Информатика и автоматизация = Informatics and automation : научный, научно-образовательный журнал с базовой специализацией в области информатики, автоматизации, робототехники, прикладной математики и междисциплинарных исследований / учредитель и издатель:

"MIMO systems have been known to better the quality of service for wireless communication systems. This book discusses emerging techniques in MIMO systems to reduce complexities and keep benefits unaffected at the same time. It discusses about benefits and shortcomings of various MIMO technologies like spatial multiplexing, space time coding, spatial modulation, transmit antenna selection and various power allocation schemes to optimize the performance. Crux of the book is focus on MIMO communication over generalized fading channels as they can model the propagation of signals in a non-homogeneous environment. Relevant MATLAB codes are also included in the appendices. Book is aimed at graduate students and researchers in electronics and wireless engineering specifically interested in electromagnetic theory, antennas and propagation, future wireless systems, signal processing."--Provided by publisher 0-Содержание_en+rus_v5 1-15042 2-15004 3-15000 4-15028 Introduction Background and Related Work In-Vehicle Attacks and Data Sets Principles of the Characteristic Functions Method Formal setting Criteria for relevant evaluation functions Characteristic functions Implementation and Evaluation of the Characteristic Functions Method Baseline Benchmark: Artificial Neural Network Conclusion 5-15006 6-14622 7-14973 8-14318 Таблица 1. Сравнение средних значений производительности LAMMPS OpenMPI и LAMMPS OpenTS DMPI Литература 1. MPICH: A High-Performance, Portable Implementation of MPI. Argonne National Laboratory, Mathematics and Computer Science Division. URL: https://www.anl.gov/mcs/mpich-a-highperformance-portable-implementation-of-mpi. 2. MVAPICH: MPI over InfiniBand, Omni-Path, Ethernet/iWARP, and RoCE. The Ohio State University, Network-Based Computing Laboratory. URL: http://mvapich.cse.ohio-state.edu. 3. URL: www.cray.com. 4. TianHe-2A. URL: https://www.top500.org/system/177999. 5. Intel MPI. URL: https://software.intel.com/content/www/us/en/develop/tools/mpi-library.html. 6. Blue Gene/Q MPI. URL: http://www.redbooks.ibm.com/redbooks/pdfs/sg247948.pdf. 7. The IBM Parallel Environment (PE) Developer Edition. URL: http://www.redbooks.ibm.com/abstracts/tips1073.html 8. IBM Platform MPI. URL: https://www.ibm.com/support/knowledgecenter/en/SSENRW_4.2.0/get_started_admin/getting_started_mpi.html. 9. Installing SGI MPI packages. URL: https://downloads.linux.hpe.com/SDR/project/mpi/ 10. Application Development Environment for Supercomputer Fugaku. URL: https://www.fujitsu.com/global/about/resources/publications/technicalreview/2020-03/article07.html 11. MS MPI. URL: https://docs.microsoft.com/en-us/message-passing-interface/microsoft-mpi. 12. MPI 4.0.URL: https://www.mpi-forum.org/mpi-40/ 13. Абрамов С.М., Васенин В.А., Мамчиц Е.Е., Роганов В.А., Слепухин А.Ф., Динамическое распараллеливание программ на базе параллельной редукции графов. Архитектура программного обеспечения новой версии T-системы // Научная сессия МИФИ-2001, Сборник на... 14. Абрамов С.М., Кузнецов А.А., Роганов В.А. Кроссплатформенная версия T-системы с открытой архитектурой // Вычислительные методы и программирование, 8:1(2) (2007), с. 175–180, URL: http://num-meth.srcc.msu.ru/zhurnal/tom_2007/v8r203.html 15. Кузнецов А.