Abstract
We review macroscopic transport models as used in classical device simulation such as drift-diffusion, hydrodynamic, and energy transport models. Using a systematic approach, these transport models are derived from the semiclassical Boltzmann equation by applying the method of moments. The drift-diffusion model is based on the first two moments of the Boltzmann equation, while hydrodynamic and energy transport models consider three or four moments. Within the framework of the diffusion approximation, the convective terms in the hydrodynamic models can be neglected, resulting in the much simpler diffusive energy transport models. A discussion of the physical assumptions needed for the validity of these models is given.
In cases where the energy distribution is insufficiently described by a heated Maxwellian distribution, energy transport models give poor results. Based on the diffusion approximation, a six-moment model generalizing the energy transport model is presented. All model parameters can be extracted from fullband bulk Monte Carlo simulations. The six-moment model is applied for the simulation of devices with channel length in the deca-nanometer regime. Short-channel and hot-carrier effects for which the heated Maxwellian assumption introduces particularly large errors are studied. Comparing all models, it is demonstrated that the six-moment model can improve on the drift-diffusion and energy transport models.
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References
International Technology Roadmap for Semiconductors 2012: Sheet 2012_MS3 in Modeling_2012Tables.xlsx. http://www.itrs2.net/2012-itrs.html
VanRoosbroeck, W.V.: Theory of flow of electrons and holes in germanium and other semiconductors. Bell Syst. Tech. J. 29, 560–607 (1950)
Selberherr, S.: Analysis and Simulation of Semiconductor Devices. Springer, Wien–New York (1984)
Wachutka, G.K.: Rigorous thermodynamic treatment of heat generation and conduction in semiconductor device modeling. IEEE Trans. Comput. Aided Des. 9(11), 1141–1149 (1990)
Windbacher, T., Sverdlov, V., Selberherr, S.: Nano-Electronic Devices, pp. 1–96. Springer New York (2011)
Gummel, H.K.: A self-consistent iterative scheme for one-dimensional steady state transistor calculations. IEEE Trans. Electron Dev. 11(10), 455–465 (1964)
Scharfetter, D.L., Gummel, H.K.: Large-signal analysis of a silicon read diode oscillator. IEEE Trans. Electron Dev. 16(1), 64–77 (1969)
Stratton, R.: Diffusion of hot and cold electrons in semiconductor barriers. Physical Review 126(6), 2002–2014 (1962)
Bløtekjær, K.: Transport equations for electrons in two-valley semiconductors. IEEE Trans. Electron Dev. ED-17(1), 38–47 (1970)
Grasser, T., Tang, T., Kosina, H., Selberherr, S.: A review of hydrodynamic and energy-transport models for semiconductor device simulation. Proc. IEEE 91(2), 251–274 (2003)
Vasicek, M., Cervenka, J., Esseni, D., Palestri, P., Grasser, T.: Applicability of macroscopic transport models to decananometer MOSFETs. IEEE Trans. Electron Dev. 59(3), 639–646 (2012)
Markowich, P., Ringhofer, C., Schmeiser, C.: Semiconductor Equations. Springer, Wien, New York (1990)
Jüngel, A.: Transport Equations for Semiconductors. Springer, Berlin, Heidelberg (2009)
Sverdlov, V., Ungersboeck, E., Kosina, H., Selberherr, S.: Current transport models for nanoscale semiconductor devices. Mater. Sci. Eng. R Rep. 58(6), 228–270 (2008)
Gritsch, M.: Numerical Modeling of Silicon-on-Insulator MOSFETs. Dissertation, Technische Universität Wien (2002). http://www.iue.tuwien.ac.at/phd/gritsch
Dirks, H.K.: Quasi-stationary fields for microelectronic applications. Electrical Engineering 79(2), 145–155 (1996)
