data mining algorithm for targeted promotions (2019), Journal of Retailing and Consumer Services, DOI: 10.1016/j.jretconser.2019.101940 (PDF)
Validation of convolutional layers in deep learning models to identify patterns in multispectral images (2019), IEEE CISTI, DOI: 10.23919/CISTI.2019.8760741
Infeasibility and structural bias in differential evolution (2019), Information Sciences, DOI: 10.1016/j.ins.2019.05.019 (PDF)
HyperSPAM: A study on hyper-heuristic coordination strategies in the continuous domain (2019), Information Sciences, DOI: 10.1016/j.ins.2018.10.033 (PDF)
Application of uninorms to market basket analysis (2019), International Journal of Intelligent Systems, DOI: 10.1002/int.22039 (PDF)
Compact Optimization Algorithms with Re-Sampled Inheritance (2019), in LNCS, DOI: 10.1007/978-3-030-16692-2_35 (PDF)
A comparison of three differential evolution strategies in terms of early convergence with different population sizes (2019), AIP Conference Proceedings, DOI: 10.1063/1.5089969 (PDF)
Improving (1+1) covariance matrix adaptation evolution strategy: A simple yet efficient approach (2019), AIP Conference Proceedings, DOI: 10.1063/1.5089971
Structural bias in differential evolution: A preliminary study (2019) AIP Conference Proceedings, DOI: 10.1063/1.5089972
A study on rotation invariance in differential evolution (2018), Swarm and Evolutionary Computation, DOI: 10.1016/j.swevo.2018.08.013
Rotation Invariance and Rotated Problems: An Experimental Study on Differential Evolution (2018), LNCS including LNAI, DOI: 10.1007/978-3-319-77538-8_41
Large scale problems in practice: The effect of dimensionality on the interaction among variables (2017), LNCS including LNAI, DOI: 10.1007/978-3-319-55849-3_41
Cluster-Based Population Initialization for differential evolution frameworks (2015), Information Sciences, DOI: 10.1016/j.ins.2014.11.026
Continuous parameter pools in ensemble differential evolution (2015), IEEE SSCI'15, DOI: 10.1109/SSCI.2015.216
Multicriteria adaptive differential evolution for global numerical optimization (2015), Integrated Computer-Aided Engineering, DOI: 10.3233/ICA-150481
Structural bias in population-based algorithms (2015), Information Sciences, DOI: 10.1016/j.ins.2014.11.035
A Separability Prototype for Automatic Memes with Adaptive Operator Selection (2014), IEEE FOCI'14 at SSCI'14, DOI: 10.1109/FOCI.2014.7007809
A differential evolution framework with ensemble of parameters and strategies and pool of local search algorithms (2014),LNCS,DOI:10.1007/978-3-662-45523-4_50
An analysis on separability for Memetic Computing automatic design (2014), Information Sciences, DOI: 10.1016/j.ins.2013.12.044
Multi-strategy coevolving aging particle optimization (2014), International Journal of Neural Systems, DOI: 10.1142/S0129065714500087
A CMA-ES super-fit scheme for the re-sampled inheritance search (2013 ) IEEE CEC'13, DOI: 10.1109/CEC.2013.6557692
Focusing the search: A progressively shrinking memetic computing framework (2013), IJCA, DOI: 10.1504/IJICA.2013.055929
Memory-saving memetic computing for path-following mobile robots (2013), Applied Soft Computing Journal, DOI: 10.1016/j.asoc.2012.11.039
Micro-differential evolution with extra moves along the axes (2013) IEEE SDE'13 at SSCI'13, DOI: 10.1109/SDE.2013.6601441
Parallel memetic structures (2013), Information Sciences, DOI: 10.1016/j.ins.2012.11.017
Re-sampled inheritance search: High performance despite the simplicity (2013), Soft Computing, DOI: 10.1007/s00500-013-1106-7
Re-sampling search: A seriously simple memetic approach with a high performance (2013), IEEE Workshop on MC'13 at IEEE SSCI'13, DOI: 10.1109/MC.2013.6608207
Single particle algorithms for continuous optimization (2013) IEEE CEC'13, DOI: 10.1109/CEC.2013.6557754
Super-fit multicriteria adaptive differential evolution (2013), IEEE CEC'13, DOI: 10.1109/CEC.2013.6557763
Compact differential evolution light: High performance despite limited memory requirement and modest computational overhead (2012) Comput. Sci. Technol. DOI: 10.1007/s11390-012-1284-2
Handling non-separability in Three Stage Optimal Memetic Exploration (2012) Proceedings of the 5th International Conference on BBIOMA (PDF)
Meta-Lamarckian learning in three stage optimal memetic exploration (2012), in UKCI'12, DOI: 10.1109/UKCI.2012.6335770
The importance of being structured: A comparative study on multi stage memetic approaches (2012), in UKCI'12, DOI: 10.1109/UKCI.2012.6335768
Three variants of three stage optimal memetic exploration for handling non-separable fitness landscapes (2012), in UKCI'12, DOI: 10.1109/UKCI.2012.6335767
Robot base disturbance optimization with compact differential evolution light (2012), in LNCS including LNAI, DOI: 10.1007/978-3-642-29178-4_29
Pre-prints of accepted maunuscripts are also downloadable from RG.
