Este trabalho aborda um sistema de aquisição de dados (SAD) analógico-digital, baseado em um esquema redundante com diversidade de projeto, que é testado em dois ambientes diferentes de radiação. O primeiro experimento considera um teste de dose total ionizante (Total Ioninzig Dose - TID) sob irradiação gama, e o segundo experimento considera os efeitos de eventos singulares (Single Event Effects - SEE) sob irradiação por íons pesados. O SAD é composto, principalmente, por três conversores analógicos-digitais (ADCs) e dois votadores. A técnica usada é a Redundância Modular Tripla (Triple Modular Redundancy - TMR), com implementação em diferentes níveis de diversidade (temporal e arquitetural). O sistema é construído em um System-on-Chip programável (PSoC 5LP) da Cypress Semiconductor, fabricado em tecnologia CMOS de 130nm. Para a irradiação com TID, se utiliza o PSoC de part number CY8CKIT-050 sob uma fonte de radiação gama de 60Co (cobalto-60), com uma taxa de dose efetiva de 1 krad(Si)/h por 10 dias, atingindo uma dose total de 242 krad(Si) Para SEE se utiliza o protótipo PSoC de part number CY8CKIT-059 (sem encapsulamento) em um acelerador de partículas 8UD Pelletron usando 16O (oxigeno-16) ao vácuo, com energia de 36 MeV em um LET aproximado de 5.5 MeV/mg/cm2 e uma penetração no silício de 25 mm, resultando em um fluxo de 354 p/cm2.s, e uma fluência de 5077915 p/cm2 depois de 14755 segundos (4h 09min). Observou-se com o resultado do primeiro estudo que um (1) dos módulos do sistema apresentou uma degradação significativa na sua linearidade durante a irradiação, enquanto os outros tiveram uma degradação menos grave, mantendo assim a funcionalidade e confiabilidade do sistema. Durante o tempo de irradiação do segundo estudo, foram observadas 139 falhas: 53 SEFIs (Single Events Funtional Interrupt), 29 falhas críticas e 57 falhas SDC (Silent Data Corruption), atingindo as diferentes copias do sistema e um dos votadores do mesmo, mas sempre mantendo a saída esperada. Nos dois experimentos se evidencia a vantagem de usar a diversidade de projeto, além do TMR, para melhorar a resiliência e confiabilidade em sistemas críticos redundantes que trabalham com sinais mistos. / This work presents an analog-to-digital data acquisition system (DAS) based on a redundant scheme with design diversity, being tested in two different radiation environments. The first experiment is a Total Ionizing Dose (TID) essay and the second one considers Single Event Effects (SEE) under heavy ion irradiation. The DAS is mainly composed of three analog-todigital converters (ADCs) and two voters. The used technique was the Triple Modular Redundancy (TMR) implementing different levels of diversity (temporal and architectural). The circuit was built in a programmable System-on-Chip (PSoC 5LP) from Cypress Semiconductor, fabricated in a 130nm CMOS technology process. For the irradiation with TID the part number CY8CKIT-050 PSoC was used under a 60Co (cobalt-60) gamma radiation source, with an effective dose rate of 1 krad(Si)/h during 10 days, reaching a total dose of 242 krad(Si). For SEE experiments the part number CY8CKIT-059 (without encapsulation) PSoC prototype under a 8UD Pelletron particle accelerator using 16O (oxigen-16) under vacuum, with an energy of 36 MeV, resulting in a flux of 354p/cm2.s and a fluence of 5077915p/cm2 after 14755 seconds (4h 09min). As result of the first study it was observed that one of the system’s modules presented a significant degradation in its linearity during the irradiation, while degradations in the other modules were not as deep, maintaining the system’s functionality and reliability. During the period of the radiation of the second study, 139 faults were observed, 82 of them were critical and 57 were SDC (Silent Data Corruption), reaching the different system copies and one of the voters, while always maintaining the correct output. The advantage of using diversity, besides TMR, to improve resilience and reliability in redundant systems working with mixed signals was demonstrated in both experiments.