Steinmetz, T., Kurz, S., Clemens, M.: Domains of validity of quasistatic and quasistationary field approximations. COMPEL Int. J. Comput. Math. Electr. Electron. Eng. 30(4), 1237–1247 (2011)
Koch, S., Weiland, T.: Different types of quasistationary formulations for time domain simulations. Radio Science 46(5), (2011)
Meinerzhagen, B., Engl, W.L.: The influence of the thermal equilibrium approximation on the accuracy of classical two-dimensional numerical modeling of silicon submicrometer MOS transistors. IEEE Trans. Electron Dev. 35(5), 689–697 (1988)
Baccarani, G., Rudan, M., Guerrieri, R., Ciampolini, P.: Physical models for numerical device simulation. In: W.L. Engl (ed.) Process and Device Modeling. Advances in CAD for VLSI, vol. 1, pp. 107–158. North-Holland (1986)
Caughey, D.M., Thomas, R.E.: Carrier mobilities in silicon empirically related to doping and field. Proc. IEEE 52, 2192–2193 (1967)
Simlinger, T., Brech, H., Grave, T., Selberherr, S.: Simulation of submicron double-heterojunction high electron mobility transistors with MINIMOS-NT. IEEE Trans. Electron Dev. 44(5), 700–707 (1997)
ISE Integrated Systems Engineering AG, Zurich, Switzerland.: DESSIS-ISE, ISE TCAD Release 10. ISE, Zürich, Switzerland (2004)
Quay, R.: Analysis and Simulation of High Electron Mobility Transistors. Dissertation, Technische Universität Wien Fakultät für Elektrotechnik (2001). http://www.iue.tuwien.ac.at/phd/quay
Shockley, W., Read, W.T.: Statistics of the recombinations of holes and electrons. Physical Review 87(5), 835–842 (1952)
Hall, R.N.: Electron-hole recombination in germanium. Physical Review 87(2), 387–387 (1952)
Ferry, D.K.: Semiconductors. Macmillan, New York (1991)
Azoff, E.M.: Generalized energy-momentum conservation equation in the relaxation time approximation. Solid State Electron. 30(9), 913–917 (1987)
Thoma, R., Emunds, A., Meinerzhagen, B., Peifer, H.J., Engl, W.L.: Hydrodynamic equations for semiconductors with nonparabolic band structure. IEEE Trans. Electron Dev. 38(6), 1343–1353 (1991)
Kane, E.O.: {Band structure of indium antimonide}. J. Phys. Chem. Solids 1, 249–261 (1957)
Lundstrom, M.: Fundamentals of carrier transport. Cambridge University Press (2000)
Nag, B.R.: Electron Transport in Compound Semiconductors. Springer Series in Solid-State Sciences, vol. 11. Springer (1980)
Grasser, T., Kosina, H., Selberherr, S.: Influence of the distribution function shape and the band structure on impact ionization modeling. J. Appl. Phys. 90(12), 6165–6171 (2001)
Lee, S.C., Tang, T.: Transport coefficients for a silicon hydrodynamic model extracted from inhomogeneous Monte-Carlo calculations. Solid State Electron. 35(4), 561–569 (1992)
Souissi, K., Odeh, F., Tang, H.H.K., Gnudi, A.: Comparative studies of hydrodynamic and energy transport models. COMPEL 13(2), 439–453 (1994)
Gardner, C.L.: Numerical simulation of a steady-state electron shock wave in a submicrometer semiconductor device. IEEE Trans. Electron Dev. 38(2), 392–398 (1991)
Anile, A.M., Maccora, C., Pidatella, R.M.: Simulation of n+-n-n+ devices by a hydrodynamic model: Subsonic and supersonic flows. COMPEL 14(1), 1–18 (1995)
Fatemi, E., Jerome, J., Osher, S.: Solution of the hydrodynamic device model using high-order nonoscillatory shock capturing algorithms. IEEE Trans. Comput. Aided Des. 10(2), 232–244 (1991)
Thomann, E., Odeh, F.: On the well-posedness of the two-dimensional hydrodynamic model for semiconductor devices. COMPEL 9(1), 45–57 (1990)
Tang, T.: Extension of the Scharfetter-Gummel algorithm to the energy balance equation. IEEE Trans. Electron Dev. 31(12), 1912–1914 (1984)
