Si tight-binding parameters from genetic algorithm fitting

被引:98
作者
Klimeck, G
Bowen, RC
Boykin, TB
Salazar-Lazaro, C
Cwik, TA
Stoica, A
机构
[1] CALTECH, Jet Prop Lab, Pasadena, CA 91109 USA
[2] Univ Alabama, Dept Elect & Comp Engn, Huntsville, AL 35899 USA
基金
美国国家航空航天局;
关键词
tight binding; sp3s*; silicon; genetic algorithm; effective mass;
D O I
10.1006/spmi.1999.0797
中图分类号
O469 [凝聚态物理学];
学科分类号
070205 ;
摘要
Quantum mechanical simulations of carrier transport in Si require an accurate model of the complicated Si bandstructure. Tight-binding models are an attractive method of choice since they bear the full electronic structure symmetry within If hem and can discretize a realistic device on an atomic scale. However, tight-binding models are not simple to pa rameterize and characterize. This work addresses two issues: (1) the need for an automated fitting:procedure that maps tight-binding orbital interaction-energies to physical observables such as effective masses and band edges, and (2) the capabilities and accuracy of the nearest and second-nearest neighbor tight-binding sp3s* models with respect to carrier transport in indirect bandgap materials. A genetic algorithm approach is used to fit orbital interaction energies of these tight-binding models in a nine-; and 20-dimensional global optimization problem for Si. A second-nearest neighbor sp3s* parameter set that fits all relevant conduction and valence band properties: with a high degree of accuracy is presented. No such global fit was found for the nearest neighbor sp3s* model and two sets, one heavily weighed for electron properties and the other for hole properties, are presented. Bandstructure properties relevant for electron and hole transport in Si derived from these three sets are compared with the seminal Vogl et al. [Journal of the Physics and Chemistry of Solids 44, 365 (1983)] parameters. (C) 2000 Academic Press.
引用
收藏
页码:77 / 88
页数:12
相关论文
共 26 条
[1]   Physical oxide thickness extraction and verification using quantum mechanical simulation [J].
Bowen, C ;
Fernando, CL ;
Klimeck, G ;
Chatterjee, A ;
Blanks, D ;
Lake, R ;
Hu, J ;
Davis, J ;
Kulkarni, M ;
Hattangady, S ;
Chen, IC .
INTERNATIONAL ELECTRON DEVICES MEETING - 1997, TECHNICAL DIGEST, 1997, :869-872
[2]   Quantitative simulation of a resonant tunneling diode [J].
Bowen, RC ;
Klimeck, G ;
Lake, RK ;
Frensley, WR ;
Moise, T .
JOURNAL OF APPLIED PHYSICS, 1997, 81 (07) :3207-3213
[3]   Improved fits of the effective masses at Gamma in the spin-orbit, second-nearest-neighbor sp(3)s* model: Results from analytic expressions [J].
Boykin, TB .
PHYSICAL REVIEW B, 1997, 56 (15) :9613-9618
[4]   Effective-mass reproducibility of the nearest-neighbor sp(3)s(*) models: Analytic results [J].
Boykin, TB ;
Klimeck, G ;
Bowen, RC ;
Lake, R .
PHYSICAL REVIEW B, 1997, 56 (07) :4102-4107
[5]   TIGHT-BINDING MODEL FOR GAAS/ALAS RESONANT-TUNNELING DIODES [J].
BOYKIN, TB ;
VANDERWAGT, JPA ;
HARRIS, JS .
PHYSICAL REVIEW B, 1991, 43 (06) :4777-4784
[6]   Valence-band warping in tight-binding models [J].
Boykin, TB ;
Gamble, LJ ;
Klimeck, G ;
Bowen, RC .
PHYSICAL REVIEW B, 1999, 59 (11) :7301-7304
[7]   COMPLEX BAND STRUCTURES OF CRYSTALLINE SOLIDS - AN EIGENVALUE METHOD [J].
CHANG, YC ;
SCHULMAN, JN .
PHYSICAL REVIEW B, 1982, 25 (06) :3975-3986
[8]   GLOBAL OPTIMIZATION OF STATISTICAL FUNCTIONS WITH SIMULATED ANNEALING [J].
GOFFE, WL ;
FERRIER, GD ;
ROGERS, J .
JOURNAL OF ECONOMETRICS, 1994, 60 (1-2) :65-99
[9]  
Goldberg D. E., 1989, GENETIC ALGORITHMS S
[10]   THINNED ARRAYS USING GENETIC ALGORITHMS [J].
HAUPT, RL .
IEEE TRANSACTIONS ON ANTENNAS AND PROPAGATION, 1994, 42 (07) :993-999