SRAM-based FPGAs provide valuable computation resources and reconfigurability; however, ionizing radiation can cause designs operating on these devices to fail. The sensitivity of an FPGA design to configuration upsets, or its SEU sensitivity, is an indication of a design's failure rate. SEU mitigation techniques can reduce the SEU sensitivity of FPGA designs in harsh radiation environments. The reliability benefits of these techniques must be determined before they can be used in mission-critical applications and can be determined by comparing the SEU sensitivity of an FPGA design with and without these techniques applied to it. Many approaches can be taken to evaluate the SEU sensitivity of an FPGA design. This work describes a low-cost easier-to-implement approach for evaluating the SEU sensitivity of an FPGA design. This approach uses additional logic resources on the same FPGA as the design under test to determine when the design has failed, or deviated from its specified behavior. Three SEU mitigation techniques were evaluated using this approach: triple modular redundancy (TMR), configuration scrubbing, and user-memory scrubbing. Significant reduction in SEU sensitivity is demonstrated through fault injection and radiation testing. Two LEON3 processors operating in lockstep are compared against each other using on-chip error detection logic on the same FPGA. The design SEU sensitivity is reduced by 27x when TMR and configuration scrubbing are applied, and by approximately 50x when TMR, configuration scrubbing, and user-memory scrubbing are applied together. Using this approach, an SEU sensitivity comparison is made of designs implemented on both an Altera Stratix V FPGA and a Xilinx Kintex 7 FPGA. Several instances of a finite state machine are compared against each other and a set of golden output vectors, all on the same FPGA. Instances of an AES cryptography core are chained together and the output of two chains are compared using on-chip error detection. Fault injection and neutron radiation testing reveal several similarities between the two FPGA architectures. SEU mitigation techniques reduce the SEU sensitivity of the two designs between 4x and 728x. Protecting on-chip functional error detection logic with TMR and duplication with compare (DWC) is compared. Fault injection results suggest that it is more favorable to protect on-chip functional error detection logic with DWC than it is to protect it with TMR for error detection.

This dissertation studies the effects of radiation-induced single-event upsets (SEUs) on digital signal processing (DSP) systems designed for field-programmable gate arrays (FPGAs). It presents a novel method for evaluating the effects of radiation on DSP and digital communication systems. By using an application-specific measurement of performance in the presence of SEUs, this dissertation demonstrates that only 5-15% of SEUs affecting a communications receiver (i.e. 5-15% of sensitive SEUs) cause critical performance loss. It also reports that the most critical SEUs are those that affect the clock, global reset, and most significant bits (MSBs) of computation. This dissertation also demonstrates reduced-precision redundancy (RPR) as an effective and efficient alternative to the popular triple modular redundancy (TMR) for FPGA-based communications systems. Fault injection experiments show that RPR can improve the failure rate of a communications system by over 20 times over the unmitigated system at a cost less than half that of TMR by focusing on the critical SEUs. This dissertation contrasts the cost and performance of three different variations of RPR, one of which is a novel variation developed here, and concludes that the variation referred to as "Threshold RPR" is superior to the others for FPGA systems. Finally, this dissertation presents several methods for applying Threshold RPR to a system with the goal of reducing mitigation cost and increasing the system performance in the presence of SEUs. Additional fault injection experiments show that optimizing the application of RPR can result in a decrease in critical SEUs by as much 65% at no additional hardware cost.

