Simulación computacional de componentes no lineales de sistemas de preamplificación de audio

En este trabajo de grado se implementa un método de simulación computacional para elementos no lineales que permite replicar la dinámica tanto de la parte lineal, como de la no lineal de los componentes eléctricos que posee el procesador de audio API 512c. La investigación parte de la identificación...

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Autores:: Ruiz, Nicolas Marin

Tipo de recurso:: Trabajo de grado de pregrado

Fecha de publicación:: 2024

Institución:: Universidad de San Buenaventura

Repositorio:: Repositorio USB

Idioma:: spa

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dc.title.spa.fl_str_mv	Simulación computacional de componentes no lineales de sistemas de preamplificación de audio
title	Simulación computacional de componentes no lineales de sistemas de preamplificación de audio
spellingShingle	Simulación computacional de componentes no lineales de sistemas de preamplificación de audio 530 - Física::534 - Sonido y vibraciones relacionadas Lineales Modelo Devanados Sistemas no lineales Simulación computacional Función de transferencia Transformador electrico Procesador de audio Nonlinear systems Computational simulation Transfer function Electrical transformer Audio processor
title_short	Simulación computacional de componentes no lineales de sistemas de preamplificación de audio
title_full	Simulación computacional de componentes no lineales de sistemas de preamplificación de audio
title_fullStr	Simulación computacional de componentes no lineales de sistemas de preamplificación de audio
title_full_unstemmed	Simulación computacional de componentes no lineales de sistemas de preamplificación de audio
title_sort	Simulación computacional de componentes no lineales de sistemas de preamplificación de audio
dc.creator.fl_str_mv	Ruiz, Nicolas Marin
dc.contributor.advisor.none.fl_str_mv	Ugarte Macías, Juan Pablo Ugarte Macías, Juan Pablo
dc.contributor.author.none.fl_str_mv	Ruiz, Nicolas Marin
dc.contributor.researchgroup.none.fl_str_mv	Grupo de Investigación Modelamiento y Simulación Computacional (Medellín)
dc.subject.ddc.none.fl_str_mv	530 - Física::534 - Sonido y vibraciones relacionadas
topic	530 - Física::534 - Sonido y vibraciones relacionadas Lineales Modelo Devanados Sistemas no lineales Simulación computacional Función de transferencia Transformador electrico Procesador de audio Nonlinear systems Computational simulation Transfer function Electrical transformer Audio processor
dc.subject.other.none.fl_str_mv	Lineales Modelo Devanados
dc.subject.proposal.spa.fl_str_mv	Sistemas no lineales Simulación computacional Función de transferencia Transformador electrico Procesador de audio
dc.subject.proposal.eng.fl_str_mv	Nonlinear systems Computational simulation Transfer function Electrical transformer Audio processor
description	En este trabajo de grado se implementa un método de simulación computacional para elementos no lineales que permite replicar la dinámica tanto de la parte lineal, como de la no lineal de los componentes eléctricos que posee el procesador de audio API 512c. La investigación parte de la identificación del componente electrico no lineal, en donde se plantea la hipótesis de que este tipo de comportamientos se debe a el transformador de salida. Posteriormente en la implementación del modelo digital se representa la dinámica lineal de un transformador a partir de las ecuaciones de espacio de estado y la dinámica no lineal a partir del modelo de magnetización de Jiles-Atherton. Una vez se tiene descrito el comportamiento del transformador no lineal, se ajustan sus parámetros con datos obtenidos del sistema real a partir del algoritmo metahuristico de enjambre de partículas, lo cual le permite al modelo comportarse como