Robotics and Computer-Integrated Manufacturing
An integrated framework of hybrid evolutionary computations
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Memetic compact differential evolution for cartesian robot control
IEEE Computational Intelligence Magazine
Real-time particle swarm optimization based current harmonic cancellation
Engineering Applications of Artificial Intelligence
Disturbed Exploitation compact Differential Evolution for limited memory optimization problems
Information Sciences: an International Journal
Compact Genetic Algorithms using belief vectors
Applied Soft Computing
Opposition-based learning in compact differential evolution
EvoApplications'11 Proceedings of the 2011 international conference on Applications of evolutionary computation - Volume Part I
Ockham's Razor in memetic computing: Three stage optimal memetic exploration
Information Sciences: an International Journal
Estimation distribution differential evolution
EvoApplicatons'10 Proceedings of the 2010 international conference on Applications of Evolutionary Computation - Volume Part I
Noise analysis compact genetic algorithm
EvoApplicatons'10 Proceedings of the 2010 international conference on Applications of Evolutionary Computation - Volume Part I
Robot base disturbance optimization with compact differential evolution light
EvoApplications'12 Proceedings of the 2012t European conference on Applications of Evolutionary Computation
Compact bacterial foraging optimization
SIDE'12 Proceedings of the 2012 international conference on Swarm and Evolutionary Computation
A memory efficient and continuous-valued compact EDA for large scale problems
Proceedings of the 14th annual conference on Genetic and evolutionary computation
Compact Particle Swarm Optimization
Information Sciences: an International Journal
A hybrid compact genetic algorithm applied to the multi-level capacitated lot sizing problem
Proceedings of the 28th Annual ACM Symposium on Applied Computing
Focusing the search: a progressively shrinking memetic computing framework
International Journal of Innovative Computing and Applications
A hybrid cGA applied to the MLCLSP with overtime
ACM SIGAPP Applied Computing Review
Synergistic approaches to mobile intelligent transportation systems considering low penetration rate
Pervasive and Mobile Computing
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Recent research on compact genetic algorithms (cGAs) has proposed a number of evolutionary search methods with reduced memory requirements. In cGAs, the evolution of populations is emulated by processing a probability vector with specific update rules. This paper considers the implementation of cGAs in microcontroller-based control platforms. In particular, to overcome some problems related to the binary encoding schemes adopted in most cGAs, this paper also proposes a new variant based on a real-valued solution coding. The presented variant achieves final solutions of the same quality as those found by binary cGAs, with a significantly reduced computational cost. The potential of the proposed approach is assessed by means of an extensive comparative study, which includes numerical results on benchmark functions, simulated and experimental microcontroller design problems.