• Title/Summary/Keyword: FPGA architecture

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Feature Representation Method to Improve Image Classification Performance in FPGA Embedded Boards Based on Neuromorphic Architecture (뉴로모픽 구조 기반 FPGA 임베디드 보드에서 이미지 분류 성능 향상을 위한 특징 표현 방법 연구)

  • Jeong, Jae-Hyeok;Jung, Jinman;Yun, Young-Sun
    • Journal of Software Assessment and Valuation
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    • v.17 no.2
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    • pp.161-172
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    • 2021
  • Neuromorphic architecture is drawing attention as a next-generation computing that supports artificial intelligence technology with low energy. However, FPGA embedded boards based on Neuromorphic architecturehave limited resources due to size and power. In this paper, we compared and evaluated the image reduction method using the interpolation method that rescales the size without considering the feature points and the DCT (Discrete Cosine Transform) method that preserves the feature points as much as possible based on energy. The scaled images were compared and analyzed for accuracy through CNN (Convolutional Neural Networks) in a PC environment and in the Nengo framework of an FPGA embedded board.. As a result of the experiment, DCT based classification showed about 1.9% higher performance than that of interpolation representation in both CNN and FPGA nengo environments. Based on the experimental results, when the DCT method is used in a limited resource environment such as an embedded board, a lot of resources are allocated to the expression of neurons used for classification, and the recognition rate is expected to increase.

A hardware architecture of connected speech recognition and FPGA implementation (연결 단어 음성인식을 위한 하드웨어 아키텍쳐 및 FPGA 구현)

  • Kim, Yong;Jeong, Hong
    • Proceedings of the IEEK Conference
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    • 2006.06a
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    • pp.381-382
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    • 2006
  • In this paper, we present an efficient architecture for connected speech recognition that can be efficiently implemented with FPGA. The architecture consists of newly derived two-level dynamic programming (TLDP) that use only bit addition and shift operations. The advantages of this architecture are the spatial efficiency to accommodate more words with limited space and the computational speed from avoiding propagation delays in multiplications. The architecture is highly regular, consisting of identical and simple processing elements with only nearest-neighbor communication, and external communication occurs with the end processing elements.

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FPGA Implementation of Scan Conversion Unit using SIMD Architecture and Hierarchical Tile-based Traversing Method (계층적 타일기반 탐색기법과 SIMD 구조가 적용된 스캔변환회로의 FPGA 구현)

  • Ha, Chang-Soo;Choi, Byeong-Yoon
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.14 no.9
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    • pp.2023-2030
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    • 2010
  • In this paper, we present research results of developing high performance scan conversion unit and implementing it on FPGA chip. To increase performance of scan conversion unit, we propose an architecture of scan converter that is a SIMD architecture and uses tile-based traversing method. The proposed scan conversion unit can operate about 124Mhz clock frequency on Xilinx Vertex4 LX100 device. To verify the scan conversion unit, we also develop shader unit, texture mapping unit and $240{\times}320$ color TFT-LCD controller to display outputs of the scan conversion unit on TFT-LCD. Because the scan conversion unit implemented on FPGA has 311Mpixels/sec pixel rate, it is applicable to desktop pc's 3d graphics system as well as mobile 3d graphics system needing high pixel rates.

FPGA Implementation of PN Code Searcher with a Shared Architecture for CDMA PCS mobile Station (공유구조를 가지는 CDMA 이동국용 PN 부호 탐색기의 FPGA 구현)

  • 이장희;이성주김재석이문기
    • Proceedings of the IEEK Conference
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    • 1998.10a
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    • pp.1109-1112
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    • 1998
  • In this paper, we propose a new architecture of the PN code acquistion system which has some shared blocks in order to reduce the hardware complexity. The proposed system has an energy calculation block which is shared by two active correlators. Our system is designed suitable for IS-95 based CDMA PCS. The new architecture was designed and simulated using VHDL. Also, We implemented it with Altera FPGA, and verified our system. The gate count is about 7,500. Our proposed architecture is also useful for multi-carrier system which uses the multiple searcher.

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A new routhing architecture for symmetrical FPGA and its routing algorithm (대칭형 FPGA의 새로운 배선구조와 배선 알고리즘)

  • 엄낙웅;조한진;박인학;경종민
    • Journal of the Korean Institute of Telematics and Electronics A
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    • v.33A no.4
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    • pp.142-151
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    • 1996
  • This paper presents a new symmetrical routing architecture for FPGA and an efficient routing algorithm for the architecture. The routing architecture adopts the segmented wires and the improved switch modules. Segmetned wires construct routing channels which pass through the chip in vertical and horizontal directions. To maximize the utility of a track, a track in each switch module can be separated in two part using a programmable switch to route two different net. The proposed routing algorithm finds all assignable tracks for a given net and selects the best track from assignable tracks to minimize the number of programmable switches and the unused portion of the wire segments. In order to stabilize the perfomrance of the algorithm, the routing order is defined by weighted sum of the number of wire segment, the length of wire segmetn, and the number of pin. Experimental results show that routability is improved dramatically and the number of crossing switches are reduced about 40% compared with the previous works.