elsistema real. Los resultados sugieren que el modelo desarrollado logra capturar el comportamiento no lineal presentado por el sistema analógico dentro de un rango de operación definido en el espectro de frecuencia, lo que implica que el modelo debe ser considerado como una reducción del modelo completo en cuestión. Futuros desarrollos deberán contemplar una configuración diferente para el circuito de transformador no lineal de dos devanados, el cual comprenda una función de transferencia de voltaje asimétrica que permita mejorar la precisi´on del modelo computacional en la generación de síntesis armónica para sus componentes impares
publishDate	2024
dc.date.accessioned.none.fl_str_mv	2024-03-13T19:30:47Z
dc.date.available.none.fl_str_mv	2024-03-13T19:30:47Z
dc.date.issued.none.fl_str_mv	2024
dc.type.spa.fl_str_mv	Trabajo de grado - Pregrado
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dc.type.content.spa.fl_str_mv	Text
dc.type.driver.spa.fl_str_mv	info:eu-repo/semantics/bachelorThesis
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dc.identifier.citation.none.fl_str_mv	N. Marin Ruiz, ”Simulación computacional de componentes no lineales de sistemas de preamplificacion de audio”, Trabajo de grado, Ingeniería de Sonido, Universidad de San Buenaventura, Facultad de Ingenierías, 2024
dc.identifier.instname.spa.fl_str_mv	instname:Universidad de San Buenaventura
dc.identifier.reponame.spa.fl_str_mv	reponame:Repositorio Institucional Universidad de San Buenaventura
dc.identifier.repourl.spa.fl_str_mv	repourl:https://bibliotecadigital.usb.edu.co/
dc.identifier.uri.none.fl_str_mv	https://hdl.handle.net/10819/13208
identifier_str_mv	N. Marin Ruiz, ”Simulación computacional de componentes no lineales de sistemas de preamplificacion de audio”, Trabajo de grado, Ingeniería de Sonido, Universidad de San Buenaventura, Facultad de Ingenierías, 2024 instname:Universidad de San Buenaventura reponame:Repositorio Institucional Universidad de San Buenaventura repourl:https://bibliotecadigital.usb.edu.co/
url	https://hdl.handle.net/10819/13208
dc.language.iso.none.fl_str_mv	spa
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dc.format.extent.none.fl_str_mv	107 páginas
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dc.publisher.spa.fl_str_mv	Universidad de San Buenaventura
dc.publisher.branch.spa.fl_str_mv	Medellín
dc.publisher.faculty.spa.fl_str_mv	Facultad de Ingeniería
dc.publisher.place.none.fl_str_mv	Medellín
dc.publisher.program.spa.fl_str_mv	Ingeniería de Sonido
institution	Universidad de San Buenaventura
dc.source.bibliographicCitation.spa.fl_str_mv	A. P. M. Joshua D Reiss, Audio effects, theory, implementation and aplication. Crc Press, Book, 2015. B. Mehrnoosh, Comparing analog and digital non-linear sonic signatures. Lule˚ a University of Technology Department of Social Sciences, Technology y Arts, 2021. A. B. G Tanev, @@Virtual studio technology and its aplication in digital musical produccion,AA The 10th Conference for Informatics e Information Technology, Bitola Macedonia, 2013. J. P. Carrillo, @@An´ alisis tecnol´ ogico de un estudio de grabaci´ on,AA Tesis doct., Escuela T´ ecnica Superior de Ingenier´ ıa, Dpto. de Teor´ ıa de la Se˜ nal y Comunicaciones, 2018. T. S. Prachi M. Kirad, @@Degradation of Electronic Devices Overtime,AA International Journal of Research Publication and Reviews Vol 2 No 4 pp. 384-387, 2021. G. Barlindhaug, Analog Sound in the Age of Digital Tools: The Story of the Failure of Digital Technology. Frankfurt am Main, Peter Lang, pp. 73-93. Reprinted with permission., 2007. J. P. Rafael Cauduro Dias de Paiva y V. V¨alim¨aki, @@Reduced-complexity modeling of high-order nonlinear audio systems using swept-sine and principal component analysis,AA 45th International Conference: Applications of Time-Frequency Processing in