Image Processing for Smoke Detection Based on Embedded System

被引:1
|
作者
Thao Phuong Thi Nguyen [1 ]
Hoanh Nguyen [2 ]
机构
[1] Ton Duc Thang Univ, Fac Elect & Elect Engn, 19 Nguyen Huu Tho St,Dist 7, Ho Chi Minh City, Vietnam
[2] Ho Chi Minh City Univ Technol, Dept Elect & Elect Engn, Ho Chi Minh City, Vietnam
关键词
Image processing; Smoke detection; Background subtraction; Pixel extraction; Embedded system; BeagleBone black; MODEL;
D O I
10.1007/978-3-319-27247-4_43
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this paper, we propose a new method for smoke detection in both outdoor and indoor video sequences based on embedded system. The proposed method is composed from three main steps to determine the smoke in the field of view of the camera. The first step is to determine the moving area by using background subtraction algorithm. The second step is to find color of every pixel in the moving area by using pixel extraction algorithm. The final step is to find the shape of the moving area by using dispersion and growth rate parameters. Dispersion is based on ratio of perimeter and area of the moving area. Growth rate is calculated from increasing the number of pixel of the moving area. A new contribution of the proposed approach is that all algorithms are executed on embedded system. For embedded system, we chose BeagleBone Black embedded board because of its cost and efficient. Furthermore, a firefighter robot based on this board is built to demonstrate the efficacy of the proposed method.
引用
收藏
页码:509 / 517
页数:9
相关论文
共 50 条
  • [1] An Embedded Image Processing System Based on WinCE
    Pang, Zhifeng
    Yang, Huili
    Gao, Guilong
    SECOND INTERNATIONAL SYMPOSIUM ON COMPUTATIONAL INTELLIGENCE AND DESIGN, VOL 1, PROCEEDINGS, 2009, : 355 - 358
  • [2] An Embedded Image Processing System Based on Qt
    Zhang, Genbao
    Pang, Sujuan
    ADVANCES IN FUTURE COMPUTER AND CONTROL SYSTEMS, VOL 1, 2012, 159 : 361 - 366
  • [3] A Hardware/Software Codesign for Image Processing in a Processor Based Embedded System for Vehicle Detection
    Moon, Hosun
    Moon, Sunghwan
    Seo, Youngbin
    Kim, Yongdeak
    JOURNAL OF INFORMATION PROCESSING SYSTEMS, 2005, 1 (01): : 27 - 31
  • [4] The Application of Coal Cleaning Detection System based on Embedded Real-time Image Processing
    Mu, Qian
    Dong, Ji-xian
    2013 FIFTH INTERNATIONAL CONFERENCE ON MEASURING TECHNOLOGY AND MECHATRONICS AUTOMATION (ICMTMA 2013), 2013, : 1125 - 1127
  • [5] A Design and Research of Image Detection System Based on Embedded
    Wang, Hao
    PROCEEDINGS OF THE 2012 INTERNATIONAL CONFERENCE ON COMMUNICATION, ELECTRONICS AND AUTOMATION ENGINEERING, 2013, 181 : 795 - 800
  • [6] Enhanced image detection on an ARM based embedded system
    Evans, JR
    Arslan, T
    DESIGN AUTOMATION FOR EMBEDDED SYSTEMS, 2002, 6 (04) : 477 - 487
  • [7] Enhanced Image Detection on an ARM based Embedded System
    J. R. Evans
    T. Arslan
    Design Automation for Embedded Systems, 2002, 6 : 477 - 487
  • [8] Based on Embedded Image Processing Technology of Glass Inspection System
    Pan, Lian
    Liu, Xiaoming
    Chen, Cheng
    ADVANCES IN MULTIMEDIA, SOFTWARE ENGINEERING AND COMPUTING, VOL 1, 2011, 128 : 337 - 342
  • [9] Study on an embedded image processing system based on CPLD and DSP
    Dai, SS
    Zhang, Y
    ICEMI 2005: Conference Proceedings of the Seventh International Conference on Electronic Measurement & Instruments, Vol 6, 2005, : 391 - 393
  • [10] Embedded Image Grabber and Processing System Based on Camera Link
    Li Jianrong
    Gao Huibin
    Wang Zhiqian
    Geng Tianwen
    Zhao Yan
    2012 WORLD AUTOMATION CONGRESS (WAC), 2012,