An approximation to the cross sections of Z (l) boson production at CLIC by using neural networks

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AKKOYUN S., Kara S. O.

CENTRAL EUROPEAN JOURNAL OF PHYSICS, cilt.11, sa.3, ss.345-349, 2013 (SCI-Expanded) identifier identifier

  • Yayın Türü: Makale / Tam Makale
  • Cilt numarası: 11 Sayı: 3
  • Basım Tarihi: 2013
  • Doi Numarası: 10.2478/s11534-012-0168-y
  • Dergi Adı: CENTRAL EUROPEAN JOURNAL OF PHYSICS
  • Derginin Tarandığı İndeksler: Science Citation Index Expanded (SCI-EXPANDED), Scopus
  • Sayfa Sayıları: ss.345-349
  • Anahtar Kelimeler: neural network, empirical physical formula, leptonic photon, CLIC, HIGGS-BOSON, SEARCH, LHC
  • Sivas Cumhuriyet Üniversitesi Adresli: Evet

Özet

In this work, the possible dynamics associated with leptophilic Z (l) boson at CLIC (Compact Linear Collider) have been investigated by using artificial neural networks (ANNs). These hypotetic massive boson Z (l) have been shown through the process e (+) e (-)-> A mu(+)A mu(-). Furthermore, the invariant mass distributions for final muons have been consistently predicted by using ANN. For these highly non-linear data, we have constructed consistent empirical physical formulas (EPFs) by appropriate feed-forward ANN. These ANNEPFs can be used to derive further physical functions which could be relevant to studying Z (l) .