Audio, Brasilia, Brazil, 2012. W. C. Pirkkle, Designing audio effect plugins in C++ second edition. Focal press, 2019. G. Ballou, The handbook for sound engineer. Reading, Massachusetts: Elsevier Inc, 2008. M. Holters, @@Anti-derivate Anti-aliasing for stateful systems,AA Proceedings of the 22nd International Conference on Digital Audio Effects, Birmingham, UK, September 2–6, 2019. M. Krause, @@Audio Technology in Berlin to 1943: Preprint 3483 (H2-4) Development of Vacuum Tubes,AA 94th AES Convention, Berlin, 1993. V. M. Pestrikov, @@The invention of a tube audio amplifier,AA ITM Web of Conferences 30, 2019. J. L. Hood, Audio electronics. Newnes; 2nd edici´ on, 1998. A. M. J Reiss, Audio effects theory, implementation and application. CRC Press; 1er edici´ on, 2015. A. M. David Moffat y M. B. Sandler,@@A history of audio effects,AA MDPI, Eaplplied sciences, 2020. E. B. P. Davis Don Patronis, Sound system engineering. Focal Press, 2013. C. Ariza, Recording techniques and audio production. Music y technology, MIT, 2021. D. C. Wadsworth, @@A professional audio integrated circuit,AA Journal of the Audio Engineering Society Convention vol 87, 1989. OPA164x SoundPlus™ high-performance, jfet-onput audio Operational Amplifiers, Manual. Toshiba, 2SK170 datasheet, Manual, Alldatasheet. Fairchild, KSC1845 npn epitaxial silicon transistor, Manual, Alldatasheet. I. Kasimov, @@Strategic analysis of texas instruments company: business strengths and weaknesses in international marketplace,AA Tesis doct., University of Wales, department at the Institute for Macroeconomic y Regional Studies, 2013. J. J.-H. OH, @@Full digital amplifier for mobile and handheld devices,AA 29th International Conference: Audio for Mobile y Handheld Devices (seul, Korea), 2006. M. P. Samuel Groner, @@Low-distortion, low-noise composite operational amplifier,AA Journal of The Audio Engineering Society Vol 65 no 5 pp. 402-407, 2017. R. Payan, @@DSP software and hardware trade-offs in professional Audio applications,AA Journal of The Audio Engineering Society vol 112 no 5622, 2002. P. Minnick, @@Nonlinear Distortion Measurement in Audio Amplifiers: The Perceptual Nonlinear Distortion Response,AA Journal of The Audio Engineering Society vol 133 no 69, 2012. E. M. Cherry,@@Amplifier distortions: audible and inaudible,AA Journal of The Audio Engineering Society vol 1 no 2114, 1984. J. Schimmel, @@Non-linear dynamics processing,AA Journal of The Audio Engineering Society vol 114 no 5775, 2003. V. L. C. Lamberto Tronchin, @@Further investigations in the emulation of nonlinear systems with volterra series,AA Journal of the Audio Engineering Society Vol 63 no 9 pp. 671-683, 2015. L. R. M. A Primavera S Cecchi, @@Approximation of dynamic convolution exploiting principal com- ponent analysis: Objective and subjective quality evaluation,AA Journal Audio Engineering Society vol 133 no 8792, 2012. J. hauth, @@Grey box system for nonlinear systems,AA Tesis doct., Universidad de Kaiserslautern Departamento de Matem´ aticas, 2008. P. Touzelet, @@Accurate non linear models of valve amplifiers including output transformers,AA Journal Audio Engineering Society vol 120 no 6830, 2006. Y. Yang, @@Exploration of function of electronic circuit emulation in electronic application and development,AA 2nd International Conference on Materials Engineering e Information Technology Applications (Qingdao, China), 2016. G. G. P. M. Riccardo Giampiccolo Alberto Bernardini y A. Sarti,@@Multiphysics modeling of audio circuits with nonlinear transformers,AA Journal of the Audio Engineering Society Vol 69 No 6 pp. 374-388, 2021. B. E. J. Adalberto Schuck Jr, @@Audio nonlinear modeling through hyperbolic tangent functionals,AA Proceedings of the 19th International Conference on Digital Audio Effects (DAFx-16) Brno, Czech Republic, September 5–9, 2016. V. V. Alec Wright Eero-Pekka Damsk¨ agg, @@Real-time black-box modelling with recurrent neural networks,AA Proceedings of the 22nd International Conference on Digital Audio Effects (DAFx-19) Birmingham, UK, September 2–6, 2019. J.