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Identification of fixed points is very important in dynamic systems analysis. One method used is based on polynomial regression. In this article, we show that methods other than that of Aguirre and Souza can be more accurate if the classical assumptions for regression are violated. Simulation results reveal that an artificial neural network (ANN) is more precise than the Aguirre and Souza method, which is based on cluster expansion method. Overall, ANN is the best method for finding fixed (equilibrium) points of nonlinear time series, followed by nonparametric regression in terms of accuracy. For larger sample sizes, ANN estimates are generally accurate and the method is robust to changes in the signal/noise ratio. © 2013 Wiley Periodicals, Inc. Complexity 19: 30–39, 2014 相似文献
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Shapour Heidarkhani Massimiliano Ferrara Amjad Salari Giuseppe Caristi 《复变函数与椭圆型方程》2016,61(11):1494-1516
This paper deals with the existence of solutions for a class of p(x)-biharmonic equations with Navier boundary conditions. The approach is based on variational methods and critical point theory. Indeed, we investigate the existence of two solutions for the problem under some algebraic conditions with the classical Ambrosetti–Rabinowitz condition on the nonlinear term. Moreover, by combining two algebraic conditions on the nonlinear term which guarantee the existence of two solutions, applying the mountain pass theorem given by Pucci and Serrin we establish the existence of the third solution for the problem. 相似文献
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Existence of one non‐trivial anti‐periodic solution for second‐order impulsive differential inclusions
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Armin Hadjian Shapour Heidarkhani 《Mathematical Methods in the Applied Sciences》2017,40(14):5009-5017
The existence of one non‐trivial solution for a second‐order impulsive differential inclusion is established. More precisely, a recent critical point result is exploited, in order to prove the existence of a determined open interval of positive eigenvalues for which the considered problem admits at least one non‐trivial anti‐periodic solution. Copyright © 2017 John Wiley & Sons, Ltd. 相似文献
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Shapour Heidarkhani Ghasem A. Afrouzi Johnny Henderson Shahin Moradi Giuseppe Caristi 《Journal of Difference Equations and Applications》2017,23(5):917-938
Critical point results for Kirchhoff-type discrete boundary value problems are exploited in order to prove that a suitable class possesses at least one solution under an asymptotical behaviour of the potential of the nonlinear term at zero, and also possesses infinitely many solutions under some hypotheses on the behaviour of the potential of the nonlinear term at infinity. Some recent results are extended and improved. Some examples are presented to demonstrate the applications of our main results. 相似文献
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Ghasem A. Afrouzi Armin Hadjian Shapour Heidarkhani 《Mediterranean Journal of Mathematics》2013,10(3):1317-1331
In this paper, we prove the existence of infinitely many weak solutions for a mixed doubly eigenvalue boundary value problem. The approach is based on variational methods. 相似文献
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Shapour Heidarkhani 《Journal of Difference Equations and Applications》2013,19(2):96-110
In this paper we establish the existence of multiple solutions for a partial discrete Dirichlet problem depending on a real parameter. More precisely, under appropriate assumptions on the nonlinearities, we determine exact collections of parameters such that the treated problems admit at least three solutions. 相似文献
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John R. Graef Shapour Heidarkhani Lingju Kong 《Mediterranean Journal of Mathematics》2016,13(4):1625-1640
In this paper, the authors discuss the existence of multiple solutions to a class of second-order Sturm–Liouville boundary value systems. Their proofs are based on variational methods and critical point theory. 相似文献
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Shapour Heidarkhani Ghasem A. Afrouzi Massimiliano Ferrara Shahin Moradi 《复变函数与椭圆型方程》2016,61(7):931-968
In this paper, we study the existence of multiple solutions for impulsive fourth-order differential equations of Kirchhoff type. Using a variational method and some critical points theorems, we obtain some new criteria for guaranteeing that impulsive fourth-order differential equations of Kirchhoff type have three and infinitely many solutions. Some recent results are extended and improved. Some examples are presented to demonstrate the applications of our main results. 相似文献
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Shapour Heidarkhani 《Mathematica Slovaca》2014,64(5):1249-1266
In this paper, employing a very recent local minimum theorem for differentiable functionals due to Bonanno, the existence of at least one nontrivial solution for a class of systems of n fourth order partial differential equations coupled with Navier boundary conditions is established. 相似文献