Sistema de reconhecimento de impressões digitais baseado em FPGA

Trabalho de Projeto para obtenção do grau de Mestre em Engenharia de Eletrónica e Telecomunicações

Contribuição para o estudo do embarque de uma rede neural artificial em field programmable gate array (FPGA)

This study shows the implementation and the embedding of an Artificial Neural Network (ANN) in hardware, or in a programmable device, as a field programmable gate array (FPGA). This work allowed the exploration of different implementations, described in VHDL, of multilayer perceptrons ANN. Due to the parallelism inherent to ANNs, there are disadvantages in software implementations due to the sequential nature of the Von Neumann architectures. As an alternative to this problem, there is a hardware implementation that allows to exploit all the parallelism implicit in this model. Currently, there is an increase in use of FPGAs as a platform to implement neural networks in hardware, exploiting the high processing power, low cost, ease of programming and ability to reconfigure the circuit, allowing the network to adapt to different applications. Given this context, the aim is to develop arrays of neural networks in hardware, a flexible architecture, in which it is possible to add or remove neurons, and mainly, modify the network topology, in order to enable a modular network of fixed-point arithmetic in a FPGA. Five synthesis of VHDL descriptions were produced: two for the neuron with one or two entrances, and three different architectures of ANN. The descriptions of the used architectures became very modular, easily allowing the increase or decrease of the number of neurons. As a result, some complete neural networks were implemented in FPGA, in fixed-point arithmetic, with a high-capacity parallel processing

Desenvolvimento de uma arquitetura em hardware prototipada em FPGA para aplicações genéricas utilizando redes neurais artificiais embarcadas

This work proposes hardware architecture, VHDL described, developed to embedded Artificial Neural Network (ANN), Multilayer Perceptron (MLP). The present work idealizes that, in this architecture, ANN applications could easily embed several different topologies of MLP network industrial field. The MLP topology in which the architecture can be configured is defined by a simple and specifically data input (instructions) that determines the layers and Perceptron quantity of the network. In order to set several MLP topologies, many components (datapath) and a controller were developed to execute these instructions. Thus, an user defines a group of previously known instructions which determine ANN characteristics. The system will guarantee the MLP execution through the neural processors (Perceptrons), the components of datapath and the controller that were developed. In other way, the biases and the weights must be static, the ANN that will be embedded must had been trained previously, in off-line way. The knowledge of system internal characteristics and the VHDL language by the user are not needed. The reconfigurable FPGA device was used to implement, simulate and test all the system, allowing application in several real daily problems

基于ACEX1K30的HIRFL-CSRe高精度线性插值异步FIFO

本设计实现了HIRFL-CSRe同步系统控制器DSP插件内的FPGA中的FIFO(First in first out)功能,数据入口是16位DSP总线,数据出口是16位DAC总线。其核心机制采用双缓冲"乒乓操作",并在FPGA内完成一次线性插值。程序采用VHDL硬件描述语言在Altera公司的现场可编程逻辑器件ACEX1K30上实现。FIFO实现机制完全自行设计,解决了传统异步FIFO由于读写时钟异步造成的空/满标志难以准确给出及数据输出时间不能精确保证的难题,满足了HIRFL-CSRe对于输出数据不间断(每微秒一个)的要求,并由于在FPGA内实现了一次线性插值,从而把从DSP中接收到的已插值数据量增加了一倍,在宏观上降低了DSP的数据运算量。模块经现场工作证实FIFO数据输出时间误差控制在40ns内,达到设计要求。

SDRAM控制器的设计及其在CSR控制系统中的应用

在国家重大科学工程HIRFL-CSR的控制系统中，高速数据获取单元或非线性过程控制器常用到数据缓冲存储器。采用集成度高、功耗低、可靠性高、处理能力强的同步动态随机存储器SDRAM，是最好的选择。但是，与速度快、控制简单的SRAM相比，SDRAM存储器有复杂的时序要求，需要定时刷新，为此，必须设计SDRAM控制器。为了降低系统成本，采用FPGA技术，并使用VHDL语言设计和实现SDRAM控制器。论文首先介绍了存储器的结构和原理，SDRAM控制器的结构和组成，FPGA技术及其配置方法和VHDL语言的基本概念。随后详细介绍了SDRAM控制器基本结构的建立、符合PC133规范的硬件设计方案和软件的实现。其次，介绍了串口和SDRAM控制器的设计开发平台，并实现对SDRAM存储器的数据读写和刷新。另外，还介绍了与计算机进行串口通信的设计。 最后，介绍了利用FPGA实现DSP与SDRAM的接口电路设计及其在HIRFL-CsR控制系统中的应用。整个论文的工作完成了CSR控制系统中SDRAM控制器的硬件设计和VHDL程序编制、调试。为以后开发和实现控制系统的高速数据获取提供了一个原型。

The Spartan-3E Tutorial 2 : Introduction to using the PicoBlaze Microcontroller Version 1.0

This tutorial is designed to help new users become familiar with using the PicoBlaze microcontroller with the Spartan-3E board. The tutorial gives a brief introduction to the PicoBlaze microcontroller, and then steps through the following: - Writing a small PicoBlaze assembly language (.psm) file, and stepping through the process of assembling the .psm file using KCPSM3; - Writing a top level VHDL module to connect the PicoBlaze microcontroller (KCPSM3 component) and the program ROM, and to connect the required input and output ports; - Connecting the top level module inputs and outputs to the switches, buttons and LEDs on the Spartan-3E board; - Downloading the program to the Spartan-3E board using the Project Navigator software.

