Transactions of the Institute of Systems, Control and Information Engineers
New Arrival Alert : OFF

You can use this feature after you logged into the site.
Please click the button below.

Log in / Sign up
ONLINE ISSN: 2185-811X
PRINT ISSN: 1342-5668

Transactions of the Institute of Systems, Control and Information Engineers Vol. 34 (2021), No. 1

  • Defect Classification on Automobile Tire Inner Surfaces with Functional Classifiers

    pp. 1-10

    Bookmark

    You can use this feature after you logged into the site.
    Please click the button below.

    Log in / Sign Up

    DOI:10.5687/iscie.34.1

    In this paper, we present a method that functionally combines a convolutional neural network (CNN) and a support vector machine (SVM) to classify defects occurring on the inner surface of an automobile tire. Because such defects are usually small, the image requires high resolution to show the shape change of the defect in the image. Dividing one image into multiple images of smaller regions increases the number of images, which limits the applicable machine learning methods. For this reason, CNN is applied to the divided images of the whole tire, while SVM is applied to the divided images within the range delimited by CNN. Experimental results demonstrate that the defect detection rate of the proposed method is 100%, with an area rate of over-detection of 0.040% in the inspection range of a non-defective tire, demonstrating that the method is effective for reducing over-detection errors while maintaining defect detection accuracy.
    x

    Readers Who Read This Article Also Read

    1. Gradient Descent Learning for Hyperbolic Hopfield Associative Memory Transactions of the Institute of Systems, Control and Information Engineers Vol.34(2021), No.1
    2. Consensus-based Approach to Distributed Scheduling Problem Transactions of the Institute of Systems, Control and Information Engineers Vol.34(2021), No.2
    3. Development of Automatic Verification for GUI System using Image Feature Transactions of the Institute of Systems, Control and Information Engineers Vol.34(2021), No.1
  • Gradient Descent Learning for Hyperbolic Hopfield Associative Memory

    pp. 11-22

    Bookmark

    You can use this feature after you logged into the site.
    Please click the button below.

    Log in / Sign Up

    DOI:10.5687/iscie.34.11

    This paper proposes a scheme for embedding patterns onto the Hyperbolic-valued Hopfield Neural Networks (HHNNs). This scheme is based on gradient descent learning (GDL), in which the connection weights among neurons are gradually modified by iterative applications of patterns to be embedded. The performances of the proposed scheme are evaluated though several types of numerical experiments, as compared to projection rule (PR) for HHNNs. Experimental results show that pattern embedding by the proposed GDL is still possible for large number of patterns, in which the embedding by PR often fails. It is also shown that the proposed GDL can be improved, in terms both of stability of embedded patterns and of computational costs, by configuring the initial connection weights by PR and then by modifying the connection weights by GDL.
    x

    Readers Who Read This Article Also Read

    1. Defect Classification on Automobile Tire Inner Surfaces with Functional Classifiers Transactions of the Institute of Systems, Control and Information Engineers Vol.34(2021), No.1
    2. Consensus-based Approach to Distributed Scheduling Problem Transactions of the Institute of Systems, Control and Information Engineers Vol.34(2021), No.2
    3. Development of Automatic Verification for GUI System using Image Feature Transactions of the Institute of Systems, Control and Information Engineers Vol.34(2021), No.1
  • Development of Automatic Verification for GUI System using Image Feature

    pp. 23-25

    Bookmark

    You can use this feature after you logged into the site.
    Please click the button below.

    Log in / Sign Up

    DOI:10.5687/iscie.34.23

    x

    Readers Who Read This Article Also Read

    1. Defect Classification on Automobile Tire Inner Surfaces with Functional Classifiers Transactions of the Institute of Systems, Control and Information Engineers Vol.34(2021), No.1
    2. Consensus-based Approach to Distributed Scheduling Problem Transactions of the Institute of Systems, Control and Information Engineers Vol.34(2021), No.2
    3. Gradient Descent Learning for Hyperbolic Hopfield Associative Memory Transactions of the Institute of Systems, Control and Information Engineers Vol.34(2021), No.1
  • Acquisition of Location Information in the Permanent Warehouse

    pp. 26-28

    Bookmark

    You can use this feature after you logged into the site.
    Please click the button below.

    Log in / Sign Up

    DOI:10.5687/iscie.34.26

    x

    Readers Who Read This Article Also Read

    1. Gradient Descent Learning for Hyperbolic Hopfield Associative Memory Transactions of the Institute of Systems, Control and Information Engineers Vol.34(2021), No.1
    2. Defect Classification on Automobile Tire Inner Surfaces with Functional Classifiers Transactions of the Institute of Systems, Control and Information Engineers Vol.34(2021), No.1
    3. Development of Automatic Verification for GUI System using Image Feature Transactions of the Institute of Systems, Control and Information Engineers Vol.34(2021), No.1

Article Access Ranking

02 Feb. (Last 30 Days)

  1. Automatic Ultrasonic Testing of Non-metallic Inclusions Detectable with Size of Several Tens of Micrometers Using a Double Probe Technique along the Longitudinal Axis of a Small-diameter Bar ISIJ International Vol.61(2021), No.1
  2. Effect of microstructure on mechanical properties of quenching & partitioning steel ISIJ International Advance Publication
  3. Role and Potential of Aluminium and Its Alloys for a Zero-Carbon Society MATERIALS TRANSACTIONS Vol.64(2023), No.2
  4. Preface to the Special Issue on “Advanced Carbon Utilization Technologies and Processes for Sustainably Prosperous Society” ISIJ International Vol.62(2022), No.12
  5. A novel way refining the partially reverted globular austenite in reversion from martensite ISIJ International Advance Publication
  6. Influence of Large Amount of Hydrogen Containing Gaseous Reductant Injection on Carbon Consumption and Operation Conditions of Blast Furnace - Development of Low Carbon Blast Furnace Operation Technology by using Experimental Blast Furnace: part II - ISIJ International Vol.62(2022), No.12
  7. Soft Sensors and Diagnostic Models Using Real Time Data of Blast Furnaces at Tata Steel ISIJ International Vol.63(2023), No.1
  8. Interaction Coefficients of Cu and Sn with Mn in Molten Iron at 1873 K ISIJ International Vol.62(2022), No.12
  9. Effect of SiO2 Content and Mass Ratio of CaO to Al2O3 on the Viscosity and Structure of CaO–Al2O3–B2O3–SiO2 Slags ISIJ International Vol.63(2023), No.1
  10. Application of Variable Gauge Rolling Technology for Plate to Reduce the Head Impact ISIJ International Advance Publication

Search Phrase Ranking

02 Feb. (Last 30 Days)

  1. blast furnace
  2. process
  3. aaa
  4. aaaa
  5. tetsu
  6. a
  7. aa
  8. orange peel
  9. ...
  10. experimental study on