A Database for Counterfeit Electronics and Automatic Defect Detection Based on Image Processing and Machine Learning

被引:0
作者
Asadizanjani, Navid [1 ]
Dunn, Nathan [2 ]
Gattigowda, Sachin [1 ]
Tehranipoor, Mark [1 ]
Forte, Domenic [1 ]
机构
[1] Univ Florida, Elect & Comp Engn Dept, Gainesville, FL 32611 USA
[2] Univ Massachusetts, Elect & Comp Engn Dept, Amherst, MA 01003 USA
来源
ISTFA 2016: CONFERENCE PROCEEDINGS FROM THE 42ND INTERNATIONAL SYMPOSIUM FOR TESTING AND FAILURE ANALYSIS | 2016年
基金
美国国家科学基金会;
关键词
Integrated Chips; Artificial Neural Network; Image Processing; Machine Learning;
D O I
暂无
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Counterfeiting is an increasing concern for businesses and governments as greater numbers of counterfeit integrated circuits (IC) infiltrate the global market. There is an ongoing effort in experimental and national labs inside the United States to detect and prevent such counterfeits in the most efficient time period However, there is still a missing piece to automatically detect and properly keep record of detected counterfeit ICs. Here, we introduce a web application database that allows users to share previous examples of counterfeits through an online database and to obtain statistics regarding the prevalence of known defects. We also investigate automated techniques based on image processing and machine learning to detect different physical defects and to determine whether or not an IC is counterfeit.
引用
收藏
页码:580 / 587
页数:8
相关论文
共 13 条
  • [1] [Anonymous], 2009, NEURAL NETWORKS LEAR
  • [2] Multidirectional Scratch Detection and Restoration in Digitized Old Images
    Ardizzone, E.
    Dindo, H.
    Mazzola, G.
    [J]. EURASIP JOURNAL ON IMAGE AND VIDEO PROCESSING, 2010,
  • [3] Asadizanjani N., 2014, THESIS
  • [4] Asadizanjani N., 2015, INT S TEST FAIL AN N, P164
  • [5] Asadizanjani N, 2015, CERAM TRANS, V252, P425
  • [6] COMPARISON OF CBF, ANN AND SVM CLASSIFIERS FOR OBJECT BASED CLASSIFICATION OF HIGH RESOLUTION SATELLITE IMAGES
    Buddhiraju, Krishna Mohan
    Rizvi, Imdad Ali
    [J]. 2010 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, 2010, : 40 - 43
  • [7] Guin U., P 14 INT WORKSH MICR, P89
  • [8] Counterfeit Integrated Circuits: A Rising Threat in the Global Semiconductor Supply Chain
    Guin, Ujjwal
    Huang, Ke
    DiMase, Daniel
    Carulli, John M., Jr.
    Tehranipoor, Mohammad
    Makris, Yiorgos
    [J]. PROCEEDINGS OF THE IEEE, 2014, 102 (08) : 1207 - 1228
  • [9] A Comprehensive Framework for Counterfeit Defect Coverage Analysis and Detection Assessment
    Guin, Ujjwal
    DiMase, Daniel
    Tehranipoor, Mohammad
    [J]. JOURNAL OF ELECTRONIC TESTING-THEORY AND APPLICATIONS, 2014, 30 (01): : 25 - 40
  • [10] Counterfeit Integrated Circuits: Detection, Avoidance, and the Challenges Ahead
    Guin, Ujjwal
    DiMase, Daniel
    Tehranipoor, Mohammad
    [J]. JOURNAL OF ELECTRONIC TESTING-THEORY AND APPLICATIONS, 2014, 30 (01): : 9 - 23