Gnudi, A., Odeh, F.: An efficient discretization scheme for the energy-continuity equation in semiconductors. In: Baccarani, G., Rudan, M. (eds.) Proc. Simulation of Semiconductor Devices and Processes, vol. 3, pp. 387–390. Tecnoprint, Bologna (1988)
Tang, T., Ieong, M.K.: Discretization of flux densities in device simulations using optimum artificial diffusivity. IEEE Trans. Comput. Aided Des. 14(11), 1309–1315 (1995)
McAndrew, C.C., Singhal, K., Heasell, E.L.: A consistent nonisothermal extension of the Scharfetter-Gummel stable difference approximation. IEEE Electron Dev. Lett. EDL-6(9), 446–447 (1985)
Forghieri, A., Guerrieri, R., Ciampolini, P., Gnudi, A., Rudan, M., Baccarani, G.: A new discretization strategy of the semiconductor equations comprising momentum and energy balance. IEEE Trans. Comput. Aided Des. 7(2), 231–242 (1988)
Choi, W.S., Ahn, J.G., Park, Y.J., Min, H.S., Hwang, C.G.: A time dependent hydrodynamic device simulator SNU-2D with new discretization scheme and algorithm. IEEE Trans. Comput. Aided Des. 13(7), 899–908 (1994)
Rudan, M., Odeh, F.: Multi-dimensional discretization scheme for the hydrodynamic model of semiconductor devices. COMPEL 5(3), 149–183 (1986)
Benvenuti, A., Coughran, W.M., Pinto, M.R.: A thermal-fully hydrodynamic model for semiconductor devices and applications to III-V HBT simulation. IEEE Trans. Electron Dev. 44(9), 1349–1359 (1997)
Xu, D., Tang, T., Kucherenko, S.S.: Time-dependent solution of a full hydrodynamic model including convective terms and viscous effects. VLSI Design 6(1-4), 173–176 (1998)
Aluru, N.R., Law, K.H., Pinsky, P.M., Dutton, R.W.: An analysis of the hydrodynamic semiconductor device model – Boundary conditions and simulations. COMPEL 14(2/3), 157–185 (1995)
Bløtekjær, K.: High-frequency conductivity, carrier waves, and acoustic amplification in drifted semiconductor plasmas. Ericsson Technics 2, 126–183 (1966)
Grasser, T., Kosina, H., Gritsch, M., Selberherr, S.: Using six moments of Boltzmann’s transport equation for device simulation. J. Appl. Phys. 90(5), 2389–2396 (2001)
Ringhofer, C., Schmeiser, C., Zwirchmayer, A.: Moment methods for the semiconductor Boltzmann equation in bounded position domains. SIAM J. Numer. Anal. 39(3), 1078–1095 (2001)
Baccarani, G.: Private communication (2020)
Hess, K.: Advanced Theory of Semiconductor Devices. Prentice-Hall (1988)
Azoff, E.M.: Energy transport numerical simulation of graded AlGaAs/GaAs heterojunction bipolar transistors. IEEE Trans. Electron Dev. 36(4), 609–616 (1989)
Lundstrom, M.: Fundamentals of Carrier Transport, Modular Series on Solid State Device, vol. X. Addison-Wesley (1990)
Baccarani, G., Wordeman, M.R.: An investigation of steady-state velocity overshoot in silicon. Solid State Electron. 28(4), 407–416 (1985)
Hänsch, W.: The Drift Diffusion Equation and Its Application in MOSFET Modeling. Springer, Wien–New York (1991)
Lee, S.C., Tang, T., Navon, D.H.: Transport Models for MBTE. In: Miller, J.J.H. (Ed.) NASECODE VI - Numerical Analysis of Semiconductor Devices and Integrated Circuits, pp. 261–265. Boole Press, Dublin (1989)
Tang, T., Gan, H.: Two formulations of semiconductor transport equations based on spherical harmonic expansion of the Boltzmann transport equation. IEEE Trans. Electron Dev. 47(9), 1726–1732 (2000)
Ieong, M.K.: A multi-valley hydrodynamic transport model for GaAs extracted from self-consistent Monte Carlo data. Master’s thesis, University of Massachusetts Amherst (1993)
Tang, T., Ramaswamy, S., Nam, J.: An improved hydrodynamic transport model for silicon. IEEE Trans. Electron Dev. 40(8), 1469–1476 (1993)
