A new computational intelligence numerical scheme is presented for the solution of second order nonlinear singular functional differential equations (FDEs) using artificial neural networks (ANNs), global operator genetic algorithms (GAs), efficient local operator interio-rpoint algorithm (IPA), and the hybrid combination of GA-IPA. An unsupervised error function is assembled for the DDE optimized by ANNs using the hybrid combination of GA-IPA. Three kinds of the second order nonlinear singular DDEs have been solved numerically and compared their results with the exact solutions to authenticate the performance and exactness of the present designed scheme. Moreover, statistical analysis based on Mean absolute deviation, Theil's inequality coefficient and Nash Sutcliffe efficiency is also performed to validate the convergence and accuracy of the present scheme. (C) 2019 Elsevier Inc. All rights reserved.
机构:
Xidian Univ, Sch Math & Stat, Xian 710071, Peoples R China
Henan Normal Univ, Sch Math & Informat Sci, Xinxiang 453007, Henan, Peoples R ChinaXidian Univ, Sch Math & Stat, Xian 710071, Peoples R China
Yang, Ximei
;
Liu, Hongwei
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Xidian Univ, Sch Math & Stat, Xian 710071, Peoples R ChinaXidian Univ, Sch Math & Stat, Xian 710071, Peoples R China
Liu, Hongwei
;
Zhang, Yinkui
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机构:
Henan Normal Univ, Sch Math & Informat Sci, Xinxiang 453007, Henan, Peoples R ChinaXidian Univ, Sch Math & Stat, Xian 710071, Peoples R China
机构:
North China Univ Water Resources & Elect Power, Coll Math & Informat Sci, Zhengzhou 450000, Peoples R ChinaNorth China Univ Water Resources & Elect Power, Coll Math & Informat Sci, Zhengzhou 450000, Peoples R China
Zhang, Yu
;
Cattani, Carlo
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Univ La Tuscia, Engn Sch DEIM, I-01100 Viterbo, ItalyNorth China Univ Water Resources & Elect Power, Coll Math & Informat Sci, Zhengzhou 450000, Peoples R China
Cattani, Carlo
;
Yang, Xiao-Jun
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China Univ Min & Technol, Dept Math & Mech, Xuzhou 221008, Peoples R ChinaNorth China Univ Water Resources & Elect Power, Coll Math & Informat Sci, Zhengzhou 450000, Peoples R China
机构:
Xidian Univ, Sch Math & Stat, Xian 710071, Peoples R China
Henan Normal Univ, Sch Math & Informat Sci, Xinxiang 453007, Henan, Peoples R ChinaXidian Univ, Sch Math & Stat, Xian 710071, Peoples R China
Yang, Ximei
;
Liu, Hongwei
论文数: 0引用数: 0
h-index: 0
机构:
Xidian Univ, Sch Math & Stat, Xian 710071, Peoples R ChinaXidian Univ, Sch Math & Stat, Xian 710071, Peoples R China
Liu, Hongwei
;
Zhang, Yinkui
论文数: 0引用数: 0
h-index: 0
机构:
Henan Normal Univ, Sch Math & Informat Sci, Xinxiang 453007, Henan, Peoples R ChinaXidian Univ, Sch Math & Stat, Xian 710071, Peoples R China
机构:
North China Univ Water Resources & Elect Power, Coll Math & Informat Sci, Zhengzhou 450000, Peoples R ChinaNorth China Univ Water Resources & Elect Power, Coll Math & Informat Sci, Zhengzhou 450000, Peoples R China
Zhang, Yu
;
Cattani, Carlo
论文数: 0引用数: 0
h-index: 0
机构:
Univ La Tuscia, Engn Sch DEIM, I-01100 Viterbo, ItalyNorth China Univ Water Resources & Elect Power, Coll Math & Informat Sci, Zhengzhou 450000, Peoples R China
Cattani, Carlo
;
Yang, Xiao-Jun
论文数: 0引用数: 0
h-index: 0
机构:
China Univ Min & Technol, Dept Math & Mech, Xuzhou 221008, Peoples R ChinaNorth China Univ Water Resources & Elect Power, Coll Math & Informat Sci, Zhengzhou 450000, Peoples R China