IEEE 12th International Conference on Intelligent Control and Information Processing (ICICIP)
IEEE
| 2024
Proposes an adaptive crossover selection mechanism that dynamically chooses between binomial and exponential crossover strategies based on historical performance, significantly improving DE's robustness across diverse problem classes on CEC2017 benchmarks.
Discover Electronics
Springer Nature
| 2025
Applies zero-shot learning with short-time Fourier transform features to classify radar and communication signals, demonstrating generalization to unseen signal types without retraining.
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Under Review
Introduces ModSHADE, a DE algorithm built on SHADE with triple-mutation ensemble, dual-bin crossover with adaptive rates, and probability-based parameter adaptation. Tested on CEC 2014 and 2017 benchmarks, it achieves improved convergence speed and robustness over standard SHADE.
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Under Review
A comparative study of state-of-the-art adaptive and hybrid DE variants, analyzing their performance on CEC 2017 benchmark functions. Highlights competitive performance in high-dimensional and complex scenarios, and outlines future directions for large-scale optimization and AI integration.
European Journal of Electrical Engineering and Computer Science
Designs and evaluates an IoT-based smart medication reminder system that improves patient adherence through automated alerts, real-time monitoring, and caregiver integration.
FORCE: Focus on Research in Contemporary Economics