6 papers
Welch's method transform of strange attractors of argon glow discharge plasmas: symmetric zero point energy fluctuations of particles, anti-particles and virtual particles
M. Fatih Yilmaz, Ramazan Tinaztepe, Bekir Karlik +1
Substantial developments in pattern recognition and machine learning offer unique advancements to study the deeper structures of plasma physics. We have employed the Kernel princip…
Probabilistic principal component and linear discriminant analysis of interaction of 1064 nm CW laser with ICP plasma: Anti-Stokes cooling due to analogue black hole
M. F. Yilmaz, H. U. Rahman, F. Paletou +3
Pattern recognition and machine learning techniques are known to play an emerging role for studying underlying physics of light-matter interaction. While on the subject, photon con…
Investigation of electron beam effects on L shell Mo plasma produced by a compact LC generator using pattern recognition
M. F. Yilmaz, Y. Danisman, M. Ozdemir +2
In this paper, the effects of electron beam on the X pinch produced spectra of L-shell Mo plasma have been investigated by principal component analysis (PCA), and this analysis is…
A hybrid machine learning model to study UV-Vis spectra of gold nano spheres
B. Karlik, M. F. Yilmaz, M. Ozdemir +2
Here, we have employed Principal Component Analysis (PCA) and Linear Discriminant Analysis (LDA) to analyze Mie calculated UV-Vis spectra of gold nanospheres (GNS). Eigen spectra o…
Linear discriminant analysis as an alternative method to investigate the interaction of a 1064 nm CW laser light with a cold inductively-coupled plasma
M. Fatih Yilmaz, M. Elif Tanriseven, Edgar Obonyo +1
In this paper, the interaction of a 1064 nm continuum-wave laser with inductively-coupled plasma generated in a fluorescent light bulb has been studied both experimentally and theo…
Linear discriminant analysis based predator-prey analysis of hot electron effects on the X-pinch plasma produced K-shell Aluminum spectra
Mehmet Fatih Yilmaz, Yusuf Danisman, Jean Larour +1
Linear Discriminant Analysis (LDA) is applied to investigate the electron beam effects on the X-pinch produced K-shell Aluminum synthetic spectra. The radiating plasma is produced…