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A simple recurrent neural network for solution of linear programming: Application to a Microgrid

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dc.contributor.author Loza-López, Martín
dc.contributor.author Ruiz-Cruz, Riemann
dc.contributor.author Loukianov, Alexander
dc.contributor.author Sánchez-Torres, Juan D.
dc.contributor.author Sánchez-Camperos, Edgar
dc.date.accessioned 2016-04-26T14:42:53Z
dc.date.available 2016-04-26T14:42:53Z
dc.date.issued 2014-12-09
dc.identifier.citation Sánchez-Torres, J.D.; Loza-Lopez, M.J.; Ruiz-Cruz, R.; Sanchez, E.N.; Loukianov, A.G., "A simple recurrent neural network for solution of linear programming: Application to a Microgrid,"Computational Intelligence Applications in Smart Grid (CIASG), 2014 IEEE Symposium on, Orlando, USA, Dec. 2014, pp.1,7, 9-12. es
dc.identifier.other DOI: 10.1109/CIASG.2014.7011550
dc.identifier.uri http://hdl.handle.net/11117/3327
dc.description The aim of this paper is to present a simple new class of recurrent neural networks, which solves linear programming. It is considered as a sliding mode control problem, where the network structure is based on the Karush-Kuhn-Tucker (KKT) optimality conditions, and the KKT multipliers are the control inputs to be implemented with finite time stabilizing terms based on the unit control, instead of common used activation functions. Thus, the main feature of the proposed network is the fixed number of parameters despite of the optimization problem dimension, which means, the network can be easily scaled from a small to a higher dimension problem. The applicability of the proposed scheme is tested on real-time optimization of an electrical Microgrid prototype. es
dc.description.sponsorship Consejo Nacional de Ciencia y Tecnología es
dc.language.iso eng es
dc.publisher Institute of Electrical and Electronics Engineers es
dc.relation.ispartofseries IEEE Symposium on Computational Intelligence Applications in Smart Grid (CIASG);2014
dc.rights.uri http://quijote.biblio.iteso.mx/licencias/CC-BY-NC-2.5-MX.pdf es
dc.subject Microgrids es
dc.subject Recurrent Neural Networks es
dc.title A simple recurrent neural network for solution of linear programming: Application to a Microgrid es
dc.type info:eu-repo/semantics/conferencePaper es
rei.revisor 2014 IEEE Symposium on Computational Intelligence Applications in Smart Grid (CIASG)
rei.peerreviewed Yes es


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