Purity identification of maize seed based on discrete wavelet transform and BP neural network

被引：0

作者：

Cao, Weishi ^{[1
]}

Zhang, Chunqing ^{[2
]}

Wang, Jinxing ^{[3
]}

Liu, Shuangxi ^{[3
]}

Xu, Xingzhen ^{[1
]}

机构：

[1] Shandong Provincial Key Laboratory of Horticultural Machineries and Equipments

[2] College of Agricultural, Shandong Agricultural University

[3] College of Mechanical and Electronic Engineering, Shandong Agricultural University

来源：

Nongye Gongcheng Xuebao/Transactions of the Chinese Society of Agricultural Engineering | 2012年 / 28卷 / SUPPL. 2期

关键词：

Color; Discrete wavelet transform; Image recognition; Maize; Neural network; Purity;

D O I：

10.3969/j.issn.1002-6819.2012.z2.044

中图分类号：

学科分类号：

摘要：

In order to identify the maize seed purity efficiently, after researching on image processing methods and classification algorithm in terms of the image characteristic of maize seed, a purity identification calculation based on discrete wavelet transform(DWT) and BP neural network was presented. Through this method, the RGB color model character parameters of the maize seed crown part were obtained, then the three color values were processed and analyzed by the two-level DWT. The average of every band was selected as the input samples for BP neural network, and purity identification results of maize seed as the output samples of neural network. Results demonstrated that this method can identify the maize purity effectively with accurate identification rate reaching 94.5%.

引用

页码：253 / 258

页数：5

共 50 条

[41] Discrete wavelet transform and probabilistic neural networks algorithm for identification of fault locations on transmission systems [J].

Ngaopitakkul, A ;

Kunakorn, A ;

Bunjongjit, S .

2004 INTERNATIONAL CONFERENCE ON POWER SYSTEM TECHNOLOGY - POWERCON, VOLS 1 AND 2, 2004, :270-274

[42] Bearing Malfunction Detection Based on Simplified Fuzzy Adaptive Resonance Theory Map Neural Network and Discrete Wavelet Transform [J].

Alimin, Mohammad Z. ;

Wangsaputra, Rachmawati ;

Ajidarma, Praditya ;

Husniah, Hennie ;

Iskandar, Bermawi P. .

2022 6TH INTERNATIONAL CONFERENCE ON ROBOTICS, CONTROL AND AUTOMATION (ICRCA 2022), 2022, :88-93

[43] RETRACTED ARTICLE: A discrete wavelet transform and recurrent neural network based medical image compression for MRI and CT images [J].

Saradha Rani Sabbavarapu ;

Sasibhushans Rao Gottapu ;

Prabhakara Rao Bhima .

Journal of Ambient Intelligence and Humanized Computing, 2021, 12 :6333-6345

[44] Detection of Epileptic Seizure using Discrete Wavelet Transform on Gamma band and Artificial Neural Network [J].

Qatmh, Mahmmud ;

Bonny, Talal ;

Nasir, Nida ;

Al-Shabi, Mohammad ;

Al-Shammaa, Ahmed .

2021 14TH INTERNATIONAL CONFERENCE ON DEVELOPMENTS IN ESYSTEMS ENGINEERING (DESE), 2021, :401-406

[45] An automotive generator fault diagnosis system using discrete wavelet transform and artificial neural network [J].

Wu, Jian-Da ;

Kuo, Jun-Ming .

EXPERT SYSTEMS WITH APPLICATIONS, 2009, 36 (06) :9776-9783

[46] Automated Identification of Critical Malfunctions of Aircraft Engines Based on Modified Wavelet Transform and Deep Neural Network Clustering [J].

Kulagin, V. P. ;

Akimov, D. A. ;

Pavelyev, S. A. ;

Potapov, D. A. .

2019 WORKSHOP ON MATERIALS AND ENGINEERING IN AERONAUTICS, 2020, 714

[47] Dog Cough Sound Classification Using Artificial Neural Network and the Selected Relevant Features from Discrete Wavelet Transform [J].

Kakabutr, Panchana ;

Chen, Kullanan Sae ;

Wangvisavawit, Viewpaka ;

Padungweang, Praisan ;

Rojanapornpun, Olarn .

2017 9TH INTERNATIONAL CONFERENCE ON KNOWLEDGE AND SMART TECHNOLOGY (KST), 2017, :121-125

[48] A novel wavelet transform aided neural network based transmission line fault analysis method [J].

Bhowmik, P. S. ;

Purkait, P. ;

Bhattacharya, K. .

INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2009, 31 (05) :213-219

[49] Discrete Wavelet Transform Implementation Based on FPGA [J].

Li, Juan ;

Su, Binghua ;

Yan, Yongming ;

Jiang, Caigao .

PROCEEDINGS OF 2012 IEEE 11TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING (ICSP) VOLS 1-3, 2012, :439-+

[50] Gear Fault Diagnosis Based on Harmonic Wavelet Packet and BP Neural Network [J].

Jiang, Chen ;

Weng, Xuetao ;

Lou, Jingjun .

ADVANCED MATERIALS AND PROCESS TECHNOLOGY, PTS 1-3, 2012, 217-219 :2683-2687

← 1 2 3 4 5 →