Stratton, R.: Semiconductor current-flow equations (diffusion and degeneracy). IEEE Trans. Electron Dev. 19(12), 1288–1292 (1972)
Landsberg, P.T., Hope, S.A.: Two formulations of semiconductor transport equations. Solid State Electron. 20, 421–429 (1977)
Landsberg, P.T.: D grad ν or grad(Dν)? J. Appl. Phys. 56(4), 1119–1122 (1984)
Apanovich, Y., Lyumkis, E., Polsky, B., Shur, A., Blakey, P.: Steady-state and transient analysis of submicron devices using energy balance and simplified hydrodynamic models. IEEE Trans. Comput. Aided Des. 13(6), 702–711 (1994)
Ramaswamy, S., Tang, T.: Comparison of semiconductor transport models using a Monte Carlo consistency check. IEEE Trans. Electron Dev. 41(1), 76–83 (1994)
Vecchi, M.C., Reyna, L.G.: Generalized energy transport models for semiconductor device simulation. Solid State Electron. 37(10), 1705–1716 (1994)
Ieong, M., Tang, T.: Influence of hydrodynamic models on the prediction of submicrometer device characteristics. IEEE Trans. Electron Dev. 44(12), 2242–2251 (1997)
Tang, T., Wang, X., Gan, H., Leong, M.K.: An analytic expression of thermal diffusion coefficient for the hydrodynamic simulation of semiconductor devices. VLSI Design 13(1-4), 131–134 (2000)
Tomizawa, M., Yokoyama, K., Yoshii, A.: Nonstationary carrier dynamics in quarter-micron Si MOSFET’s. IEEE Trans. Comput. Aided Des. 7(2), 254–258 (1988)
Banoo, K., Lundstrom, M.S.: Electron transport in a model Si transistor. Solid State Electron. 44, 1689–1695 (2000)
Grasser, T., Kosik, R., Jungemann, C., Kosina, H., Selberherr, S.: Nonparabolic macroscopic transport models for device simulation based on bulk Monte Carlo data. J. Appl. Phys. 97(12), 093710.1–12 (2005)
Vasicek, M.: Advanced Macroscopic Transport Models. Dissertation, Technische Universität Wien (2009). http://www.iue.tuwien.ac.at/phd/vasicek
Pejčinović, B., Tang, H.H.K., Egley, J.L., Logan, L.R., Srinivasan, G.R.: Two-dimensional tensor temperature extension of the hydrodynamic model and its applications. IEEE Trans. Electron Dev. 42(12), 2147–2155 (1995)
Cook, R.K., Frey, J.: An efficient technique for two-dimensional simulation of velocity overshoot effects in Si and GaAs devices. COMPEL 1(2), 65–87 (1982)
Stettler, M.A., Alam, M.A., Lundstrom, M.S.: A critical examination of the assumptions underlying macroscopic transport equations for silicon devices. IEEE Trans. Electron Dev. 40(3), 733–740 (1993)
Laux, S., Fischetti, M.: Transport models for advanced device simulation-truth or consequences? In: Proc. Bipolar/BiCMOS Circuits and Technology Meeting the 1995 (1995), pp. 27–34. https://doi.org/10.1109/BIPOL.1995.493859
Schenk, A.: Halbleiterbauelemente–Physikalische Grundlagen und Simulation. ETH Zurich, Integrated Systems Laboratory (2001)
Ruch, J.G.: Electron dynamics in short channel field-effect transistors. IEEE Trans. Electron Dev. ED-19(5), 652–654 (1972)
Chen, D., Kan, E., Ravaioli, U., Shu, C., Dutton, R.: An improved energy transport model including nonparabolicity and non-Maxwellian distribution effects. IEEE Electron Dev. Lett. 13(1), 26–28 (1992). https://doi.org/10.1109/55.144940
Chen, D., Sangiorgi, E., Pinto, M., Kn, E., Ravaioli, U., Dutton, R.: Analysis of spurious velocity overshoot in hydrodynamic simulations. In: Proc. NUPAD IV Numerical Modeling of Processes and Devices for Integrated Circuits Workshop on (1992), pp. 109–114
Tang, T., Ramaswamy, S., Nam, J.: An improved hydrodynamic transport model for silicon. IEEE Trans. Electron Dev. 40(8), 1469–1477 (1993). https://doi.org/10.1109/16.223707
Geurts, B.J.: An extended Scharfetter-Gummel scheme for high order momentum equations. COMPEL 10(3), 179–194 (1991)
