Network inversion for complex-valued neural networks

被引：0

作者：

Ogawa, T ^{[1
]}

Kanada, H ^{[1
]}

机构：

[1] Takushoku Univ, Dept Elect & Comp Syst, Tokyo 1930985, Japan

来源：

2005 IEEE International Symposium on Signal Processing and Information Technology (ISSPIT), Vols 1 and 2 | 2005年

关键词：

D O I：

暂无

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

The network inversion method using multilayer neural network was proposed and has been studied for the purpose of solving inverse problems. The original network inversion method has been applied to usual multilayer neural network with real-valued inputs and outputs. The method using neural network with complex-valued inputs and outputs is needed for the general inverse problems including complex numbers. In this study, the complex-valued network inversion method is proposed to solve the inverse problems with complex numbers. A simple simulation of inverse mapping is carried out to confirm the proposed method.

引用

页码：850 / 855

页数：6

共 50 条

[1] Novel Complex-Valued Neural Network for Dynamic Complex-Valued Matrix Inversion
Liao, Bolin
Xiao, Lin
Jin, Jie
Ding, Lei
Liu, Mei
[J]. JOURNAL OF ADVANCED COMPUTATIONAL INTELLIGENCE AND INTELLIGENT INFORMATICS, 2016, 20 (01) : 132 - 138
[2] Complex-valued Zhang neural network for online complex-valued time-varying matrix inversion
Zhang, Yunong
Li, Zhan
Li, Kene
[J]. APPLIED MATHEMATICS AND COMPUTATION, 2011, 217 (24) : 10066 - 10073
[3] Regularization for Complex-Valued Network Inversion
Fukami, Seisho
Ogawa, Takehiko
Kanada, Hajime
[J]. 2008 PROCEEDINGS OF SICE ANNUAL CONFERENCE, VOLS 1-7, 2008, : 1189 - 1194
[4] Nonlinearly Activated Complex-Valued Gradient Neural Network for Complex Matrix Inversion
Yi, Qian
Xiao, Lin
Zhang, Yongsheng
Liao, Bolin
Ding, Lei
Peng, Hua
[J]. 2018 NINTH INTERNATIONAL CONFERENCE ON INTELLIGENT CONTROL AND INFORMATION PROCESSING (ICICIP), 2018, : 44 - 48
[5] Complex-Valued Neural Network and Complex-Valued Backpropagation Learning Algorithm
Nitta, Tohru
[J]. ADVANCES IN IMAGING AND ELECTRON PHYSICS, VOL 152, 2008, 152 : 153 - 220
[6] Complex-Valued Logic for Neural Networks
Kagan, Evgeny
Rybalov, Alexander
Yager, Ronald
[J]. 2018 IEEE INTERNATIONAL CONFERENCE ON THE SCIENCE OF ELECTRICAL ENGINEERING IN ISRAEL (ICSEE), 2018,
[7] Uniqueness of feedforward complex-valued neural network with a given complex-valued function
Nitta, T
[J]. KNOWLEDGE-BASED INTELLIGENT INFORMATION ENGINEERING SYSTEMS & ALLIED TECHNOLOGIES, PTS 1 AND 2, 2001, 69 : 550 - 554
[8] Adaptive complex-valued stepsize based fast learning of complex-valued neural networks
Zhang, Yongliang
Huang, He
[J]. NEURAL NETWORKS, 2020, 124 : 233 - 242
[9] Comparison of complex-valued neural network and fuzzy clustering complex-valued neural network for load-flow analysis
Ceylan, Murat
Cetinkaya, Nurettin
Ceylan, Rahime
Ozbay, Yuksel
[J]. ARTIFICIAL INTELLIGENCE AND NEURAL NETWORKS, 2006, 3949 : 92 - 99
[10] Neural Cryptography Based on Complex-Valued Neural Network
Dong, Tao
Huang, Tingwen
[J]. IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2020, 31 (11) : 4999 - 5004

← 1 2 3 4 5 →