Finite-time stabilization and energy consumption estimation for delayed neural networks with bounded activation function
被引:17
作者:
Chen, Chongyang
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机构:
China Univ Min & Technol, Sch Math, Xuzhou 221116, Jiangsu, Peoples R ChinaChina Univ Min & Technol, Sch Math, Xuzhou 221116, Jiangsu, Peoples R China
Chen, Chongyang
[1
]
Zhu, Song
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机构:
China Univ Min & Technol, Sch Math, Xuzhou 221116, Jiangsu, Peoples R ChinaChina Univ Min & Technol, Sch Math, Xuzhou 221116, Jiangsu, Peoples R China
Zhu, Song
[1
]
Wang, Min
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机构:
China Univ Min & Technol, Sch Math, Xuzhou 221116, Jiangsu, Peoples R ChinaChina Univ Min & Technol, Sch Math, Xuzhou 221116, Jiangsu, Peoples R China
Wang, Min
[1
]
Yang, Chunyu
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机构:
China Univ Min & Technol, Sch Informat & Control Engn, Xuzhou 221116, Jiangsu, Peoples R ChinaChina Univ Min & Technol, Sch Math, Xuzhou 221116, Jiangsu, Peoples R China
Yang, Chunyu
[2
]
Zeng, Zhigang
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机构:
Huazhong Univ Sci & Technol, Sch Artificial Intelligence & Automat, Wuhan 430074, Peoples R ChinaChina Univ Min & Technol, Sch Math, Xuzhou 221116, Jiangsu, Peoples R China
Zeng, Zhigang
[3
]
机构:
[1] China Univ Min & Technol, Sch Math, Xuzhou 221116, Jiangsu, Peoples R China
[2] China Univ Min & Technol, Sch Informat & Control Engn, Xuzhou 221116, Jiangsu, Peoples R China
[3] Huazhong Univ Sci & Technol, Sch Artificial Intelligence & Automat, Wuhan 430074, Peoples R China
Nonlinear neural networks;
Time delay;
Finite-time stability;
Energy consumption;
GLOBAL EXPONENTIAL STABILITY;
ADAPTIVE-CONTROL;
VARYING DELAYS;
FEEDBACK;
D O I:
10.1016/j.neunet.2020.07.032
中图分类号:
TP18 [人工智能理论];
学科分类号:
081104 ;
0812 ;
0835 ;
1405 ;
摘要:
This paper concentrates on finite-time stabilization and energy consumption estimation for one type of delayed neural networks (DNNs) with bounded activation function. Under the bounded activation function condition and using the comparison theorem, a new switch controller is proposed to ensure the finite-time stability of the considered DNNs. Furthermore, the energy consumption produced in system controlling is estimated by inequality techniques. We generalize the previous results about the problem of finite-time stabilization and energy consumption estimation for neural networks. Ultimately, two numerical simulations are carried out to verify the validity of our results. (C) 2020 Elsevier Ltd. All rights reserved.
机构:
Thiruvalluvar Univ, Dept Math, Vellore 632115, Tamil Nadu, IndiaThiruvalluvar Univ, Dept Math, Vellore 632115, Tamil Nadu, India
Ali, M. Syed
Gunasekaran, N.
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机构:
Thiruvalluvar Univ, Dept Math, Vellore 632115, Tamil Nadu, IndiaThiruvalluvar Univ, Dept Math, Vellore 632115, Tamil Nadu, India
Gunasekaran, N.
Zhu, Quanxin
论文数: 0引用数: 0
h-index: 0
机构:
Nanjing Normal Univ, Sch Math Sci, Nanjing 210023, Jiangsu, Peoples R China
Nanjing Normal Univ, Inst Finance & Stat, Nanjing 210023, Jiangsu, Peoples R China
Univ Bielefeld, Dept Math, D-33615 Bielefeld, GermanyThiruvalluvar Univ, Dept Math, Vellore 632115, Tamil Nadu, India
机构:
Thiruvalluvar Univ, Dept Math, Vellore 632115, Tamil Nadu, IndiaThiruvalluvar Univ, Dept Math, Vellore 632115, Tamil Nadu, India
Ali, M. Syed
Saravanakumar, R.
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机构:
Thiruvalluvar Univ, Dept Math, Vellore 632115, Tamil Nadu, IndiaThiruvalluvar Univ, Dept Math, Vellore 632115, Tamil Nadu, India
Saravanakumar, R.