Liotta, S.F., Struchtrup, H.: Moment equations for electrons in semiconductors: Comparison of spherical harmonics and full moments. Solid State Electron. 44, 95–103 (2000)
Nekovee, M., Geurts, B.J., Boots, H.M.J., Schuurmans, M.F.H.: Failure of extended moment equation approaches to describe ballistic transport in submicron structures. Phys. Rev. B 45(10), 6643–6651 (1992)
Grasser, T., Kosina, H., Heitzinger, C., Selberherr, S.: Characterization of the hot electron distribution function using six moments. J. Appl. Phys. 91(6), 3869–3879 (2002)
Reik, H.G., Risken, H.: Distribution functions for hot electrons in many-valley semiconductors. Physical Review 124, 777–784 (1961)
Sonoda, K., Dunham, S.T., Yamaji, M., Taniguchi, K., Hamaguchi, C.: Impact ionization model using average energy and average square energy of distribution function. Jpn. J. Appl. Phys. 35(2B), 818–825 (1996)
Struchtrup, H.: Extended moment method for electrons in semiconductors. Physica A 275, 229–255 (2000)
Kosik, R., Grasser, T., Entner, R., Dragosits, K.: On the highest order moment closure problem. In: Proceedings IEEE International Spring Seminar on Electronics Technology 27th ISSE 2004, pp. 118–120. IEEE (2004)
Kosik, R.: Numerical Challenges on the Road to NanoTCAD. Dissertation, TU Wien (2004). http://www.iue.tuwien.ac.at/phd/kosik
Jungemann, C., Meinerzhagen, B.: Hierachical Device Simulation – The Monte Carlo Perspective. Springer, Wien, New York (2003)
Vasicek, M., Cervenka, J., Wagner, M., Karner, M., Grasser, T.: A 2D non-parabolic six-moments model. Solid State Electron. 52, 1606–1609 (2008)
Tang, T.: Hydrodynamic transport modeling of semiconductor devices – Issues and some solutions. In: Semiconductor TCAD Workshop & Exhibition, pp. 1–19. Hsinchu, Taiwan (1999)
Agostino, F., Quercia, D.: Short-channel effects in MOSFETs. Tech. rep., Introduction to VLSI design (EECS 467) (2000)
Bordelon, T.J., Wang, X.L., Maziar, C., Tasch, A.F.: An efficient non-parabolic formulation of the hydrodynamic model for silicon device simulation. In: Proc. Intl. Electron Devices Meeting (IEDM) (1990), pp. 353–356
Wolokin, G., Frey, J.: Overshoot effects in the relaxation time approximation. In: Proc. NASECODE VIII (Vienna, 1992), pp. 107–108
Grasser, T., Kosina, H., Selberherr, S.: Investigation of spurious velocity overshoot using Monte Carlo data. Appl. Phys. Lett. 79, 1900–1902 (2001)
Bude, J.D.: MOSFET modeling into the ballistic regime. In: Proc. Simulation of Semiconductor Processes and Devices, pp. 23–26. Seattle, Washington, USA (2000)
Lundstrom, M.: Drift-diffusion and computational electronics - Still going strong after 40 years! In: 2015 International Conference on Simulation of Semiconductor Processes and Devices (SISPAD). IEEE (2015)
Baccarani, G., Gnani, E., Gnudi, A., Reggiani, S.: Theoretical analysis and modeling for nanoelectronics. Solid State Electron. 125, 2–13 (2016)
Yu, Z., Dutton, R.W., Kiehl, R.A.: Circuit/device modeling at the quantum level. IEEE Trans. Electron Dev. 47(10), 1819–1825 (2000)
Pourfath, M., Sverdlov, V., Selberherr, S.: Transport modeling for nanoscale semiconductor devices. In: 2010 10th IEEE International Conference on Solid-State and Integrated Circuit Technology, pp. 1737–1740 (4, 2010)
Keldysh, L.: Concerning the theory of impact ionization in semiconductors. Sov. Phys. JETP 21, 1135–1144 (1965)
Grasser, T., Kosina, H., Selberherr, S.: Hot carrier effects within macroscopic transport models. Int. J. High Speed Electron. Syst. 13, 973–901 (2003)
Grasser, T., Kosina, H., Heitzinger, C., Selberherr, S.: Accurate impact ionization model which accounts for hot and cold carrier populations. Appl. Phys. Lett. 80(4), 613–615 (2002). https://doi.org/10.1063/1.1445273