Este trabalho consiste no estudo e análise da suscetibilidade a efeitos da radiação em projetos de circuitos gerados por ferramenta de Síntese de Alto Nível para FPGAs (Field Programmable Gate Array), ou seja, circuitos programáveis e sistemas em chip, do inglês System-on-Chip (SOC). Através de um injetor de falhas por emulação usando o ICAP (Internal Configuration Access Port) localizado dentro do FPGA é possível injetar falhas simples ou acumuladas do tipo SEU (Single Event Upset), definidas como perturbações que podem afetar o funcionamento correto do dispositivo através da inversão de um bit por uma partícula carregada. SEU está dentro da classificação de SEEs (Single Event Effects), efeitos transitórios em tradução livre, podem ocorrer devido a penetração de partículas de alta energia do espaço e do sol (raios cósmicos e solares) na atmosfera da Terra que colidem com átomos de nitrogênio e oxigênio resultando na produção de partículas carregadas, na grande maioria nêutrons. Dentro deste contexto além de analisar a suscetibilidade de projetos gerados por ferramenta de Síntese de Alto Nível, torna-se relevante o estudo de técnicas de redundância como TMR (Triple Modular Redundance) para detecção, correção de erros e comparação com projetos desprotegidos verificando a confiabilidade. Os resultados mostram que no modo de injeção de falhas simples os projetos com redundância TMR demonstram ser efetivos. Na injeção de falhas acumuladas o projeto com múltiplos canais apresentou melhor confiabilidade do que o projeto desprotegido e com redundância de canal simples, tolerando um maior número de falhas antes de ter seu funcionamento comprometido. / This work consists of the study and analysis of the susceptibility to effects of radiation in circuits projects generated by High Level Synthesis tool for FPGAs Field Programmable Gate Array (FPGAs), that is, system-on-chip (SOC). Through an emulation fault injector using ICAP (Internal Configuration Access Port), located inside the FPGA, it is possible to inject single or accumulated failures of the type SEU (Single Event Upset), defined as disturbances that can affect the correct functioning of the device through the inversion of a bit by a charged particle. SEU is within the classification of SEEs (Single Event Effects), can occur due to the penetration of high energy particles from space and from the sun (cosmic and solar rays) in the Earth's atmosphere that collide with atoms of nitrogen and oxygen resulting in the production of charged particles, most of them neutrons. In this context, in addition to analyzing the susceptibility of projects generated by a High Level Synthesis tool, it becomes relevant to study redundancy techniques such as TMR (Triple Modular Redundancy) for detection, correction of errors and comparison with unprotected projects verifying the reliability. The results show that in the simple fault injection mode TMR redundant projects prove to be effective. In the case of accumulated fault injection, the multichannel design presented better reliability than the unprotected design and with single channel redundancy, tolerating a greater number of failures before its operation was compromised.

Este trabalho aborda um sistema de aquisição de dados (SAD) analógico-digital, baseado em um esquema redundante com diversidade de projeto, que é testado em dois ambientes diferentes de radiação. O primeiro experimento considera um teste de dose total ionizante (Total Ioninzig Dose - TID) sob irradiação gama, e o segundo experimento considera os efeitos de eventos singulares (Single Event Effects - SEE) sob irradiação por íons pesados. O SAD é composto, principalmente, por três conversores analógicos-digitais (ADCs) e dois votadores. A técnica usada é a Redundância Modular Tripla (Triple Modular Redundancy - TMR), com implementação em diferentes níveis de diversidade (temporal e arquitetural). O sistema é construído em um System-on-Chip programável (PSoC 5LP) da Cypress Semiconductor, fabricado em tecnologia CMOS de 130nm. Para a irradiação com TID, se utiliza o PSoC de part number CY8CKIT-050 sob uma fonte de radiação gama de 60Co (cobalto-60), com uma taxa de dose efetiva de 1 krad(Si)/h por 10 dias, atingindo uma dose total de 242 krad(Si) Para SEE se utiliza o protótipo PSoC de part number CY8CKIT-059 (sem encapsulamento) em um acelerador de partículas 8UD Pelletron usando 16O (oxigeno-16) ao vácuo, com energia de 36 MeV em um LET aproximado de 5.5 MeV/mg/cm2 e uma penetração no silício