Projeto e implementação em FPGA de um processador com conjunto de instrução reconfigurável utilizando VHDL

The Reconfigurable Computing is an intermediate solution at the resolution of complex problems, making possible to combine the speed of the hardware with the flexibility of the software. An reconfigurable architecture possess some goals, among these the increase of performance. The use of reconfigurable architectures to increase the performance of systems is a well known technology, specially because of the possibility of implementing certain slow algorithms in the current processors directly in hardware. Amongst the various segments that use reconfigurable architectures the reconfigurable processors deserve a special mention. These processors combine the functions of a microprocessor with a reconfigurable logic and can be adapted after the development process. Reconfigurable Instruction Set Processors (RISP) are a subgroup of the reconfigurable processors, that have as goal the reconfiguration of the instruction set of the processor, involving issues such formats, operands and operations of the instructions. This work possess as main objective the development of a RISP processor, combining the techniques of configuration of the set of executed instructions of the processor during the development, and reconfiguration of itself in execution time. The project and implementation in VHDL of this RISP processor has as intention to prove the applicability and the efficiency of two concepts: to use more than one set of fixed instructions, with only one set active in a given time, and the possibility to create and combine new instructions, in a way that the processor pass to recognize and use them in real time as if these existed in the fixed set of instruction. The creation and combination of instructions is made through a reconfiguration unit, incorporated to the processor. This unit allows the user to send custom instructions to the processor, so that later he can use them as if they were fixed instructions of the processor. In this work can also be found simulations of applications involving fixed and custom instructions and results of the comparisons between these applications in relation to the consumption of power and the time of execution, which confirm the attainment of the goals for which the processor was developed

Hybrid three-phase HPF rectifier with programmable input current THD, using FPGA device and VHDL language

In this paper is proposed and analyzed a digital hysteresis modulation using a FPGA (Field Programmable Gate Array) device and VHDL (Hardware Description Language), applied at a hybrid three-phase rectifier with almost unitary input power factor, composed by parallel SEPIC controlled single-phase rectifiers connected to each leg of a standard 6-pulses uncontrolled diode rectifier. The digital control allows a programmable THD (Total Harmonic Distortion) at the input currents, and it makes possible that the power rating of the switching-mode converters, connected in parallel, can be a small fraction of the total average output power, in order to obtain a compact converter, reduced input current THD and almost unitary input power factor. Finally, the proposed digital control, using a FPGA device and VHDL, offers an important flexibility for the associated control technique, in order to obtain a programmable PFC (Power Factor Correction) hybrid three-phase rectifier, in agreement with the international standards (IEC, and IEEE), which impose limits for the THD of the AC (Alternate Current) line input currents. The proposed strategy is verified by experiments. © 2008 IEEE.

Pré-regulador retificador boost com controle digital por valores médios, para sistema de iluminação fluorescente multi-lâmpadas, utilizando dispositivo FPGA e VHDL

Coordenação de Aperfeiçoamento de Pessoal de Nível Superior (CAPES)

Pré-regulador retificador entrelaçado (Interleaved) ZCS-FM boost, com controle digital através de dispositivo FPGA e linguagem VHDL

Fundação de Amparo à Pesquisa do Estado de São Paulo (FAPESP)

Triggers per attività di test su fascio di particelle. Realizzazione di un progetto in VHDL e sintetizzazione su FPGA

Progettazione e realizzazione di un dispositivo elettronico con lo scopo di coordinare e sincronizzare la presa dati del beam test del LUCID (CERN, luglio 2009) e tener traccia di tali eventi. Il circuito è stato progettato in linguaggio VHDL, simulato con il programma ModelSim, sintetizzato con il programma Quartus e implementato su un FPGA Cyclone residente su scheda di tipo VME 6U della CAEN. Infine la scheda è stata testata in laboratorio (verificandone il corretto funzionamento) assieme all'intero sistema di presa dati, e confermata per il beam test del LUCID.

Sviluppo di un modulo VHDL per interfacciamento Ethernet-FPGA in applicazioni di high throughput screening

In molti settori della ricerca in campo biologico e biomedico si fa ricorso a tecniche di High Throughput Screening (HTS), tra cui studio dei canali ionici. In questo campo si studia la conduzione di ioni attraverso una membrana cellulare durante fenomeni che durano solo alcuni millisecondi. Allo scopo sono solitamente usati sensori e convertitori A/D ad elevata velocità insieme ad opportune interfacce di comunicazione, ad elevato bit-rate e latenza ridotta. In questa tesi viene descritta l'implementazione di un modulo VHDL per la trasmissione di dati digitali provenienti da un sistema HTS attraverso un controller di rete integrato dotato di un'interfaccia di tipo Ethernet, individuando le possibili ottimizzazioni specifiche per l'applicazione di interesse.