А., Роганов В.А. Экспериментальная реализация отказоустойчивой версии системы OpenTS для платформы Windows CCS. // Труды Второй Международной научной конференции "Суперкомпьютерные системы и их применение (SSA'2008)" 27-29 октября 2008,... 16. Степанов Е.А. Планирование в OpenTS — системе автоматического динамического распараллеливания. // М., МГИУ, сборник статей "Информационные технологии и программирование", выпуск 2, 2005. 17. Абрамов С.М., Есин Г.И., Загоровский И.М., Матвеев Г.А., Роганов В.А. Принципы организации отказоустойчивых параллельных вычислений для решения вычислительных задач и задач управления в Т-Системе с открытой архитектурой (OpenTS). // Международная ... 18. Roganov V., Slepuhin A. Distributed Extension of the Parallel Graph Reduction. GRACE: Compact and Efficient Dynamic Parallelization Technology for the Heterogeneous Computing Systems. International Conference on Parallel and Distributed Processing... 19. Moskovsky A., Roganov V., Abramov S. Parallelism Granules Aggregation with the T-System. Parallel Computing Technologies: 9th International Conference, PaCT 2007 Pereslavl-Zalessky, Russia, September 2007. Proceedings. Victor Malyshkin (Ed.)- Berl... 20. Moskovsky A., Roganov V., Abramov S., Kuznetsov A. Variable Reassignment in the T++ Parallel Programming Language. Parallel Computing Technologies: 9th International Conference, PaCT 2007 Pereslavl-Zalessky, Russia, September 2007. Proceedings. Vi... 21. LAMMPS. URL:https://lammps.sandia.gov. 22. Lennard-Jones, J. E. — Proc. Roy. Soc., 1924, v. A 106, p. 463. 23. LAMMPS example scripts. URL: https://lammps.sandia.gov/doc/Examples.html. 24. Gay J.G., Berne B.J. Modification of the overlap potential to mimic a linear site–site potential. Journal of Chemical Physics, 1981, vol. 74 pp. 3316-3319. 25. Потенциал Гея-Берне. URL:https://lammps.sandia.gov/doc/pair_gayberne.html 26. Stuart S.J.; Tutein A.B.; Harrison J.A. A reactive potential for hydrocarbons with intermolecular interactions. Journal of Chemical Physics, 2000, vol. 112, Issue 14, pp. 6472-6486. 27. Потенциал AIREBO. URL:https://lammps.sandia.gov/doc/pair_airebo.html. 28. Brenner D.W., Shenderova O.A., Harrison J.A., Stuart S.J., Ni B., Sinnott S.B. A second-generation reactive empirical bond order (REBO) potential energy expression for hydrocarbons. J Physics: Condensed Matter, 2002, vol. 14, 783-802. 29. Hecht M., Harting J., Ihle T., Herrmann H. Simulation of claylike colloids. Phys. Rev. E., 2005, vol. 72, 011408. 30. Petersen M.K., Lechman J.B., Plimpton S.J., Grest G.S., Veld P.J., Schunk P.R. Mesoscale Hydrodynamics via Stochastic Rotation Dynamics: Comparison with Lennard-Jones Fluid. J. Chem. Phys. 2010, vol. 132, 174106. 31. LAMMPS fix srd command. URL:https://lammps.sandia.gov/doc/fix_srd.html. 32. Axilrod and Teller, Interaction of the van der Waals type between three atoms. J. Chem. Phys., 1943, vol. 11, 299. 33. Muto Y. Nippon Sugaku. Buturigakkwaishi 17, 629 (1943). 34. Бараш Ю.С., Гинзбург В.Л. Некоторые вопросы теории сил Ван-дер-Ваальса. УФН, 1984, No 143 C. 345–389. 35. LAMMPS balance command. URL: https://lammps.sandia.gov/doc/balance.html. 36. LAMMPS fix balance command. URL: https://lammps.sandia.gov/doc/fix_balance.html. 37. Shan T.R., Devine B.D., Kemper T.W., Sinnott S.B. Phillpot S.R. Charge-optimized many-body potential for the hafnium/hafnium oxide system. Phys. Rev. B. 2010, vol. 81, 125328. 