Designing a sigma-delta modulator using passive integrators and calibration

Detalhes bibliográficos
Autor(a) principal: Martins, Diogo Filipe da Cruz
Data de Publicação: 2023
Tipo de documento: Dissertação
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10362/164581
Resumo: An Analog to Digital Converter (ADC) serves as vital components bridging the analog and digital domains,facilitating the conversion of real-world data into digital format. Due to its essential role across various applications, the ADC is extensively researched in electronics. Ensuring their performance remains aligned with the ever-evolving technological landscape is crucial. To achieve this, optimization algorithms are employed to enhance architectural efficiency. This study explores the potential of a passive 2-1 Multi-stAge noise SHaping (MASH) Sigma-Delta Modulator (ΣΔM) architecture as presented in[2], complemented by calibration techniques detailed in [3]. Although the architecture [2] has previously undergone optimization,calibration has not been used. The introduction of calibration methods has the potential to improve performance. To tackle this issue, a genetic algorithm was implemented using the pre-existing MATLAB® code with modifications. Additionally, a C++ code was developed to enhance speed, enabling a more thorough analysis. The primary objective was to enhance the 2-1 MASH ΣΔM while minimizing Signal-to-Noise-and-Distortion Ratio (SNDR) degradation in the presence of process variations. Monte Carlo simulations were conducted to validate performance improvements. This thesis proposes a redesigned 2-1 MASH ΣΔM based on [3].
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spelling Designing a sigma-delta modulator using passive integrators and calibrationAnalog to Digital Converter (ADC)Sigma-Delta Modulator (ΣΔM)2-1MASH ΣΔMCalibrationGenetic AlgorithmDomínio/Área Científica::Engenharia e Tecnologia::NanotecnologiaAn Analog to Digital Converter (ADC) serves as vital components bridging the analog and digital domains,facilitating the conversion of real-world data into digital format. Due to its essential role across various applications, the ADC is extensively researched in electronics. Ensuring their performance remains aligned with the ever-evolving technological landscape is crucial. To achieve this, optimization algorithms are employed to enhance architectural efficiency. This study explores the potential of a passive 2-1 Multi-stAge noise SHaping (MASH) Sigma-Delta Modulator (ΣΔM) architecture as presented in[2], complemented by calibration techniques detailed in [3]. Although the architecture [2] has previously undergone optimization,calibration has not been used. The introduction of calibration methods has the potential to improve performance. To tackle this issue, a genetic algorithm was implemented using the pre-existing MATLAB® code with modifications. Additionally, a C++ code was developed to enhance speed, enabling a more thorough analysis. The primary objective was to enhance the 2-1 MASH ΣΔM while minimizing Signal-to-Noise-and-Distortion Ratio (SNDR) degradation in the presence of process variations. Monte Carlo simulations were conducted to validate performance improvements. This thesis proposes a redesigned 2-1 MASH ΣΔM based on [3].Um ADC atua como componente vital, fazendo a ponte entre os domínios analógico e digital,facilitando a conversão de dados do mundo real para o formato digital. Devido ao seu papel essencial em várias aplicações, o ADC é extensivamente pesquisado em eletrónica. Garantir que o seu desempenho esteja alinhado com o cenário tecnológico que está em constante evolução é crucial.De forma a que isso seja alcançado,algoritmos de otimização são utilizados para aprimorar a eficiência de arquiteturas.Este trabalho explora o potencial de um 2-1 MASH Modulador Sigma-Delta (MΣΔ) passivo,conforme apresentado em [2], complementado por técnicas de calibração detalhadas em [3]. Embora a arquitetura [2] tenha passado por otimização anteriormente, calibração não foi utilizada. A introdução de métodos de calibração tem o potencial de melhorar o desempenho. Para abordar isso,foi usado um algoritmo genético utilizando o código existente em MATLAB®,com modificações. Além disso,foi desenvolvido um código em C++com maior velocidade,permitindo uma análise mais abrangente.O objetivo principal era aprimorar o