de 25 mm, resultando em um fluxo de 354 p/cm2.s, e uma fluência de 5077915 p/cm2 depois de 14755 segundos (4h 09min). Observou-se com o resultado do primeiro estudo que um (1) dos módulos do sistema apresentou uma degradação significativa na sua linearidade durante a irradiação, enquanto os outros tiveram uma degradação menos grave, mantendo assim a funcionalidade e confiabilidade do sistema. Durante o tempo de irradiação do segundo estudo, foram observadas 139 falhas: 53 SEFIs (Single Events Funtional Interrupt), 29 falhas críticas e 57 falhas SDC (Silent Data Corruption), atingindo as diferentes copias do sistema e um dos votadores do mesmo, mas sempre mantendo a saída esperada. Nos dois experimentos se evidencia a vantagem de usar a diversidade de projeto, além do TMR, para melhorar a resiliência e confiabilidade em sistemas críticos redundantes que trabalham com sinais mistos. / This work presents an analog-to-digital data acquisition system (DAS) based on a redundant scheme with design diversity, being tested in two different radiation environments. The first experiment is a Total Ionizing Dose (TID) essay and the second one considers Single Event Effects (SEE) under heavy ion irradiation. The DAS is mainly composed of three analog-todigital converters (ADCs) and two voters. The used technique was the Triple Modular Redundancy (TMR) implementing different levels of diversity (temporal and architectural). The circuit was built in a programmable System-on-Chip (PSoC 5LP) from Cypress Semiconductor, fabricated in a 130nm CMOS technology process. For the irradiation with TID the part number CY8CKIT-050 PSoC was used under a 60Co (cobalt-60) gamma radiation source, with an effective dose rate of 1 krad(Si)/h during 10 days, reaching a total dose of 242 krad(Si). For SEE experiments the part number CY8CKIT-059 (without encapsulation) PSoC prototype under a 8UD Pelletron particle accelerator using 16O (oxigen-16) under vacuum, with an energy of 36 MeV, resulting in a flux of 354p/cm2.s and a fluence of 5077915p/cm2 after 14755 seconds (4h 09min). As result of the first study it was observed that one of the system’s modules presented a significant degradation in its linearity during the irradiation, while degradations in the other modules were not as deep, maintaining the system’s functionality and reliability. During the period of the radiation of the second study, 139 faults were observed, 82 of them were critical and 57 were SDC (Silent Data Corruption), reaching the different system copies and one of the voters, while always maintaining the correct output. The advantage of using diversity, besides TMR, to improve resilience and reliability in redundant systems working with mixed signals was demonstrated in both experiments.

Este trabalho consiste no estudo e análise da suscetibilidade a efeitos da radiação em projetos de circuitos gerados por ferramenta de Síntese de Alto Nível para FPGAs (Field Programmable Gate Array), ou seja, circuitos programáveis e sistemas em chip, do inglês System-on-Chip (SOC). Através de um injetor de falhas por emulação usando o ICAP (Internal Configuration Access Port) localizado dentro do FPGA é possível injetar falhas simples ou acumuladas do tipo SEU (Single Event Upset), definidas como perturbações que podem afetar o funcionamento correto do dispositivo através da inversão de um bit por uma partícula carregada. SEU está dentro da classificação de SEEs (Single Event Effects), efeitos transitórios em tradução livre, podem ocorrer devido a penetração de partículas de alta energia do espaço e do sol (raios cósmicos e solares) na atmosfera da Terra que colidem com átomos de nitrogênio e oxigênio resultando na produção de partículas carregadas, na grande maioria nêutrons. Dentro deste contexto além de analisar a suscetibilidade de projetos gerados por ferramenta de Síntese de Alto Nível, torna-se relevante o estudo de técnicas de redundância como TMR (Triple Modular Redundance) para detecção, correção de erros e comparação com projetos desprotegidos verificando a confiabilidade. Os resultados mostram que no modo de injeção de falhas simples os projetos com redundância TMR demonstram ser efetivos. Na injeção de falhas acumuladas o projeto com múltiplos canais apresentou melhor confiabilidade do que o projeto desprotegido e com redundância de canal simples, tolerando um maior número de falhas antes de ter seu funcionamento comprometido. / This work consists of the study and analysis of the susceptibility to