38. Liang, T., Shan, T.R., Cheng, Y.T., Devine, B.D., Noordhoek M., Li Y., Lu Z., Phillpot S.R., Sinnott S.B. Classical atomistic simulations of surfaces and heterogeneous interfaces with the charge-optimized many body (COMB) potentials. Materials Sci... 39. Horsfield P., Bratkovsky A.M., Fearn M., Pettifor D.G., Aoki M. Bond-order potentials: Theory and implementation. Phys. Rev. B. 1996, vol. 53, 12694. 40. Nose S. A unified formulation of the constant temperature molecular-dynamics methods. Journal of Chemical Physics. vol. 81 (1), pp. 511–519. 41. Hoover W.G. Canonical dynamics: Equilibrium phase-space distributions. Phys. Rev. A. 31 (3): 1695–1697. 42. LAMMPS fix nvt command URL: https://lammps.sandia.gov/doc/fix_nh.html. 43. Mean squared displacement. URL: https://en.wikipedia.org/wiki/Mean_squared_displacement. 44. LAMMPS compute msd command. URL: https://lammps.sandia.gov/doc/compute_msd.html. 45. Shinoda W., Shiga M., Mikami M. Rapid estimation of elastic constants by molecular dynamics simulation under constant stress. Phys. Rev. B., 2004, vol. 69, 134103. 46. Calculate elastic constants. URL: https://lammps.sandia.gov/doc/Howto_elastic.html. 47. Stillinger F.H., Weber T.A. Computer simulation of local order in condensed phases of silicon, Phys. Rev. B, 1985, vol. 31, pp. 52-62. 48. Peshl T., Ehvald P., Prandtl L. Fizika uprugikh i zhidkikh tel. [Physics of elastic and fluid bodies] Moscow, Gostekhizdat, 1933. (In Russ.). 49. LAMMPS fix heat command. URL: https://lammps.sandia.gov/doc/fix_heat.html. 50. Plimpton S. Sandia National Labs, Modeling Thermal Transport and Viscosity with Molecular Dynamics. LAMMPS Users and Developers Workshop International Centre for Theoretical Physics (ICTP) March 2014 - Trieste, Italy. URL: https://www.lammps.org/t... 51. Todd B., Daivis P. Nonequilibrium Molecular Dynamics. Theory, Algorithms and Applications. Cambridge University Press, 2017. 52. Silling S.A. Peridynamics: Introduction. In: Voyiadjis G. (eds) Handbook of Nonlocal Continuum Mechanics for Materials and Structures. Springer, Cham, 2018 53. Coleman S.P., Spearot D.E., Capolungo L. Virtual diffraction analysis of Ni [010] symmetric tilt grain boundaries. Modelling and Simulation in Materials Science and Engineering, 2013, 21(5). 54. VisIt Open Source visualiztion software URL: https://wci.llnl.gov/simulation/computer-codes/visit/. 55. LAMMPS compute xrd command. URL: https://lammps.sandia.gov/doc/compute_xrd.html. 56. LAMMPS compute SAED command. URL: https://lammps.sandia.gov/doc/compute_saed.html. 57. Hoogerbrugge, P.J; Koelman, J.M.V. A Simulating Microscopic Hydrodynamic Phenomena with Dissipative Particle Dynamics. Europhysics Letters (EPL). 1992, 19 (3): 155–160. 58. Larentzos J.P., Brennan J.K., Moore J.D., Mattson W.D. LAMMPS Implementation of Constant Energy Dissipative Particle Dynamics (DPD-E), ARL-TR-6863, U.S. Army Research Laboratory, Aberdeen Proving Ground, MD, 2014. 59. Everaers R., Ejtehadi M.R. Interaction potentials for soft and hard ellipsoids. Phys. Rev. E, 2003, 67, 041710. 60. Veld P., Plimpton S., Grest G. Accurate and Efficient Methods for Modeling Colloidal Mixtures in an Explicit Solvent using Molecular Dynamics. Computer Physics Communications, 2008, 179(5). Абрамов Сергей Михайлович — д-р физ.-мат. наук, чл.-корр. РАН, директор, Исследовательский центр мультипроцессорных систем, Институт программных систем имени А.