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Maximum Entropy Principle and Semiconductors

A special issue of Entropy (ISSN 1099-4300).

Deadline for manuscript submissions: closed (28 February 2017) | Viewed by 13354

Special Issue Editors


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Guest Editor
Department of Mathematics and Computer Science, University of Catania, Viale A. Doria, 6, 95125 Catania, Italy
Interests: mathematical modeling and simulation of semiconductors; radiative transfer; charge and heat transport in solids
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Guest Editor
Dipartimento di Matematica ed Informatica, Università della Calabria, Rende, Italy
Interests: extended thermodynamics; radiative transfer; charge and heat transport in solids

Special Issue Information

Dear Colleagues,

Enhanced functional integration in modern electron devices requires an increasingly accurate modeling of charge and energy transport in semiconductors in order to describe high-field phenomena, such as hot electron propagation and heat generation. Both semi-classical and quantum hydrodynamic-like models, more general than the drift-diffusion one, have been searched for in order to cope with these requirements. One of the main problem is that of the closure of the systems of equations constituting the models. Inspired from Jaynes’ studies on Information Theory and Statistical Mechanics, an important strategy for closure is based on the Maximum Entropy Principle. This principle consists of statistically inferring the least biased distribution function on the basis of the given information. The procedure can be used for standard devices, confined structure, nanowires, quantum resonant tunneling effects, hetero-structures, and novel materials such as graphene and carbon nanotubes.

The field of semiconductor modeling is going through rapid development involving many fields of science, such as mathematics, physics, engineering, and more. We, therefore, solicit contribution to this Special Issue on “Maximum Entropy Principle and Semiconductors”.

Dr. Vittorio Romano
Dr. Giovanni Mascali
Guest Editors

Manuscript Submission Information

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Keywords

  • Maximum Entropy principle
  • Semiconductors
  • Charge Transport
  • Heat transport
  • Electrons
  • Holes
  • Phonons
  • Boltzmann Equation
  • Wigner Equation

Published Papers (3 papers)

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2124 KiB  
Article
Exploitation of the Maximum Entropy Principle in Mathematical Modeling of Charge Transport in Semiconductors
by Giovanni Mascali and Vittorio Romano
Entropy 2017, 19(1), 36; https://doi.org/10.3390/e19010036 - 18 Jan 2017
Cited by 28 | Viewed by 4520
Abstract
In the last two decades, the Maximum Entropy Principle (MEP) has been successfully employed to construct macroscopic models able to describe the charge and heat transport in semiconductor devices. These models are obtained, starting from the Boltzmann transport equations, for the charge and [...] Read more.
In the last two decades, the Maximum Entropy Principle (MEP) has been successfully employed to construct macroscopic models able to describe the charge and heat transport in semiconductor devices. These models are obtained, starting from the Boltzmann transport equations, for the charge and the phonon distribution functions, by taking—as macroscopic variables—suitable moments of the distributions and exploiting MEP in order to close the evolution equations for the chosen moments. Important results have also been obtained for the description of charge transport in devices made both of elemental and compound semiconductors, in cases where charge confinement is present and the carrier flow is two- or one-dimensional. Full article
(This article belongs to the Special Issue Maximum Entropy Principle and Semiconductors)
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566 KiB  
Article
A Hydrodynamic Model for Silicon Nanowires Based on the Maximum Entropy Principle
by Orazio Muscato and Tina Castiglione
Entropy 2016, 18(10), 368; https://doi.org/10.3390/e18100368 - 19 Oct 2016
Cited by 14 | Viewed by 4139
Abstract
Silicon nanowires (SiNW) are quasi-one-dimensional structures in which the electrons are spatially confined in two directions, and they are free to move along the axis of the wire. The spatial confinement is governed by the Schrödinger–Poisson system, which must be coupled to the [...] Read more.
Silicon nanowires (SiNW) are quasi-one-dimensional structures in which the electrons are spatially confined in two directions, and they are free to move along the axis of the wire. The spatial confinement is governed by the Schrödinger–Poisson system, which must be coupled to the transport in the free motion direction. For devices with the characteristic length of a few tens of nanometers, the transport of the electrons along the axis of the wire can be considered semiclassical, and it can be dealt with by the multi-sub-band Boltzmann transport equations (MBTE). By taking the moments of the MBTE, a hydrodynamic model has been formulated, where explicit closure relations for the fluxes and production terms (i.e., the moments on the collisional operator) are obtained by means of the maximum entropy principle of extended thermodynamics, including the scattering of electrons with phonons, impurities and surface roughness scattering. Numerical results are shown for a SiNW transistor. Full article
(This article belongs to the Special Issue Maximum Entropy Principle and Semiconductors)
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361 KiB  
Article
Maximum Entropy Closure of Balance Equations for Miniband Semiconductor Superlattices
by Luis L. Bonilla and Manuel Carretero
Entropy 2016, 18(7), 260; https://doi.org/10.3390/e18070260 - 14 Jul 2016
Viewed by 4025
Abstract
Charge transport in nanosized electronic systems is described by semiclassical or quantum kinetic equations that are often costly to solve numerically and difficult to reduce systematically to macroscopic balance equations for densities, currents, temperatures and other moments of macroscopic variables. The maximum entropy [...] Read more.
Charge transport in nanosized electronic systems is described by semiclassical or quantum kinetic equations that are often costly to solve numerically and difficult to reduce systematically to macroscopic balance equations for densities, currents, temperatures and other moments of macroscopic variables. The maximum entropy principle can be used to close the system of equations for the moments but its accuracy or range of validity are not always clear. In this paper, we compare numerical solutions of balance equations for nonlinear electron transport in semiconductor superlattices. The equations have been obtained from Boltzmann–Poisson kinetic equations very far from equilibrium for strong fields, either by the maximum entropy principle or by a systematic Chapman–Enskog perturbation procedure. Both approaches produce the same current-voltage characteristic curve for uniform fields. When the superlattices are DC voltage biased in a region where there are stable time periodic solutions corresponding to recycling and motion of electric field pulses, the differences between the numerical solutions produced by numerically solving both types of balance equations are smaller than the expansion parameter used in the perturbation procedure. These results and possible new research venues are discussed. Full article
(This article belongs to the Special Issue Maximum Entropy Principle and Semiconductors)
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