Application of An Improved Wavelet Neural Network Based on PSO Algorithm in Acoustic Logging Data Processing

被引：0

作者：

Zhang Wei ^{[1
]}

Shi Yibing ^{[1
]}

Lu Tao ^{[1
]}

机构：

[1] Univ Elect Sci & Technol China, Sch Automat Engn, Chengdu 610054, Peoples R China

来源：

PROCEEDINGS OF THE SECOND INTERNATIONAL SYMPOSIUM ON TEST AUTOMATION & INSTRUMENTATION, VOLS 1-2 | 2008年

关键词：

acoustic logging data; wavelet networks; particle swarm optimization algorithm; data compression;

D O I：

暂无

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

With the development of acoustic imaging well logging technology, more and more logging data must be transferred to the surface, but the present transmission technique in the logging system can not meet the demand. A large of logging data must be compressed in downhole firstly, then be transmitted up to surface system. So an efficient data compression algorithm is demanded imminently. In this paper, a compression algorithm based on improved wavelet neural network with PSO (particle swarm optimization) algorithm for acoustic waveform data is presented. The experiment shows that the algorithm has fast network convergent velocity and high compression ratio. It can meet the need of the real-time acoustic logging data processing.

引用

页码：890 / 894

页数：5

共 50 条

[31] Study of Fault Classification Based on PSO Wavelet Neural Network
Pan Hongxia
Huang Jinying
ADVANCES IN MECHANICAL ENGINEERING, PTS 1-3, 2011, 52-54 : 476 - 481
[32] Research of Neural Network Based on Improved PSO Algorithm for Carbonation Depth Prediction of Concrete
DAI WSHUI Z HSchool of Materials Science and EngineeringWuhan University of TechnologyWuhan ChinaSchool of Economics and ManagementHuangshi Institution of TechnologyHuangshi China
武汉理工大学学报, 2010, 32 (17) : 170 - 175
[33] Nickel Price Forecast Based on the LSTM Neural Network Optimized by the Improved PSO Algorithm
Shao, Bilin
Li, Maolin
Zhao, Yu
Bian, Genqing
MATHEMATICAL PROBLEMS IN ENGINEERING, 2019, 2019
[34] Application of neural network algorithm in computer data information processing system
Cao, Xiuping
Measurement: Sensors, 2024, 33
[35] A New Data Mining Algorithm based on Improved Neural Network
Fang, Niugai
Wang, Jing
Sun, Qingyu
2009 ASIA-PACIFIC CONFERENCE ON INFORMATION PROCESSING (APCIP 2009), VOL 1, PROCEEDINGS, 2009, : 320 - +
[36] Tuning of the structure and parmeters of wavelet neural network using improved chaotic PSO
Yu Guangbin
Li Guixian
Bai Yanwei
Jin Xiangyang
PROCEEDINGS OF THE 26TH CHINESE CONTROL CONFERENCE, VOL 4, 2007, : 228 - +
[37] Application of data mining technology based on improved neural network algorithm in sports performance prediction
Duan, Hongyun
SOFT COMPUTING, 2023, 28 (Suppl 2) : 747 - 747
[38] The application of wavelet-based neural network on DNA microarray data
Lee, Jack
Zee, Benny
BIOINFORMATION, 2008, 3 (05) : 223 - 229
[39] Application of Artificial Neural Network Model based on Improved PSO in Water Supply Systems
Wang, Hongxiang
Guo, Wenxian
MANUFACTURING SYSTEMS AND INDUSTRY APPLICATIONS, 2011, 267 : 609 - 613
[40] The application of power plant construction investment estimation based on improved neural network by PSO
Jia Zheng-yuan
Tian Li
Liu Qingchao
2008 4TH INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS, NETWORKING AND MOBILE COMPUTING, VOLS 1-31, 2008, : 7452 - 7455

← 1 2 3 4 5 →