К. Айламазяна РАН. Область научных интересов: Суперкомпьютерные технологии, сетевые техноло... Роганов Владимир Александрович — научный сотрудник, Исследовательский центр мультипроцессорных систем, Институт программных систем имени А.К. Айламазяна РАН. Область научных интересов: Суперкомпьютерные технологии, сетевые технологии. Число научных пу... Осипов Валерий Иванович — канд. физ.-мат. наук, старший научный сотрудник, Исследовательский центр мультипроцессорных систем, Институт программных систем имени А.К. Айламазяна РАН. Область научных интересов: Суперкомпьютерные технологии, сетевые техно... Матвеев Герман Анатольевич — научный сотрудник, Исследовательский центр мультипроцессорных систем, Институт программных систем имени А.К. Айламазяна РАН. Область научных интересов: Суперкомпьютерные технологии, сетевые технологии. Число научных публик... Abramov Sergey — Ph.D., Dr.Sci., Corresponding Member of RAS, Director, Research Center for Multiprocessor Systems, The Ailamazyan Program Systems Institute of the Russian Academy of Sciences. Research interests: Supercomputing technologies, network t... Osipov Valeriy — Ph.D., Senior researcher, Research Center for Multiprocessor Systems, The Ailamazyan Program Systems Institute of the Russian Academy of Sciences. Research interests: Supercomputing technologies, network technologies. The number of pu... Matveev German — Researcher, Research Center for Multiprocessor Systems, The Ailamazyan Program Systems Institute of the Russian Academy of Sciences. Research interests: Supercomputing technologies, network technologies. The number of publications — 2... References 1. MPICH: A High-Performance, Portable Implementation of MPI. Argonne National Laboratory, Mathematics and Computer Science Division. URL: https://www.anl.gov/mcs/mpich-a-highperformance-portable-implementation-of-mpi. 2. MVAPICH: MPI over InfiniBand, Omni-Path, Ethernet/iWARP, and RoCE. The Ohio State University, Network-Based Computing Laboratory. URL: http://mvapich.cse.ohio-state.edu. 3. URL: www.cray.com. 4. TianHe-2A. URL: https://www.top500.org/system/177999. 5. Intel MPI. URL: https://software.intel.com/content/www/us/en/develop/tools/mpi-library.html. 6. Blue Gene/Q MPI. URL: http://www.redbooks.ibm.com/redbooks/pdfs/sg247948.pdf. 7. The IBM Parallel Environment (PE) Developer Edition. URL: http://www.redbooks.ibm.com/abstracts/tips1073.html 8. IBM Platform MPI. URL: https://www.ibm.com/support/knowledgecenter/en/SSENRW_4.2.0/get_started_admin/getting_started_mpi.html. 9. Installing SGI MPI packages. URL: https://downloads.linux.hpe.com/SDR/project/mpi/ 10. Application Development Environment for Supercomputer Fugaku. URL: https://www.fujitsu.com/global/about/resources/publications/technicalreview/2020-03/article07.html 11. MS MPI. URL: https://docs.microsoft.com/en-us/message-passing-interface/microsoft-mpi. 12. MPI 4.0.URL: https://www.mpi-forum.org/mpi-40/ 13. Abramov S.M., Vasenin V.A., Mamchits E.E., Roganov V.A., Slepukhin A.F., [Dynamic parallelization of programs based on parallel graph reduction. Software architecture of the new version of the T-system] Nauchnaya sessiya MIFI-2001, Sbornik nauchny... 