The Pseudorandom Number Generator Generation Method with Genetic Programming for Lightweight Devices

Kösemen C., Aydin O., Dalkılıç G.

3rd International Conference on Computer Science and Engineering (UBMK), Sarajevo, Bosna-Hersek, 20 - 23 Eylül 2018, ss.17-21 identifier identifier

  • Yayın Türü: Bildiri / Tam Metin Bildiri
  • Cilt numarası:
  • Doi Numarası: 10.1109/ubmk.2018.8566484
  • Basıldığı Şehir: Sarajevo
  • Basıldığı Ülke: Bosna-Hersek
  • Sayfa Sayıları: ss.17-21
  • Anahtar Kelimeler: pseudo random number, generation, genetic programming, wireless identification and sensing platform, radio frequency identification devices, security
  • Dokuz Eylül Üniversitesi Adresli: Evet

Özet

In this research, a genetic programming (GP) method is proposed for producing pseudorandom number generators (PRNG) for lightweight devices, especially wireless identification and sensing platform (WISP) family devices. These PRNGs arc produced with genetic programming methods using bit-entropy and serial correlation coefficient calculation as the fitness function. Qualities of these PRNGs are tested with the NIST statistical test suite that is a comprehensive tool that evaluates the statistical quality of the output of given PRNG. In addition, a set of PRNG is generated with this GP method and the results are examined statistically.