-J. E. Thomas Schmitz, @@Nonlinear real-time emulation of a tube amplifier with a long short term memory neural-network,AA 144th International Pro Audio Convention, Milan, Rome, 2018. A. B. Julian D. Parker Fabi´ an Esqueda,@@Modelling of nonlinear state-space systems using a deep neural network,AA Proceedings of the 22nd International Conference on Digital Audio Effects (DAFx- 19), Birmingham, UK, September 2–6, 2019. L. F. M. Zapata, @@Caso de estudio: Taiwan semiconductor manufacturing company (TSMC) desde el enfoque de la organizaci´ on Industrial,AA Tesis doct., Universidad Nacional Aut´ onoma de M´ exico facultad de estudios superiores acatl´ an, 2021. J. Chowdhury,@@Complex nonlinearities for audio signal processing,AA Center for Computer Research in Music y Acoustics Stanford University, Palo Alto, CA, 2019. B. B. T. Christopher Johann Clarke y J.-M. Chen,@@Characterising non-linear behaviour of coupling capacitors through audio feature analysis and machine learning,AA Journal Audio Engineering Society vol 150 No 10463, 2021. E. Staff, @@Circuitos magneticos y transformadores,AA Tesis doct., universidad nacional experimental del tachira departamento de ingenieria electronica, 2015. B. D. P. Zoya Popovic, Introductory electromagnetics. Prentice Hall, Upper saddle River, New Jersey 07458, 1999. M. Archiles, Transformadores Electricos. CRC press, 2019. D. L. A. D. C. Jiles, @@Theory of ferromagnetic hysteresis,AA Journal of magnetism and magnetic materials Vol 65 No 1-2 pp. 48-60, 1986. V. V. Rafael C Jyri P,@@Real-Time Audio Transformer Emulation for Virtual Tube Amplifiers,AA EURASIP Journal on Advances in Signal Processing Vol 2011 No 347645, 2011. U. Z. Martin Holters, @@Circuit simulation with inductor and transformers based on the Jiles-Atherton model of magnetization,AA Proceedings of the 19th International Conference on Digital Audio Effects (DAFx-16), Brno, Czech Republic, 2016. A. S. W. Allan V Oppeneim, Signals and systems. Prentice Hall, 1998. M. J. Roberts, Signals and systems, analysis using transform methods and matlab. Raghothaman Srinivasan, 2012. M. C. Maciel, @@Introducci´ on a la optimizaci´ on num ´ erica,AA Tesis doct., Rice University, Dept. de Matematica, 2000. B. C. M. Maria Luisa C R, @@Algoritmos heur´ ısticos en optimizacion,AA Tesis doct., Universidad de Santiago de Compostela Facultad de Matematicas, 2013. R. E. Kennedy,@@Particle swarm optimization,AA Proceedings of ICNN’95 - International Conference on Neural Networks, Perth, WA, Australia, 1995. J. C. Butcher, Numerical methods for ordinary differential equations, second edition. Wiley, 2008. U. Z. Martin Holters, @@A generalized method for the derivation of non-linear state-space models from circuit schematics,AA 23rd European Signal Processing Conference, Nice, France, 2015. API, 512c discrete mic/line pre-amp, Brochure, manual, Corel Designer. API, 512c discrete mic/line pre-amp, user guide, Corel Designer. E. D. Antonio M, Sistemas y circuitos. Universidad Politecnica de Cartagena 2ª ed. 261 p. ISBN: 84-95781-31-X, 2006 M. Powell, A fortran subroutine for solving systems of non-linear algebraic equiatons. Stationery office, 1968. B. G. More, User guide for minipack 1, Cern libraries, 1980. D. A. L. Dr. L. H´ ector Ju´ arez, @@ Algebra Lineal Num´ erica, M´ ınimos Cuadrados y Optimizaci´ on,AA Tesis doct., 2010. J. B. T. David C. Jiles y M. K. Devine,@@Numerical determination of hysteresis parameters the modeling of magnetic properties using the theory of ferromagnetic hysteresis,AA IEEE Transactions on Magnetics Vol 28 No 1 pp. 27-35, 1992.
