Title :
Statistical Models for Hot Electron Degradation in Nano-Scaled MOSFET Devices
Author :
Bae, Suk Joo ; Kim, Seong-Joon ; Kuo, Way ; Kvam, Paul H.
Author_Institution :
Hanyang Univ., Seoul
Abstract :
In a MOS structure, the generation of hot carrier interface states is a critical feature of the item´s reliability. On the nano-scale, there are problems with degradation in transconductance, shift in threshold voltage, and decrease in drain current capability. Quantum mechanics has been used to relate this decrease to degradation, and device failure. Although the lifetime, and degradation of a device are typically used to characterize its reliability, in this paper we model the distribution of hot-electron activation energies, which has appeal because it exhibits a two-point discrete mixture of logistic distributions. The logistic mixture presents computational problems that are addressed in simulation.
Keywords :
MOSFET; hot carriers; maximum likelihood estimation; nanotechnology; semiconductor device reliability; MOS structure; device failure; hot carrier interface states; hot electron degradation; logistic distribution; maximum likelihood; mixture distribution; nano-scaled MOSFET devices; nanotechnology; semiconductor device reliability; statistical models; Degradation; Electrons; Hot carriers; Interface states; Logistics; MOSFET circuits; Nanoscale devices; Quantum mechanics; Threshold voltage; Transconductance; EM algorithm; logistic distribution; maximum likelihood; mixture distribution; nanotechnology;
Journal_Title :
Reliability, IEEE Transactions on
DOI :
10.1109/TR.2007.903232