Applications of Computational Intelligence based Systems for Societal Enhancement (International Journal of Intelligent systems, Wiley, deadline: January 2021) [webpage link]
Emerging Artificial Intelligence (AI) Technologies for Learning (MDPI Applied Sceicnes, closes on ) [webpage link]
Evolutionary Computation & Swarm Intelligence (MDPI Mathematics, closed on 20 April 2020) [webpage link]
Intelligent Systems and Supply Chains for Sustainable Development at IEEE ISTAS 2023 [Webpage link] - Proceedigs Chair
Computational Intelligence for Sustainability at EVO* (EVOAPPS) 2023 [webpage link]
Workshop Analysing Algorithmic Behaviour of Optimisation Heuristics (AABOH) at GECCO since 2021 [webpage links 2021 2022, 2023]
Special Session on Applications of Nature-Inspired Computing for Sustainability and Development at EVOAPSS 2021 and 2022 (Part of EVO*) [webpage link]
Special Session on Recent advances on Computational Intelligence Techniques and Applications at IEEE WCCI 2020 [wenbpage link]
2014 IEEE Workshop on Memetic Computing at IEEE SSCI 2014 [wenbpage link]
IEEE Congress on Evolutionary Computation (CEC) 2013/2014/2015/2017;
IEEE Symposium Series on Computational Intelligence (SSCI) 2013/2014/2015/2017;
EvoStar 2017/2018/2019/2020
GECCO: The Genetic and Evolutionary Computation Conference 2019/2020
Parallel Problem Solving from Nature (PPSN) 2020
International Conference on Swarm, Evolutionary, and Memetic Computing 2013 (SEMCCO 2013).
ICPMS 2019, IJCC 2019/2020, etc.
Workshop on Machine Learning and Optimization for Communications Networks (MaLeN) 2020
International Conference on Physics, Mathematics and Statistics (ICPMS2019)
ECTA at International Joint Conference on Computational Intelligence (IJCC) 2019/2020
The Stochastic Optimisation Software (SOS) platform (Version v1.0.0-alpha) (2019) , Zenodo, DOI: 10.5281/zenodo.3237023 (webpage)
Differential Evolution Outside the Box (Mendely) 10.17632/cjjw6hpv9b.1
Structural Bias in Optimisation Algorithms: Extended Results (Mendeley) 10.17632/zdh2phb3b4.2
Raw data & extended results for: a study on rotation invariance in differential evolution (Mendeley) 10.17632/psp65d2nbc.1
Raw data & extended results for "HyperSPAM: A study on hyper-heuristic Coordination Strategies in the Continuous Domain" (Mendeley) 10.17632/6st7grtxfr.1
Light Sources & Shadow Detection Dataset (Mendeley) 10.17632/4fgys3cj58.2
Intelligent system to improve the sustainability of oil palm crops through the construction of forecasting maps (Figshare) link-to-project-repo
Collaborative methodology for enhancing sustainability in rural communities and the use of land (Figshare) link-to-project-repo
Some extended results pdf files for structural bias studies: http://www.tech.dmu.ac.uk/~fcaraf00/BIAS/
Various extended numerical results pdf files: www.tech.dmu.ac.uk/~fcaraf00/NumericalResults
Algorithmic issues in computational intelligence optimization: from design to implementation, from implementation to design (2016), University of Jyväskylä (URL)
Novel Memetic Computing Structures for Continuous Optimisation (2014), De Montfort University, http://hdl.handle.net/2086/10629
Collaborative methodology for enhancing sustainability in rural communities and the use of land (23K GBP)
A Genetic Fuzzy System for predicting the spread of the Fatal Slow Wilt (FSW) disease in oil palm plantations (3k GBP)
My research is strongly oriented towards metaheuristics for optimisation (stochastic optimisation, Evolutionary Computation) at both the theoretical and applied level. I also have an interest in all other areas of Computational Intelligence such us neural systems and intelligent systems. Some ideas for MSc projects and PhD applications can be found in the slide presentation below