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spelling	Ugarte Macías, Juan Pablo59f2010c-d265-4d45-81cd-0905ab7fced9-1Ugarte Macías, Juan Pablovirtual::2370-1Ruiz, Nicolas Marin2a41fb72-55cc-4a41-8b87-3f22668de934-1Grupo de Investigación Modelamiento y Simulación Computacional (Medellín)2024-03-13T19:30:47Z2024-03-13T19:30:47Z2024En este trabajo de grado se implementa un método de simulación computacional para elementos no lineales que permite replicar la dinámica tanto de la parte lineal, como de la no lineal de los componentes eléctricos que posee el procesador de audio API 512c. La investigación parte de la identificación del componente electrico no lineal, en donde se plantea la hipótesis de que este tipo de comportamientos se debe a el transformador de salida. Posteriormente en la implementación del modelo digital se representa la dinámica lineal de un transformador a partir de las ecuaciones de espacio de estado y la dinámica no lineal a partir del modelo de magnetización de Jiles-Atherton. Una vez se tiene descrito el comportamiento del transformador no lineal, se ajustan sus parámetros con datos obtenidos del sistema real a partir del algoritmo metahuristico de enjambre de partículas, lo cual le permite al modelo comportarse como elsistema real. Los resultados sugieren que el modelo desarrollado logra capturar el comportamiento no lineal presentado por el sistema analógico dentro de un rango de operación definido en el espectro de frecuencia, lo que implica que el modelo debe ser considerado como una reducción del modelo completo en cuestión. Futuros desarrollos deberán contemplar una configuración diferente para el circuito de transformador no lineal de dos devanados, el cual comprenda una función de transferencia de voltaje asimétrica que permita mejorar la precisi´on del modelo computacional en la generación de síntesis armónica para sus componentes imparesIn this degree work, a computational simulation method for nonlinear elements is implemented that allows replicating the dynamics of both the linear part and the nonlinear part of the electrical components that the API 512c audio processor has. The investigation starts from the identification of she non-linear electrical component, where the hypothesis is raised that this type of behavior is due to the output transformer. Subsequently, in the implementation of the digital model, the linear dynamics of a transformer are represented from the state space equations and the nonlinear dynamics from the iles-Atherton magnetization model. Once the behavior of the nonlinear transformer has been described its parameters are adjusted with data obtained from the real system from the particle swarm metahuristic algorithm, which allows the model to behave like the real system. The results suggest that the developed model manages to capture the nonlinear behavior presented by the analog system within a defined operating range in the frequency spectrum, which implies that the model should be considered as a reduction of the complete model in question. Future developments should contemplate a different configuration for the two-winding nonlinear transformer circuit, which includes an asymmetric voltage transfer function that allows improving the accuracy of the computational model in the generation of harmonic synthesis for its odd componentsPregradoIngeniero de SonidoSedes::Medellín::Línea de investigación acústica y procesamiento de señal (Medellín)107 páginasapplication/pdfN. Marin Ruiz, ”Simulación computacional de componentes no lineales de sistemas de preamplificacion de audio”, Trabajo de grado, Ingeniería de Sonido, Universidad de San Buenaventura, Facultad de Ingenierías, 2024instname:Universidad de San Buenaventurareponame:Repositorio Institucional Universidad de San