effects of radiation in circuits projects generated by High Level Synthesis tool for FPGAs Field Programmable Gate Array (FPGAs), that is, system-on-chip (SOC). Through an emulation fault injector using ICAP (Internal Configuration Access Port), located inside the FPGA, it is possible to inject single or accumulated failures of the type SEU (Single Event Upset), defined as disturbances that can affect the correct functioning of the device through the inversion of a bit by a charged particle. SEU is within the classification of SEEs (Single Event Effects), can occur due to the penetration of high energy particles from space and from the sun (cosmic and solar rays) in the Earth's atmosphere that collide with atoms of nitrogen and oxygen resulting in the production of charged particles, most of them neutrons. In this context, in addition to analyzing the susceptibility of projects generated by a High Level Synthesis tool, it becomes relevant to study redundancy techniques such as TMR (Triple Modular Redundancy) for detection, correction of errors and comparison with unprotected projects verifying the reliability. The results show that in the simple fault injection mode TMR redundant projects prove to be effective. In the case of accumulated fault injection, the multichannel design presented better reliability than the unprotected design and with single channel redundancy, tolerating a greater number of failures before its operation was compromised.

Este trabalho aborda um sistema de aquisição de dados (SAD) analógico-digital, baseado em um esquema redundante com diversidade de projeto, que é testado em dois ambientes diferentes de radiação. O primeiro experimento considera um teste de dose total ionizante (Total Ioninzig Dose - TID) sob irradiação gama, e o segundo experimento considera os efeitos de eventos singulares (Single Event Effects - SEE) sob irradiação por íons pesados. O SAD é composto, principalmente, por três conversores analógicos-digitais (ADCs) e dois votadores. A técnica usada é a Redundância Modular Tripla (Triple Modular Redundancy - TMR), com implementação em diferentes níveis de diversidade (temporal e arquitetural). O sistema é construído em um System-on-Chip programável (PSoC 5LP) da Cypress Semiconductor, fabricado em tecnologia CMOS de 130nm. Para a irradiação com TID, se utiliza o PSoC de part number CY8CKIT-050 sob uma fonte de radiação gama de 60Co (cobalto-60), com uma taxa de dose efetiva de 1 krad(Si)/h por 10 dias, atingindo uma dose total de 242 krad(Si) Para SEE se utiliza o protótipo PSoC de part number CY8CKIT-059 (sem encapsulamento) em um acelerador de partículas 8UD Pelletron usando 16O (oxigeno-16) ao vácuo, com energia de 36 MeV em um LET aproximado de 5.5 MeV/mg/cm2 e uma penetração no silício de 25 mm, resultando em um fluxo de 354 p/cm2.s, e uma fluência de 5077915 p/cm2 depois de 14755 segundos (4h 09min). Observou-se com o resultado do primeiro estudo que um (1) dos módulos do sistema apresentou uma degradação significativa na sua linearidade durante a irradiação, enquanto os outros tiveram uma degradação menos grave, mantendo assim a funcionalidade e confiabilidade do sistema. Durante o tempo de irradiação do segundo estudo, foram observadas 139 falhas: 53 SEFIs (Single Events Funtional Interrupt), 29 falhas críticas e 57 falhas SDC (Silent Data Corruption), atingindo as diferentes copias do sistema e um dos votadores do mesmo, mas sempre mantendo a saída esperada. Nos dois experimentos se evidencia a vantagem de usar a diversidade de projeto, além do TMR, para melhorar a resiliência e confiabilidade em sistemas críticos redundantes que trabalham com sinais mistos. / This work presents an analog-to-digital data acquisition system (DAS) based on a redundant scheme with design diversity, being tested in two different radiation environments. The first experiment is a Total Ionizing Dose (TID) essay and the second one considers Single Event Effects (SEE) under heavy ion irradiation. The DAS is mainly composed of three analog-todigital converters (ADCs) and two voters. The used technique was the Triple Modular Redundancy (TMR) implementing different levels of diversity (temporal and architectural). The circuit was built in a programmable System-on-Chip (PSoC 5LP) from Cypress Semiconductor, fabricated in a 130nm CMOS technology process. For the irradiation with TID the part number CY8CKIT-050 PSoC was used under a 60Co (cobalt-60) gamma radiation source, with an effective dose rate of 1 krad(Si)/h during 