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Discrete-time analogs for a class of continuous-time recurrent neural networks

หน่วยงาน Central Queensland University, Australia

รายละเอียด

ชื่อเรื่อง : Discrete-time analogs for a class of continuous-time recurrent neural networks
นักวิจัย : Liu, Pingzhou. , Han, Qing-Long.
คำค้น : Neural networks (Computer science) , TBA. , TBA. , TBA. , Stability. , Automatic control. , Delays -- Discrete-time analogs -- Recurrent neural networks -- Stability
หน่วยงาน : Central Queensland University, Australia
ผู้ร่วมงาน : -
ปีพิมพ์ : 2550
อ้างอิง : http://hdl.cqu.edu.au/10018/42595 , http://dx.doi.org/10.1109/TNN.2007.891593 , cqu:5475
ที่มา : Liu, P & Han, Q 2007, 'Discrete-time analogs for a class of continuous-time recurrent neural networks', IEEE Transactions on Neural Networks, vol. 18, no. 5, pp. 1343-1355.http://dx.doi.org/10.1109/TNN.2007.891593 (viewed 31/3/10)
ความเชี่ยวชาญ : -
ความสัมพันธ์ : IEEE transactions on neural networks. United States. : IEEE, 2007. Vol. 18, no. 5 (September 2007), p. 1343-1355 13 pages Refereed 1045-9227 1941-0093 (online) , ACQUIRE [electronic resource] : Central Queensland University Institutional Repository.
ขอบเขตของเนื้อหา : -
บทคัดย่อ/คำอธิบาย :

This paper is concerned with the problem of local and global asymptotic stability for a class of discrete-time recurrent neural networks, which provide discrete-time analogs to their continuous-time counterparts, i.e., continuous-time recurrent neural networks with distributed delay. Some stability criteria, which include some existing results as their special cases, are derived. A discussion about the dynamical consistence of discrete-time neural networks versus their continuous-time counterparts is provided. An unconventional finite difference method is proposed and an example is also given to show the effectiveness of the method.

บรรณานุกรม :
Liu, Pingzhou. , Han, Qing-Long. . (2550). Discrete-time analogs for a class of continuous-time recurrent neural networks.
    กรุงเทพมหานคร : Central Queensland University, Australia.
Liu, Pingzhou. , Han, Qing-Long. . 2550. "Discrete-time analogs for a class of continuous-time recurrent neural networks".
    กรุงเทพมหานคร : Central Queensland University, Australia.
Liu, Pingzhou. , Han, Qing-Long. . "Discrete-time analogs for a class of continuous-time recurrent neural networks."
    กรุงเทพมหานคร : Central Queensland University, Australia, 2550. Print.
Liu, Pingzhou. , Han, Qing-Long. . Discrete-time analogs for a class of continuous-time recurrent neural networks. กรุงเทพมหานคร : Central Queensland University, Australia; 2550.