Neural Network Clustering Technology for Cartographic Images Recognition

被引：0

作者：

Zhukovskyy, Viktor ^{[1
]}

Shatnyi, Serhii ^{[2
]}

Zhukovska, Nataliia ^{[2
]}

Sverstiuk, Andriy ^{[3
]}

机构：

[1] Natl Univ Water Management & Environm Management, Dept Appl Math, Rivne, Ukraine

[2] Natl Univ Water & Environm Engn, Dept Comp Engn, Rivne, Ukraine

[3] I Horbachevsky Ternopil Natl Med Univ, Dept Med Informat, Ternopol, Ukraine

来源：

IEEE EUROCON 2021 - 19TH INTERNATIONAL CONFERENCE ON SMART TECHNOLOGIES | 2021年

关键词：

information technology; neural network; teaching method; testing tool; search process; neuron; activation function; weighting factor; cluster; filter; rank-order;

D O I：

10.1109/EUROCON52738.2021.9535544

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

It is offered the information system of recognition of cartographic images of soil massifs and classification of landscape areas by types of soil massifs using the neural network. Here was described approaches to architecture design, teaching methods, data preparation for teaching, training and neural network testing. The functional scheme of the neural network is developed, which consists of the input, hidden and output layer, collecting and processing of data, and training algorithm. The analysis of efficiency, speed and accuracy of work of a neural network as a part of information technology is carried out.

引用

页码：125 / 128

页数：4

共 50 条

[1] A Study of Artificial Neural Network Technology Applied to Image Recognition for Underwater Images
Wu, Bo-Wen
Fang, Yi-Chin
Wen, Chan-Chuan
Chen, Chao-Hsien
Lee, Hsiao-Yi
Chang, Shun-Hsyung
IEEE ACCESS, 2022, 10 : 13844 - 13851
[2] A selective approach to neural network ensemble based on clustering technology
Li, K
Huang, HK
Ye, XC
Cui, LJ
PROCEEDINGS OF THE 2004 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-7, 2004, : 3229 - 3233
[3] Recognition of automobile road surface based on fuzzy clustering neural network
Liu, YH
Ao, MW
Wang, GL
PROCEEDINGS OF THE THIRD INTERNATIONAL SYMPOSIUM ON INSTRUMENTATION SCIENCE AND TECHNOLOGY, VOL 2, 2004, : 368 - 374
[4] The Research of Intelligent Image Recognition Technology Based on Neural Network
Li Huanliang
PROCEEDINGS OF THE 2015 INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEMS RESEARCH AND MECHATRONICS ENGINEERING, 2015, 121 : 1733 - 1736
[5] Gender Recognition from Facial Images using Convolutional Neural Network
Mittal, Shubham
Mittal, Shiva
2019 FIFTH INTERNATIONAL CONFERENCE ON IMAGE INFORMATION PROCESSING (ICIIP 2019), 2019, : 347 - 352
[6] Experimental Study of Convolutional Neural Network Architecture for Pattern Recognition in Images
Botygin, Igor
Sherstnev, Vladislav
Sherstneva, Anna
SOFTWARE ENGINEERING METHODS DESIGN AND APPLICATION, VOL 1, CSOC 2024, 2024, 1118 : 656 - 667
[7] A recognition method of multispectral images of soybean canopies based on neural network
Gao, Shijiao
Guan, Haiou
Ma, Xiaodan
ECOLOGICAL INFORMATICS, 2022, 68
[8] Image recognition technology based on neural network in robot vision system
He, Yinggang
INTERNATIONAL JOURNAL OF GRID AND UTILITY COMPUTING, 2021, 12 (04) : 415 - 424
[9] Clustering: A neural network approach
Du, K. -L.
NEURAL NETWORKS, 2010, 23 (01) : 89 - 107
[10] Global Receptive-Based Neural Network for Target Recognition in SAR Images
Dong, Ganggang
Liu, Hongwei
IEEE TRANSACTIONS ON CYBERNETICS, 2021, 51 (04) : 1954 - 1967

← 1 2 3 4 5 →