14. Abramov S.M., Kuznetsov A.A., Roganov V.A. [A cross-platform version of the T-system with an open architecture] Vychislitelʹnye metody i programmirovanie – Computational methods and programming, 2007, vol. 8: 1(2), pp. 175-180. (In Russ.). URL: ht... 15. Kuznetsov A.A., Roganov V.A. [Experimental implementation of a fault-tolerant version of the OpenTS system for the Windows CCS platform.] Trudy Vtoroy Mezhdunarodnoy nauchnoy konferentsii "Superkompʹyuternye sistemy i ikh primenenie (SSA'2008)" [P... 16. Stepanov E.A. [Scheduling in OpenTS, an automatic dynamic parallelization system] Moscow, MSIU, sbornik statey "Informatsionnye tekhnologii i programmirovanie" [Collection of articles "Information technologies and programming"], 2005, issue 2 (In ... 17. Abramov S.M., Esin G.I., Zagorovskiy I.M., Matveev G.A., Roganov V.A. [The principles of organizing fault-tolerant parallel computing for solving computational and control problems in the T-System with an open architecture (OpenTS).] Mezhdunarodna... 18. Roganov V., Slepuhin A. Distributed Extension of the Parallel Graph Reduction. GRACE: Compact and Efficient Dynamic Parallelization Technology for the Heterogeneous Computing Systems. International Conference on Parallel and Distributed Processing... 19. Moskovsky A., Roganov V., Abramov S. Parallelism Granules Aggregation with the T-System. Parallel Computing Technologies: 9th International Conference, PaCT 2007 Pereslavl-Zalessky, Russia, September 2007. Proceedings. Victor Malyshkin (Ed.)- Berl... 20. Moskovsky A., Roganov V., Abramov S., Kuznetsov A. Variable Reassignment in the T++ Parallel Programming Language. Parallel Computing Technologies: 9th International Conference, PaCT 2007 Pereslavl-Zalessky, Russia, September 2007. Proceedings. Vi... 21. LAMMPS. URL:https://lammps.sandia.gov 22. Lennard-Jones, J. E. — Proc. Roy. Soc., 1924, v. A 106, p. 463. 23. LAMMPS example scripts. URL: https://lammps.sandia.gov/doc/Examples.html. 24. Gay J.G., Berne B.J. Modification of the overlap potential to mimic a linear site–site potential. Journal of Chemical Physics, 1981, vol. 74 pp. 3316-3319. 25. LAMMPS pair_style gayberne command URL: https://lammps.sandia.gov/doc/pair_gayberne.html 26. Stuart S.J.; Tutein A.B.; Harrison J.A. A reactive potential for hydrocarbons with intermolecular interactions. Journal of Chemical Physics, 2000, Vol. 112, Issue 14, pp. 6472-6486. 27. LAMMPS pair_style airebo command. URL: https://lammps.sandia.gov/doc/pair_airebo.html. 28. Brenner D.W., Shenderova O.A., Harrison J.A., Stuart S.J., Ni B., Sinnott S.B. A second-generation reactive empirical bond order (REBO) potential energy expression for hydrocarbons. J Physics: Condensed Matter, 2002, vol. 14, 783-802. 29. Hecht M., Harting J., Ihle T., Herrmann H. Simulation of claylike colloids. Phys. Rev. E., 2005, vol. 72, 011408. 30. Petersen M.K., Lechman J.B., Plimpton S.J., Grest G.S., Veld P.J., Schunk P.R. Mesoscale Hydrodynamics via Stochastic Rotation Dynamics: Comparison with Lennard-Jones Fluid. J. Chem. Phys. 2010, vol. 132, 174106. 31. LAMMPS fix srd command. URL:https://lammps.sandia.gov/doc/fix_srd.html. 32. Axilrod and Teller, Interaction of the van der Waals type between three atoms. J. Chem. Phys., 1943, vol. 11, 299. 33. Muto Y. Nippon Sugaku. Buturigakkwaishi 17, 629 (1943). 34. Barash Y.S., Ginzburg V.L. [Some questions of the theory of van der Waals forces] UFN – Physics-Uspekhi, 1984, no. 143 pp. 345–389 (In Russ.). 35. LAMMPS balance command. URL: https://lammps.sandia.gov/doc/balance.html. 36. LAMMPS fix balance command. URL: https://lammps.sandia.gov/doc/fix_balance.html. 37. Shan T.R., Devine B.D., Kemper T.W., Sinnott S.B. Phillpot S.R. Charge-optimized many-body potential for the hafnium/hafnium oxide system. Phys. Rev. B. 2010, vol. 81, 125328. 