Progress in Artificial Intelligence Techniques: from Brain to Emotion

Tole Sutikno, Mochammad Facta, G.R. Arab Markadeh

Abstract


Artificial Intelligence (AI) techniques, e.g. expert system (ES), fuzzy logic (FL), artificial neural network (ANN), genetic algorithm (GA), particle swarm optimization (PSO) and biologically inspired (BI) have recently been applied widely in power electronics and motor drives.Each AI method has its own uniqueness and characteristics. Recently, researchers have developed a computational model of emotional learning in mammalian brain, namely brain emotional learning based intelligent controller (BELBIC). The results indicate the ability of BELBIC to control unknown non-linear dynamic systems. Therefore, the BELBIC can be easily adopted for niche mechatronics and industrial applications.

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References


Markadeh GRA, Daryabeigi E, Lucas C, Rahman MA. Speed and Flux Control of Induction Motors Using Emotional Intelligent Controller. IEEE Transactions on Industry Applications. 2011; 47(3): 1126-1135.

Zarchi HA, Daryabeigi E, Markadeh GRA, Soltani J. Emotional controller (BELBIC) based DTC for Encoderless Synchronous Reluctance Motor drives. Power Electronics, Drive Systems and Technologies Conference (PEDSTC). Tehran, Iran. 2011; 478-483.

Bose BK. Nonlinear Network Applications in Power Electronics and Motor Drives-An Introduction and Perspective. IEEE Trans. on Ind. Electronics. 2007; 54(1): 14-33.

Kennedy J, Eberhart RC. Particle Swarm Optimization. In: Proceedings-IEEE International Conference on Neural Networks (ICNN). Perth, Australia. 1995; IV: 1942–1948.

Dorrah HT, El-Garhy AM, El-Shimy ME. PSO-BELBIC Scheme For Two-Coupled Distillation Colum Process. Journal of Advanced Research. 2011; 2: 73-83

Lucas C, Shahmirzadi D, and Sheikholeslami N. Introducing BELBIC: Brain Emotional Learning Based Intelligent Control. Int. J. Intell. Automat. Soft Comput. 2004; 10(1): 11–22.

Rahman MA, Milasi RM, Lucas C, Arrabi BN, and Radwan TS. Implementation of Emotional Controller for Interior Permanent Magnet Synchronous Motor Drive. IEEE Trans. Ind. Appl. 2008; 44(5): 1466–1476.

Daryabeigi E, Markadeh GRA, Lucas C. Emotional controller (BELBIC) for Electric Drives - A review. 36th Annual Conference on IEEE Industrial Electronics Society (IECON). Glendale, Arizona. 2010; 2901-2907.




DOI: http://dx.doi.org/10.12928/telkomnika.v9i2.729

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