Investigating the violation of charge-parity symmetry through top-quark chromoelectric dipole moments by using machine learning techniques

Name: Investigating the violation of charge-parity symmetry through top-quark chromoelectric dipole moments by using machine learning techniques
Author: Işıldak, B., Hudaverdi, M., Ilgın, F., Hayreter, Alper, Salva, S., Şimşek, E., Guyer, S.

İsim	Investigating the violation of charge-parity symmetry through top-quark chromoelectric dipole moments by using machine learning techniques
Yazar	Işıldak, B., Hudaverdi, M., Ilgın, F., Hayreter, Alper, Salva, S., Şimşek, E., Guyer, S.
Basım Tarihi:	2023
Basım Yeri	- Jagiellonian University
Tür	Süreli Yayın
Dil	İngilizce
Dijital	Evet
Yazma	Hayır
Kütüphane:	Özyeğin Üniversitesi
Demirbaş Numarası	0587-4254
Kayıt Numarası	8539d842-98c6-46ab-9424-75db3175a99c
Lokasyon	Law
Tarih	2023
Notlar	SCOAP3 ; TÜBİTAK
Örnek Metin	There are a number of studies in the literature on the search for Charge- Parity (CP) violating signals in top-quark productions at the LHC. In most of these studies, ChromoMagnetic Dipole Moments (CMDM) and ChromoElectric Dipole Moments (CEDM) of top quarks are bounded either by deviations from the Standard Model (SM) cross sections or by T-odd asymmetries in di-muon channels. However, the required precision on these cross section values is far beyond from that ATLAS or CMS experiments can reach. In this letter, the investigation of CEDM-based asymmetries in the semileptonic top-pair decays is presented as T-odd asymmetries in the CMS experiment. Expected asymmetry values are determined at the detector level using MadGraph5, Pythia 8, and Delphes softwares along with the discrimination of the signal and the background with Deep Neural Networks (DNN).
DOI	10.5506/APhysPolB.54.5-A4
Cilt	54

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Investigating the violation of charge-parity symmetry through top-quark chromoelectric dipole moments by using machine learning techniques

Yazar Işıldak, B., Hudaverdi, M., Ilgın, F., Hayreter, Alper, Salva, S., Şimşek, E., Guyer, S.

Basım Tarihi 2023

Basım Yeri - Jagiellonian University

Tür Süreli Yayın

Dil İngilizce

Dijital Evet

Yazma Hayır

Kütüphane Özyeğin Üniversitesi

Demirbaş Numarası 0587-4254

Kayıt Numarası 8539d842-98c6-46ab-9424-75db3175a99c

Lokasyon Law

Tarih 2023

Notlar SCOAP3 ; TÜBİTAK

Örnek Metin There are a number of studies in the literature on the search for Charge- Parity (CP) violating signals in top-quark productions at the LHC. In most of these studies, ChromoMagnetic Dipole Moments (CMDM) and ChromoElectric Dipole Moments (CEDM) of top quarks are bounded either by deviations from the Standard Model (SM) cross sections or by T-odd asymmetries in di-muon channels. However, the required precision on these cross section values is far beyond from that ATLAS or CMS experiments can reach. In this letter, the investigation of CEDM-based asymmetries in the semileptonic top-pair decays is presented as T-odd asymmetries in the CMS experiment. Expected asymmetry values are determined at the detector level using MadGraph5, Pythia 8, and Delphes softwares along with the discrimination of the signal and the background with Deep Neural Networks (DNN).

DOI 10.5506/APhysPolB.54.5-A4

Cilt 54