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[Keyword] Monte-Carlo method(2hit)

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  • Template-Based Monte-Carlo Test-Suite Generation for Large and Complex Simulink Models Open Access

    Takashi TOMITA  Daisuke ISHII  Toru MURAKAMI  Shigeki TAKEUCHI  Toshiaki AOKI  

     
    PAPER

      Vol:
    E103-A No:2
      Page(s):
    451-461

    MATLAB/Simulink is the de facto standard tool for the model-based development (MBD) of control software for automotive systems. A Simulink model developed in MBD for real automotive systems involves complex computation as well as tens of thousands of blocks. In this paper, we focus on decision coverage (DC), condition coverage (CC) and modified condition/decision coverage (MC/DC) criteria, and propose a Monte-Carlo test suite generation method for large and complex Simulink models. In the method, a candidate test case is generated by assigning random values to the parameters of signal templates with specific waveforms. We try to find contributable candidates in a plausible and understandable search space, specified by a set of templates. We implemented the method as a tool, and our experimental evaluation showed that the tool was able to generate test suites for industrial implementation models with higher coverages and shorter execution times than Simulink Design Verifier. Additionally, the tool includes a fast coverage measurement engine, which demonstrated better performance than Simulink Coverage in our experiments.

  • A Monte-Carlo FDTD Technique for Electromagnetic Wave Scattering from a Perfectly Conducting Fractal Surface

    Dong-Muk CHOI  Che-Young KIM  Kwang-Hee KWON  

     
    LETTER-Electromagnetic Theory

      Vol:
    E86-C No:4
      Page(s):
    668-671

    This letter presents a Monte-Carlo FDTD technique to determine the scattered field from a perfectly conducting fractal surface from which the useful information on the incoherent pattern tendency could be observed. A one-dimensional fractal surface was generated by the bandlimited Weierstrass function. In order to verify the numerical results by this technique, these results are compared with those of Kirchhoff approximations, which show a good match between them. To investigate the incoherent pattern tendency involved, the dependence of the fitting curve slope on the different D and is discussed for the bistatic and back scattering case, respectively.