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Dynamics of Multi-Point Singular Fifth-Order Lane-Emden System With Neuro-Evolution Heuristics

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2022

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Springer Heidelberg

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Abstract

The objective of the presented communication is to examine and analyze the solutions of nonlinear multi-singular fifth-order Lane-Emden (LE) system for different scenarios by variation of shape factors settled on the equivalent design of the LE equations. The neuro-evolution based stochastic computing is explored for the numerical measures using the artificial neural networks (ANNs) models for the appropriate continuous mapping, while the learning of decision variables is conducted using the integrated meta-heuristic global search of genetic algorithms (GA) hybrid with the local search efficiency of active-set (AS) i.e., ANN-GA-AS scheme. The numerical approach ANN-GA-AS is applied efficiently for the fifth kind of nonlinear LE model and statistical calculations further validate the accuracy, robustness as well as convergence.

Description

Ali, Mohamed/0000-0002-0795-0709; Sabir, Zulqurnain/0000-0001-7466-6233; Fathurrochman, Irwan/0000-0002-8878-1387; Raja, Muhammad Asif Zahoor/0000-0001-9953-822X; Sadat, Rahma/0000-0001-6954-5517

Keywords

Lane-Emden System, Singular Systems, Numerical Computing, Active-Set Method, Genetic Algorithms, Artificial Neural Networks, Statistical Assessments

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Sabir, Zulqurnain;...et.al. (2022). "Dynamics of multi-point singular fifth-order Lane–Emden system with neuro-evolution heuristics", Evolving Systems, Vol.13, No.6, pp.795-806.

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13

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6

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795

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806
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