10 days, reaching a total dose of 242 krad(Si). For SEE experiments the part number CY8CKIT-059 (without encapsulation) PSoC prototype under a 8UD Pelletron particle accelerator using 16O (oxigen-16) under vacuum, with an energy of 36 MeV, resulting in a flux of 354p/cm2.s and a fluence of 5077915p/cm2 after 14755 seconds (4h 09min). As result of the first study it was observed that one of the system’s modules presented a significant degradation in its linearity during the irradiation, while degradations in the other modules were not as deep, maintaining the system’s functionality and reliability. During the period of the radiation of the second study, 139 faults were observed, 82 of them were critical and 57 were SDC (Silent Data Corruption), reaching the different system copies and one of the voters, while always maintaining the correct output. The advantage of using diversity, besides TMR, to improve resilience and reliability in redundant systems working with mixed signals was demonstrated in both experiments.

FPGAs are frequently used in network systems to provide the performance and flexibility that is required of modern computer networks while allowing network vendors to bring products to market quickly. Like all electronic devices, FPGAs are vulnerable to ionizing radiation which can cause applications operating on an FPGA to fail. These low-level failures can have a wide range of negative effects on the performance of a network system. As computer networks play a larger role in modern society, it becomes increasingly important that these soft errors are addressed in the design of network systems.This work presents a framework for testing the soft-error reliability of FPGA-based networking systems. The framework consists of the NetFPGA development board, a custom traffic generator, and a custom high-speed JTAG configuration device. The NetFPGA development board is versatile and can be used to implement a wide range of network applications. The traffic generator is used to exercise the network system on the NetFPGA and to determine the health of that system. The JTAG configuration device is used to manage reliability experiments, to perform fault injection into the FPGA, and to monitor the NetFPGA during radiation tests.This thesis includes soft-error reliability tests that were performed on an Ethernet switch network system. Using both fault injection and accelerate radiation testing, the soft error sensitivity of the Ethernet switch was measured. The Ethernet switch design was then mitigated using triple module redundancy and duplication with compare. These mitigated designs were also tested and compared against the baseline design. Radiation testing shows that TMR provides a 5.05x improvement in reliability over the baseline design. DWC provides a 5.22x improvement in detectability over the baseline design without reducing the reliability of the system.

This dissertation studies the effects of radiation-induced single-event upsets (SEUs) on field-programmable gate array(FPGA)-based circuits. It analyzes and quantifies a special case in data communication, that is, the synchronization issue of signals when they are sent across clock domains in triple modular redundancy (TMR) circuits with the presence of SEUs. After demonstrating that synchronizing errors cannot be eliminated in such case, this dissertation continues to present novel synchronizer designs that can guarantee reliable synchronization of triplicated signals. Fault injection tests then show that the proposed synchronizers provide between 6 and 10 orders of magnitude longer mean time to failure (MTTF) than unmitigated synchronizers. This dissertation also studies the reliability of block random access memory (BRAM) on FPGAs. By investigating several previous reliability models for single-error correction/double-error detection (SEC/DED) memory with scrubbing, this dissertation proposes two novel MTTF models that are suitable for FPGA applications. The first one considers non-uniform write rates for probabilistic write scrubbing, and the second one combines deterministic scrubbing and probabilistic scrubbing into a single model. The proposed models reveal the impact of memory access patterns on the reliability of BRAMs. Monte Carlo simulations then demonstrate the correctness of the proposed models. At last, the memory access patterns of a type of FPGA application, digital signal processing (DSP) is studied, and mitigation mechanisms for DSP applications are discussed.