Cao, Jinde
论文数: 0引用数: 0
h-index: 0
机构:
Southeast Univ, Dept Math, Nanjing 210096, Jiangsu, Peoples R China
King Abdulaziz Univ, Dept Math, Fac Sci, Jeddah 21589, Saudi ArabiaThiruvalluvar Univ, Dept Math, Vellore 632115, Tamil Nadu, India
机构:
Magna Graecia Univ Catanzaro, Sch Comp & Biomed Engn, I-88100 Catanzaro, ItalyUniv Napoli Parthenope, Dipartimento Tecnol, Ctr Direz, I-80143 Naples, Italy
Amato, Francesco
Ariola, Marco
论文数: 0引用数: 0
h-index: 0
机构:
Univ Napoli Parthenope, Dipartimento Tecnol, Ctr Direz, I-80143 Naples, ItalyUniv Napoli Parthenope, Dipartimento Tecnol, Ctr Direz, I-80143 Naples, Italy
Ariola, Marco
Cosentino, Carlo
论文数: 0引用数: 0
h-index: 0
机构:
Magna Graecia Univ Catanzaro, Sch Comp & Biomed Engn, I-88100 Catanzaro, ItalyUniv Napoli Parthenope, Dipartimento Tecnol, Ctr Direz, I-80143 Naples, Italy
机构:
Thiruvalluvar Univ, Dept Math, Vellore 632115, Tamil Nadu, IndiaThiruvalluvar Univ, Dept Math, Vellore 632115, Tamil Nadu, India
Ali, M. Syed
Gunasekaran, N.
论文数: 0引用数: 0
h-index: 0
机构:
Thiruvalluvar Univ, Dept Math, Vellore 632115, Tamil Nadu, IndiaThiruvalluvar Univ, Dept Math, Vellore 632115, Tamil Nadu, India
Gunasekaran, N.
Zhu, Quanxin
论文数: 0引用数: 0
h-index: 0
机构:
Nanjing Normal Univ, Sch Math Sci, Nanjing 210023, Jiangsu, Peoples R China
Nanjing Normal Univ, Inst Finance & Stat, Nanjing 210023, Jiangsu, Peoples R China
Univ Bielefeld, Dept Math, D-33615 Bielefeld, GermanyThiruvalluvar Univ, Dept Math, Vellore 632115, Tamil Nadu, India
机构:
Thiruvalluvar Univ, Dept Math, Vellore 632115, Tamil Nadu, IndiaThiruvalluvar Univ, Dept Math, Vellore 632115, Tamil Nadu, India
Ali, M. Syed
Saravanakumar, R.
论文数: 0引用数: 0
h-index: 0
机构:
Thiruvalluvar Univ, Dept Math, Vellore 632115, Tamil Nadu, IndiaThiruvalluvar Univ, Dept Math, Vellore 632115, Tamil Nadu, India
Saravanakumar, R.
Cao, Jinde
论文数: 0引用数: 0
h-index: 0
机构:
Southeast Univ, Dept Math, Nanjing 210096, Jiangsu, Peoples R China
King Abdulaziz Univ, Dept Math, Fac Sci, Jeddah 21589, Saudi ArabiaThiruvalluvar Univ, Dept Math, Vellore 632115, Tamil Nadu, India
机构:
Magna Graecia Univ Catanzaro, Sch Comp & Biomed Engn, I-88100 Catanzaro, ItalyUniv Napoli Parthenope, Dipartimento Tecnol, Ctr Direz, I-80143 Naples, Italy
Amato, Francesco
Ariola, Marco
论文数: 0引用数: 0
h-index: 0
机构:
Univ Napoli Parthenope, Dipartimento Tecnol, Ctr Direz, I-80143 Naples, ItalyUniv Napoli Parthenope, Dipartimento Tecnol, Ctr Direz, I-80143 Naples, Italy
Ariola, Marco
Cosentino, Carlo
论文数: 0引用数: 0
h-index: 0
机构:
Magna Graecia Univ Catanzaro, Sch Comp & Biomed Engn, I-88100 Catanzaro, ItalyUniv Napoli Parthenope, Dipartimento Tecnol, Ctr Direz, I-80143 Naples, Italy