38. Liang, T., Shan, T.R., Cheng, Y.T., Devine, B.D., Noordhoek M., Li Y., Lu Z., Phillpot S.R., Sinnott S.B. Classical atomistic simulations of surfaces and heterogeneous interfaces with the charge-optimized many body (COMB) potentials. Materials Sci... 39. Horsfield P., Bratkovsky A.M., Fearn M., Pettifor D.G., Aoki M. Bond-order potentials: Theory and implementation. Phys. Rev. B. 1996, vol. 53, 12694. 40. Nose S. A unified formulation of the constant temperature molecular-dynamics methods. Journal of Chemical Physics. vol. 81 (1), pp. 511–519. 41. Hoover W.G. Canonical dynamics: Equilibrium phase-space distributions. Phys. Rev. A. vol. 31(3), pp. 1695–1697. 42. LAMMPS fix nvt command URL: https://lammps.sandia.gov/doc/fix_nh.html. 43. Mean squared displacement. URL: https://en.wikipedia.org/wiki/Mean_squared_displacement. 44. LAMMPS compute msd command. URL: https://lammps.sandia.gov/doc/compute_msd.html. 45. Shinoda W., Shiga M., Mikami M. Rapid estimation of elastic constants by molecular dynamics simulation under constant stress. Phys. Rev. B., 2004, vol. 69, 134103. 46. Calculate elastic constants. URL: https://lammps.sandia.gov/doc/Howto_elastic.html. 47. Stillinger F.H., Weber T.A. Computer simulation of local order in condensed phases of silicon, Phys. Rev. B, 1985, vol. 31, pp. 52-62. 48. Peshl T., Ehvald P., Prandtl L. Fizika uprugikh i zhidkikh tel. [Physics of elastic and fluid bodies] Moscow, Gostekhizdat, 1933. (In Russ.). 49. LAMMPS fix heat command. URL: https://lammps.sandia.gov/doc/fix_heat.html. 50. Plimpton S. Sandia National Labs, Modeling Thermal Transport and Viscosity with Molecular Dynamics. LAMMPS Users and Developers Workshop International Centre for Theoretical Physics (ICTP) March 2014 - Trieste, Italy. URL: https://www.lammps.org/t... 51. Todd B., Daivis P., Nonequilibrium Molecular Dynamics. Theory, Algorithms and Applications. Cambridge University Press, 2017. 52. Silling S.A. Peridynamics: Introduction. In: Voyiadjis G. (eds) Handbook of Nonlocal Continuum Mechanics for Materials and Structures. Springer, Cham, 2018 53. Coleman S.P., Spearot D.E., Capolungo L. Virtual diffraction analysis of Ni [010] symmetric tilt grain boundaries. Modelling and Simulation in Materials Science and Engineering, 2013, 21(5). 54. VisIt Open Source visualization software URL: https://wci.llnl.gov/simulation/computer-codes/visit/. 55. LAMMPS compute xrd command. URL: https://lammps.sandia.gov/doc/compute_xrd.html. 56. LAMMPS compute SAED command. URL: https://lammps.sandia.gov/doc/compute_saed.html. 57. Hoogerbrugge, P.J; Koelman, J.M.V. A Simulating Microscopic Hydrodynamic Phenomena with Dissipative Particle Dynamics. Europhysics Letters (EPL). 1992, 19 (3): 155–160. 58. Larentzos J.P., Brennan J.K., Moore J.D., and Mattson W.D. LAMMPS Implementation of Constant Energy Dissipative Particle Dynamics (DPD-E), ARL-TR-6863, U.S. Army Research Laboratory, Aberdeen Proving Ground, MD, 2014. 59. Everaers R., Ejtehadi M.R. Interaction potentials for soft and hard ellipsoids. Phys. Rev. E, 2003, 67, 041710. 60. Veld P., Plimpton S., Grest G. Accurate and Efficient Methods for Modeling Colloidal Mixtures in an Explicit Solvent using Molecular Dynamics. Computer Physics Communications, 2008, 179(5).