Objektdetektering har fått stort forskningsintresse de senaste åren, eftersom det är maskiners ögon och är en grundläggande uppgift inom datorseende som syftar till att identifiera och lokalisera föremål av intresse. Hårdvaruacceleratorer syftar vanligtvis till att öka genomströmningen för realtidskrav samtidigt som energiförbrukningen sänks. Studier av feltolerans säkerställer att algoritmen utförs korrekt även med felpresentation. Denna avhandling täcker dessa ämnen och tillhandahåller en Field-Programmable Gate Array (FPGA)-implementering av en objektdetekteringsalgoritm, You Only Look Once (YOLO), samtidigt som man undersöker implementeringens feltolerans. En baslinjeimplementering på FPGA tillhandahålls först och sedan tillämpas, implementeras och testas två feltoleranta implementeringar, en med trippelmodulär redundans och en med tidsredundans. Fastnade fel injiceras i implementeringarna för att studera feltoleransen. Vår FPGA-implementering av YOLO ger en höghastighets, låg strömförbrukning och mycket konfigurerbar hårdvaruaccelerator för objektdetektering. I detta examensarbete görs implementeringsdesignen med en kombination av egendesignade moduler med VHDL och Xilinx-försedd Intellectual Property (IP). Jämfört med andra forsknings- eller öppen källkodsversioner som använder High-Level Synthesis (HLS), är denna design mer konfigurerbar för framtida referenser och tar bort onödiga hårdvarusvarta lådor. Jämfört med andra studier om hårdvaruacceleratorer fokuserar denna avhandling på feltolerans. Detta examensarbete skapar utrymme för mer arbete med att utforska feltolerans, t.ex. skapa en mer feltolerant implementering eller undersöka hur vissa fel kan påverka resultatet. Det är också möjligt att använda implementeringen från denna avhandling som baslinje för andra forskningsändamål, eftersom implementeringen är fristående och mycket konfigurerbar. / Object detection gets great research interest in recent years, as it is the eyes of machines and is a fundamental task in computer vision that aims at identifying and locating objects of interest. Hardware accelerators usually aim at boosting the throughput for real-time requirements while lowering power consumption. Studies on fault tolerance ensure the algorithm to be performed correctly even with error presenting. This thesis covers these topics and provides a Field-Programmable Gate Array (FPGA) implementation of an object detection algorithm, You Only Look Once (YOLO), while investigating the fault tolerance of the implementation. A baseline implementation on FPGA is first provided and then two fault-tolerant implementations, one with triple-modular redundancy and one with time redundancy are applied, implemented, and tested. Stuck-at faults are injected into the implementations to study the fault tolerance. Our FPGA implementation of YOLO provides a high-speed, low-power-consumption, and highly-configurable hardware accelerator for object detection. In this thesis, the implementation design is done with a combination of self-designed modules with VHDL and Xilinx-provided Intellectual Property (IP). Compared to other research or open-source versions using High-Level Synthesis (HLS), this design is more configurable for future references and removes unnecessary hardware black boxes. Compared to other studies on hardware accelerators, this thesis focuses on fault tolerance. This thesis creates space for more work on exploring fault tolerance, e.g., creating a more fault-tolerant implementation or investigating how certain faults could affect the result. It is also possible to use the implementation from this thesis as a baseline for other research purposes, as the implementation is stand-alone and highly configurable.