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

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dc.contributor.authorLoza-López, Martín
dc.contributor.authorRuiz-Cruz, Riemann
dc.contributor.authorLoukianov, Alexander
dc.contributor.authorSánchez-Torres, Juan D.
dc.contributor.authorSánchez-Camperos, Edgar
dc.date.accessioned2016-04-26T14:42:53Z
dc.date.available2016-04-26T14:42:53Z
dc.date.issued2014-12-09
dc.descriptionThe 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.sponsorshipConsejo Nacional de Ciencia y Tecnologíaes
dc.identifier.citationSánchez-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.otherDOI: 10.1109/CIASG.2014.7011550
dc.identifier.urihttp://hdl.handle.net/11117/3327
dc.language.isoenges
dc.publisherInstitute of Electrical and Electronics Engineerses
dc.relation.ispartofseriesIEEE Symposium on Computational Intelligence Applications in Smart Grid (CIASG);2014
dc.rights.urihttp://quijote.biblio.iteso.mx/licencias/CC-BY-NC-2.5-MX.pdfes
dc.subjectMicrogridses
dc.subjectRecurrent Neural Networkses
dc.titleA simple recurrent neural network for solution of linear programming: Application to a Microgrides
dc.typeinfo:eu-repo/semantics/conferencePaperes
rei.peerreviewedYeses
rei.revisor2014 IEEE Symposium on Computational Intelligence Applications in Smart Grid (CIASG)

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