MΣΔ 2-1 MASH, minimizando a degradação de SNDR na presença de variações de processo. Simulações de Monte Carlo foram realizadas para validar as melhorias de desempenho. Esta tese propõe um redesenho do MΣΔ 2-1 MASH baseado em [3].Paulino, NunoNowacki, BlazejRUNMartins, Diogo Filipe da Cruz2024-03-07T17:13:12Z2023-122023-12-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesisapplication/pdfhttp://hdl.handle.net/10362/164581enginfo:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2024-03-11T05:53:00Zoai:run.unl.pt:10362/164581Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-20T04:00:14.349174Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse
dc.title.none.fl_str_mv Designing a sigma-delta modulator using passive integrators and calibration
title Designing a sigma-delta modulator using passive integrators and calibration
spellingShingle Designing a sigma-delta modulator using passive integrators and calibration
Martins, Diogo Filipe da Cruz
Analog to Digital Converter (ADC)
Sigma-Delta Modulator (ΣΔM)
2-1MASH ΣΔM
Calibration
Genetic Algorithm
Domínio/Área Científica::Engenharia e Tecnologia::Nanotecnologia
title_short Designing a sigma-delta modulator using passive integrators and calibration
title_full Designing a sigma-delta modulator using passive integrators and calibration
title_fullStr Designing a sigma-delta modulator using passive integrators and calibration
title_full_unstemmed Designing a sigma-delta modulator using passive integrators and calibration
title_sort Designing a sigma-delta modulator using passive integrators and calibration
author Martins, Diogo Filipe da Cruz
author_facet Martins, Diogo Filipe da Cruz
author_role author
dc.contributor.none.fl_str_mv Paulino, Nuno
Nowacki, Blazej
RUN
dc.contributor.author.fl_str_mv Martins, Diogo Filipe da Cruz
dc.subject.por.fl_str_mv Analog to Digital Converter (ADC)
Sigma-Delta Modulator (ΣΔM)
2-1MASH ΣΔM
Calibration
Genetic Algorithm
Domínio/Área Científica::Engenharia e Tecnologia::Nanotecnologia
topic Analog to Digital Converter (ADC)
Sigma-Delta Modulator (ΣΔM)
2-1MASH ΣΔM
Calibration
Genetic Algorithm
Domínio/Área Científica::Engenharia e Tecnologia::Nanotecnologia
description An Analog to Digital Converter (ADC) serves as vital components bridging the analog and digital domains,facilitating the conversion of real-world data into digital format. Due to its essential role across various applications, the ADC is extensively researched in electronics. Ensuring their performance remains aligned with the ever-evolving technological landscape is crucial. To achieve this, optimization algorithms are employed to enhance architectural efficiency. This study explores the potential of a passive 2-1 Multi-stAge noise SHaping (MASH) Sigma-Delta Modulator (ΣΔM) architecture as presented in[2], complemented by calibration techniques detailed in [3]. Although the architecture [2] has previously undergone optimization,calibration has not been used. The introduction of calibration methods has the potential to improve performance. To tackle this issue, a genetic algorithm was implemented using the pre-existing MATLAB® code with modifications. Additionally, a C++ code was developed to enhance speed, enabling a more thorough analysis. The primary objective was to enhance the 2-1 MASH ΣΔM while minimizing Signal-to-Noise-and-Distortion Ratio (SNDR) degradation in the presence of process variations. Monte Carlo simulations were conducted to validate performance improvements. This thesis proposes a redesigned 2-1 MASH ΣΔM based on [3].
publishDate 2023
dc.date.none.fl_str_mv 2023-12
2023-12-01T00:00:00Z
2024-03-07T17:13:12Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/masterThesis
format masterThesis
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://hdl.handle.net/10362/164581
url http://hdl.handle.net/10362/164581
dc.language.iso.fl_str_mv eng
language eng
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dc.source.none.fl_str_mv reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron:RCAAP
instname_str Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron_str RCAAP
institution RCAAP
reponame_str Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
collection Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
repository.name.fl_str_mv Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
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