Gehring, A., Grasser, T., Kosina, H., Selberherr, S.: Simulation of hot-electron oxide tunneling current based on a non-Maxwellian electron energy distribution function. J. Appl. Phys. 92(10), 6019–6027 (2002). https://doi.org/10.1063/1.1516617
Tyaginov, S.E., Starkov, I., Enichlmair, H., Park, J., Jungemann, C., Grasser, T.: In: Sah, R. (Ed.) Silicon Nitride, Silicon Dioxide, and Emerging Dielectrics 11, pp. 321–352. ECS Transactions (2011)
Grasser, T. (ed.): Hot Carrier Degradation in Semiconductor Devices. Springer International Publishing (2014). https://doi.org/10.1007/978-3-319-08994-2
Sharma, P., Tyaginov, S., Wimmer, Y., Rudolf, F., Rupp, K., Bina, M., Enichlmair, H., Park, J.M., Minixhofer, R., Ceric, H., Grasser, T.: Modeling of hot-carrier degradation in nLDMOS devices: Different approaches to the solution of the Boltzmann transport equation. IEEE Trans. Electron Dev. 62(6), 1811–1818 (2015)
Jech, M., Sharma, P., Tyaginov, S.E., Rudolf, F., Grasser, T.: On the limits of applicability of drift-diffusion based hot carrier degradation modeling. Jpn. J. Appl. Phys. 55(4S), 1–6 (2016). https://doi.org/10.7567/JJAP.55.04ED14
Sharma, P., Tyaginov, S.E., Rauch, S.E., Franco, J., Makarov, A., Vexler, M.I., Kaczer, B., Grasser, T.: Hot-carrier degradation modeling of decananometer nMOSFETs using the drift-diffusion approach. IEEE Electron Dev. Lett. 38(2), 160–163 (2017). https://doi.org/10.1109/LED.2016.2645901
Jech, M., Ullmann, B., Rzepa, G., Tyaginov, S.E., Grill, A., Waltl, M., Jabs, D., Jungemann, C., Grasser, T.: Impact of mixed negative bias temperature instability and hot carrier stress on MOSFET characteristics-part II: Theory. IEEE Trans. Electron Dev. 66(1), 241–248 (2019). https://doi.org/10.1109/TED.2018.2873421
Bina, M., Tyaginov, S.E., Franco, J., Rupp, K., Wimmer, Y., Osintsev, D., Kaczer, B., Grasser, T.: Predictive hot-carrier modeling of n-channel MOSFETs. IEEE Trans. Electron Dev. 61(9), 3103–3110 (2014)
Sharma, P., Tyaginov, S.E., Wimmer, Y., Rudolf, F., Rupp, K., Enichlmair, H., Park, J., Ceric, H., Grasser, T.: Comparison of analytic distribution function models for hot-carrier degradation in nLDMOSFETs. Microelectronics Reliability 55(9-10), 1427–1432 (2015). https://doi.org/10.1016/j.microrel.2015.06.021
IμE, MINIMOS-NT 2.1 User’s Guide.: Institut für Mikroelektronik, Technische Universität Wien, Austria (2004). http://www.iue.tuwien.ac.at/software
Acknowledgements
Many of the results shown in the previous sections were computed with software developed by the Institute for Microelectronics at TU Wien in the course over many years. The authors are indebted to Andreas Gehring, Martin Wagner, Oliver Triebl, Thomas Windbacher, Prateek Sharma, Gerhard Rzepa, Stanislav Tyaginov, and Markus Kampl for their contributions to the development and implementation of the six-moment model or for applications thereof. We thank Viktor Sverdlov, Josef Weinbub, and especially Hans Kosina for numerous discussions during the preparation of this manuscript.
Special thanks go to Prof. David Esseni, who helped with Monte Carlo code and simulations. We are indebted to Prof. Christoph Jungemann who provided a spherical harmonic code and numerous fullband Monte Carlo simulation results.
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Cervenka, J. et al. (2023). Macroscopic Transport Models for Classical Device Simulation. In: Rudan, M., Brunetti, R., Reggiani, S. (eds) Springer Handbook of Semiconductor Devices . Springer Handbooks. Springer, Cham. https://doi.org/10.1007/978-3-030-79827-7_37
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