| dc.contributor.author | Loukianov, Alexander | |
| dc.contributor.author | Sánchez-Torres, Juan D. | |
| dc.contributor.author | Sánchez-Camperos, Edgar | |
| dc.date.accessioned | 2016-04-26T15:10:05Z | |
| dc.date.accessioned | 2023-03-10T18:11:58Z | |
| dc.date.available | 2016-04-26T15:10:05Z | |
| dc.date.available | 2023-03-10T18:11:58Z | |
| dc.date.issued | 2014-12-09 | |
| dc.identifier.citation | Sánchez-Torres, J.D.; Sánchez, E.N.; Loukianov, A.G., "A discontinuous recurrent neural network with predefined time convergence for solution of linear programming,"Swarm Intelligence (SIS), 2014 IEEE Symposium on, Orlando, USA, Dec. 2014, pp.1,5, 9-12. | es |
| dc.identifier.other | INSPEC: 14855601 | |
| dc.identifier.uri | https://hdl.handle.net/20.500.12032/71492 | |
| dc.description | The aim of this paper is to introduce a new recurrent neural network to solve linear programming. The main characteristic of the proposed scheme is its design based on the predefined-time stability. The predefined-time stability is a stronger form of finite-time stability which allows the a priori definition of a convergence time that does not depend on the network initial state. The network structure is based on the Karush-Kuhn-Tucker (KKT) conditions and the KKT multipliers are proposed as sliding mode control inputs. This selection yields to an one-layer recurrent neural network in which the only parameter to be tuned is the desired convergence time. With this features, the network can be easily scaled from a small to a higher dimension problem. The simulation of a simple example shows the feasibility of the current approach. | 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 | 2014 IEEE Symposium on Swarm Intelligence (SIS); | |
| dc.rights.uri | http://quijote.biblio.iteso.mx/licencias/CC-BY-NC-2.5-MX.pdf | es |
| dc.subject | Recurrent Neural Networks | es |
| dc.subject | Linear Programming | es |
| dc.subject | Predefined-time Stability | es |
| dc.title | A discontinuous recurrent neural network with predefined time convergence for solution of linear programming | es |
| dc.type | info:eu-repo/semantics/conferencePaper | es |