Buenaventurarepourl:https://bibliotecadigital.usb.edu.co/https://hdl.handle.net/10819/13208spaUniversidad de San BuenaventuraMedellínFacultad de IngenieríaMedellínIngeniería de Sonidoinfo:eu-repo/semantics/openAccesshttp://purl.org/coar/access_right/c_abf2A. P. M. Joshua D Reiss, Audio effects, theory, implementation and aplication. Crc Press, Book, 2015.B. Mehrnoosh, Comparing analog and digital non-linear sonic signatures. Lule˚ a University of Technology Department of Social Sciences, Technology y Arts, 2021.A. B. G Tanev, @@Virtual studio technology and its aplication in digital musical produccion,AA The 10th Conference for Informatics e Information Technology, Bitola Macedonia, 2013.J. P. Carrillo, @@An´ alisis tecnol´ ogico de un estudio de grabaci´ on,AA Tesis doct., Escuela T´ ecnica Superior de Ingenier´ ıa, Dpto. de Teor´ ıa de la Se˜ nal y Comunicaciones, 2018.T. S. Prachi M. Kirad, @@Degradation of Electronic Devices Overtime,AA International Journal of Research Publication and Reviews Vol 2 No 4 pp. 384-387, 2021.G. Barlindhaug, Analog Sound in the Age of Digital Tools: The Story of the Failure of Digital Technology. Frankfurt am Main, Peter Lang, pp. 73-93. Reprinted with permission., 2007.J. P. Rafael Cauduro Dias de Paiva y V. V¨alim¨aki, @@Reduced-complexity modeling of high-order nonlinear audio systems using swept-sine and principal component analysis,AA 45th International Conference: Applications of Time-Frequency Processing in Audio, Brasilia, Brazil, 2012.W. C. Pirkkle, Designing audio effect plugins in C++ second edition. Focal press, 2019.G. Ballou, The handbook for sound engineer. Reading, Massachusetts: Elsevier Inc, 2008.M. Holters, @@Anti-derivate Anti-aliasing for stateful systems,AA Proceedings of the 22nd International Conference on Digital Audio Effects, Birmingham, UK, September 2–6, 2019.M. Krause, @@Audio Technology in Berlin to 1943: Preprint 3483 (H2-4) Development of Vacuum Tubes,AA 94th AES Convention, Berlin, 1993.V. M. Pestrikov, @@The invention of a tube audio amplifier,AA ITM Web of Conferences 30, 2019.J. L. Hood, Audio electronics. Newnes; 2nd edici´ on, 1998.A. M. J Reiss, Audio effects theory, implementation and application. CRC Press; 1er edici´ on, 2015.A. M. David Moffat y M. B. Sandler,@@A history of audio effects,AA MDPI, Eaplplied sciences, 2020.E. B. P. Davis Don Patronis, Sound system engineering. Focal Press, 2013.C. Ariza, Recording techniques and audio production. Music y technology, MIT, 2021.D. C. Wadsworth, @@A professional audio integrated circuit,AA Journal of the Audio Engineering Society Convention vol 87, 1989.OPA164x SoundPlus™ high-performance, jfet-onput audio Operational Amplifiers, Manual.Toshiba, 2SK170 datasheet, Manual, Alldatasheet.Fairchild, KSC1845 npn epitaxial silicon transistor, Manual, Alldatasheet.I. Kasimov, @@Strategic analysis of texas instruments company: business strengths and weaknesses in international marketplace,AA Tesis doct., University of Wales, department at the Institute for Macroeconomic y Regional Studies, 2013.J. J.-H. OH, @@Full digital amplifier for mobile and handheld devices,AA 29th International Conference: Audio for Mobile y Handheld Devices (seul, Korea), 2006.M. P. Samuel Groner, @@Low-distortion, low-noise composite operational amplifier,AA Journal of The Audio Engineering Society Vol 65 no 5 pp. 402-407, 2017.R. Payan, @@DSP software and hardware trade-offs in professional Audio applications,AA Journal of The Audio Engineering Society vol 112 no 5622, 2002.P. Minnick, @@Nonlinear Distortion Measurement in Audio Amplifiers: The Perceptual Nonlinear Distortion Response,AA Journal of The Audio Engineering Society vol 133 no 69, 2012.E. M. Cherry,@@Amplifier distortions: audible and inaudible,AA Journal of The Audio Engineering Society vol 1 no 2114, 