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Minimization of Complex Terms using BDD and it's Application to Cellular Architecture FPGA (BDD를 이용한 complex term의 최소화와 cellular architecture FPGA에의 응용)

  • 김미영;이귀상
    • Journal of the Korean Institute of Telematics and Electronics C
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    • v.34C no.2
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    • pp.12-18
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    • 1997
  • An efficient synthesis method of cellular architecture FPgA is proposed in this paper. To generate a logical representation called complex term which is to be directly mapped onto the cellular architecture FPGA, and SO or ESOP minimization tool was used in previous methods. Instead, we use a logic function transformed into BDD (binary decision diagram) in the actual generation of the complex temrs. In this process it estimates the cost(i.e. the number of complex terms) for three branches, 0-branch and 1-branches. This process is continued over the whole BDD to do such computation, and we observed that the number of complex terms has been reduced compared to the previous results.

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FPGA Implementation and Verification of RISC-V Processor (RISC-V 프로세서의 FPGA 구현 및 검증)

  • Jongbok Lee
    • The Journal of the Institute of Internet, Broadcasting and Communication
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    • v.23 no.5
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    • pp.115-121
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    • 2023
  • RISC-V is an open-source instruction set architecture, and anyone can freely design and implement a RISC-V microprocessor. This paper designes and simulates the RISC-V architecture, synthesizing it in FPGA and verifying it using logic analyzer (ILA). RISC-V core is written in SystemVerilog, which has efficient design and high reusability, and can be used in various application fields. The RISC-V core is implemented as hardware by synthesizing it on the Ultra96-V2 FPGA board using Vivado, and the accuracy and operation of the design are verified through Integrated Logic Analyzer(ILA). As a result of the experiment, it is confirmed that the designed RISC-V core performs the expected operation, and these results can contribute to the design and verification of RISC-V based systems.

Implementation of the Wireless Transducer Interface Module and NCAP architecture (무선 센서 인터페이스 모듈과 NCAP 구조의 구현)

  • Oh, Se-Moon;Keum, Min-Ha;Kim, Dong-Hyeok;Kim, Jin-Sang;Cho, Won-Kyung
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.33 no.12A
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    • pp.1261-1269
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    • 2008
  • This paper presents an implementation of the Network Capable Application Processor (NCAP) and the Wireless Transducer Interface Module (WTIM) architectures based on the new IEEE P1451.5 standard. Proposed architecture is implemented using a computer for NCAP, an FPGA board, a sensor board and two radio modules, which communicate through the ZigBee wireless communication technology between the NCAP and the WTIM based on the IEEE 1451.0 and the IEEE 1451.5 interfaces. In this paper, two experiments has been done to verify operations of proposed architecture. From the experimental results, we verify that the proposed architecture performs the wireless sensor communication functions efficiently.

LDPC Decoder Architecture for High-speed UWB System (고속 UWB 시스템의 LDPC 디코더 구조 설계)

  • Choi, Sung-Woo;Lee, Woo-Yong;Chung, Hyun-Kyu
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.35 no.3C
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    • pp.287-294
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    • 2010
  • MB-OFDM UWB system will adopt LDPC codes to enhance the decoding performance with higher data rates. In this paper, we will consider algorithm and architecture of the LDPC codes in MB-OFDM UWB system. To suggest the hardware efficient LDPC decoder architecture, LLR(log-likelihood-ration) calculation algorithms and check node update algorithms are analyzed. And we proposed the architecture of LDPC decoder for the high throughput application of Wimedia UWB. We estimated the feasibility of the proposed architecture by implementation in a FPGA. The implementation results show our architecture attains higher throughput than other result of QC-LDPC case. Using this architecture, we can implement LDPC decoder for high throughput transmission, but it is 0.2dB inferior to the BP algorithm.

An FPGA Implementation of Parallel Hardware Architecture for the Real-time Window-based Image Processing (실시간 윈도우 기반 영상 처리를 위한 병렬 하드웨어 구조의 FPGA 구현)

  • Jin S.H.;Cho J.U.;Kwon K.H.;Jeon J.W.
    • The KIPS Transactions:PartB
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    • v.13B no.3 s.106
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    • pp.223-230
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    • 2006
  • A window-based image processing is an elementary part of image processing area. Because window-based image processing is computationally intensive and data intensive, it is hard to perform ail of the operations of a window-based image processing in real-time by using a software program on general-purpose computers. This paper proposes a parallel hardware architecture that can perform a window-based image processing in real-time using FPGA(Field Programmable Gate Array). A dynamic threshold circuit and a local histogram equalization circuit of the proposed architecture are designed using VHDL(VHSIC Hardware Description Language) and implemented with an FPGA. The performances of both implementations are measured.