1984.J. Schimmel, @@Non-linear dynamics processing,AA Journal of The Audio Engineering Society vol 114 no 5775, 2003.V. L. C. Lamberto Tronchin, @@Further investigations in the emulation of nonlinear systems with volterra series,AA Journal of the Audio Engineering Society Vol 63 no 9 pp. 671-683, 2015.L. R. M. A Primavera S Cecchi, @@Approximation of dynamic convolution exploiting principal com- ponent analysis: Objective and subjective quality evaluation,AA Journal Audio Engineering Society vol 133 no 8792, 2012.J. hauth, @@Grey box system for nonlinear systems,AA Tesis doct., Universidad de Kaiserslautern Departamento de Matem´ aticas, 2008.P. Touzelet, @@Accurate non linear models of valve amplifiers including output transformers,AA Journal Audio Engineering Society vol 120 no 6830, 2006.Y. Yang, @@Exploration of function of electronic circuit emulation in electronic application and development,AA 2nd International Conference on Materials Engineering e Information Technology Applications (Qingdao, China), 2016.G. G. P. M. Riccardo Giampiccolo Alberto Bernardini y A. Sarti,@@Multiphysics modeling of audio circuits with nonlinear transformers,AA Journal of the Audio Engineering Society Vol 69 No 6 pp. 374-388, 2021.B. E. J. Adalberto Schuck Jr, @@Audio nonlinear modeling through hyperbolic tangent functionals,AA Proceedings of the 19th International Conference on Digital Audio Effects (DAFx-16) Brno, Czech Republic, September 5–9, 2016.V. V. Alec Wright Eero-Pekka Damsk¨ agg, @@Real-time black-box modelling with recurrent neural networks,AA Proceedings of the 22nd International Conference on Digital Audio Effects (DAFx-19) Birmingham, UK, September 2–6, 2019.J.-J. E. Thomas Schmitz, @@Nonlinear real-time emulation of a tube amplifier with a long short term memory neural-network,AA 144th International Pro Audio Convention, Milan, Rome, 2018.A. B. Julian D. Parker Fabi´ an Esqueda,@@Modelling of nonlinear state-space systems using a deep neural network,AA Proceedings of the 22nd International Conference on Digital Audio Effects (DAFx- 19), Birmingham, UK, September 2–6, 2019.L. F. M. Zapata, @@Caso de estudio: Taiwan semiconductor manufacturing company (TSMC) desde el enfoque de la organizaci´ on Industrial,AA Tesis doct., Universidad Nacional Aut´ onoma de M´ exico facultad de estudios superiores acatl´ an, 2021.J. Chowdhury,@@Complex nonlinearities for audio signal processing,AA Center for Computer Research in Music y Acoustics Stanford University, Palo Alto, CA, 2019.B. B. T. Christopher Johann Clarke y J.-M. Chen,@@Characterising non-linear behaviour of coupling capacitors through audio feature analysis and machine learning,AA Journal Audio Engineering Society vol 150 No 10463, 2021.E. Staff, @@Circuitos magneticos y transformadores,AA Tesis doct., universidad nacional experimental del tachira departamento de ingenieria electronica, 2015.B. D. P. Zoya Popovic, Introductory electromagnetics. Prentice Hall, Upper saddle River, New Jersey 07458, 1999.M. Archiles, Transformadores Electricos. CRC press, 2019.D. L. A. D. C. Jiles, @@Theory of ferromagnetic hysteresis,AA Journal of magnetism and magnetic materials Vol 65 No 1-2 pp. 48-60, 1986.V. V. Rafael C Jyri P,@@Real-Time Audio Transformer Emulation for Virtual Tube Amplifiers,AA EURASIP Journal on Advances in Signal Processing Vol 2011 No 347645, 2011.U. Z. Martin Holters, @@Circuit simulation with inductor and transformers based on the Jiles-Atherton model of magnetization,AA Proceedings of the 19th International Conference on Digital Audio Effects (DAFx-16), Brno, Czech Republic, 2016.A. S. W. Allan V Oppeneim, Signals and systems. Prentice Hall, 1998.M. J. Roberts, Signals and systems, analysis using transform methods and matlab. Raghothaman Srinivasan, 2012.M. C. Maciel, @@Introducci´ on a la optimizaci´ on num ´ erica,AA Tesis doct., Rice University, Dept. de Matematica, 2000.B. C. M. Maria Luisa C R, @@Algoritmos heur´ ısticos en optimizacion,AA Tesis doct., Universidad de Santiago de Compostela Facultad de Matematicas, 2013.R. E. Kennedy,@@Particle swarm optimization,AA Proceedings of ICNN’95 - International Conference on Neural Networks, Perth, WA, Australia, 1995.J. C. Butcher, Numerical methods for ordinary differential equations, second edition. Wiley, 2008.U. Z. Martin Holters, @@A generalized method for the derivation of non-linear state-space models from circuit schematics,AA 23rd European Signal Processing Conference, Nice, France, 2015.API, 512c discrete mic/line pre-amp, Brochure, manual, Corel Designer.API, 512c discrete mic/line pre-amp, user guide, Corel Designer.E. D. Antonio M, Sistemas y circuitos. Universidad Politecnica de Cartagena 2ª ed. 261 p. ISBN: 84-95781-31-X, 2006M. Powell, A fortran subroutine for solving systems of non-linear algebraic equiatons. Stationery office, 1968.B. G. More, User guide for minipack 1, Cern libraries, 1980.D. A. L. Dr. L. H´ ector Ju´ arez, @@ Algebra Lineal Num´ erica, M´ ınimos Cuadrados y Optimizaci´ on,AA Tesis doct., 2010.J. B. T. David C. Jiles y M. K. Devine,@@Numerical determination of hysteresis parameters the modeling of magnetic properties using the theory of ferromagnetic hysteresis,AA IEEE Transactions on Magnetics Vol 28 No 1 pp. 27-35, 1992.Biblioteca USB Medellin (San Benito): TG-7218t530 - Física::534 - Sonido y vibraciones relacionadasLinealesModeloDevanadosSistemas no linealesSimulación computacionalFunción de transferenciaTransformador electricoProcesador de audioNonlinear systemsComputational simulationTransfer functionElectrical transformerAudio processorSimulación computacional de componentes no lineales de sistemas de preamplificación de audioTrabajo de grado - Pregradohttp://purl.org/coar/resource_type/c_7a1fTextinfo:eu-repo/semantics/bachelorThesishttp://purl.org/redcol/resource_type/TPinfo:eu-repo/semantics/acceptedVersionComunidad Científica y AcadémicaPublicationhttps://scienti.minciencias.gov.co/cvlac/visualizador/generarCurriculoCv.do?cod_rh=0001472217virtual::2370-1https://scholar.google.com/citations?user=LFPIimIAAAAJ&hl=es&oi=aovirtual::2370-10000-0001-8008-3528virtual::2370-124880263-63b0-4bd4-af81-d7ff9fa6e112virtual::2370-124880263-63b0-4bd4-af81-d7ff9fa6e112virtual::2370-1ORIGINALSimulacion_Computacional_Componentes_Marin_2024.pdfSimulacion_Computacional_Componentes_Marin_2024.pdfapplication/pdf11549234https://bibliotecadigital.usb.edu.co/bitstreams/dd5bfd96-87d7-4313-ba1a-aa37c66386a5/downloadd5491b9098f74a1c4288a1d946841b95MD51LICENSElicense.txtlicense.txttext/plain; charset=utf-82079https://bibliotecadigital.usb.edu.co/bitstreams/df916e6e-cabb-44ae-a882-4335fcf59e77/downloadce8fd7f912f132cbeb263b9ddc893467MD52TEXTSimulacion_Computacional_Componentes_Marin_2024.pdf.txtSimulacion_Computacional_Componentes_Marin_2024.pdf.txtExtracted texttext/plain102149https://bibliotecadigital.usb.edu.co/bitstreams/a77637a5-b312-4433-a1ed-109b0b868963/download581b238d1858a6fa168574288653a803MD53THUMBNAILSimulacion_Computacional_Componentes_Marin_2024.pdf.jpgSimulacion_Computacional_Componentes_Marin_2024.pdf.jpgGenerated Thumbnailimage/jpeg6515https://bibliotecadigital.usb.edu.co/bitstreams/a2e5f052-4fcc-4573-a555-d641cbc88132/download4c2271fb75f0315c3f72f108a7ad0571MD5410819/13208oai:bibliotecadigital.usb.edu.co:10819/132082024-12-02 13:38:19.365https://bibliotecadigital.usb.edu.coRepositorio Institucional Universidad de San Buenaventura Colombiabdigital@metabiblioteca.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

Simulación computacional de componentes no lineales de sistemas de preamplificación de audio

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