• Title/Summary/Keyword: embedded computing

Search Result 537, Processing Time 0.03 seconds

Highly Accurate Approximate Multiplier using Heterogeneous Inexact 4-2 Compressors for Error-resilient Applications

  • Lee, Jaewoo;Kim, HyunJin
    • IEMEK Journal of Embedded Systems and Applications
    • /
    • v.16 no.5
    • /
    • pp.233-240
    • /
    • 2021
  • We propose a novel, highly accurate approximate multiplier using different types of inexact 4-2 compressors. The importance of low hardware costs leads us to develop approximate multiplication for error-resilient applications. Several rules are developed when selecting a topology for designing the proposed multiplier. Our highly accurate multiplier design considers the different error characteristics of adopted compressors, which achieves a good error distribution, including a low relative error of 0.02% in the 8-bit multiplication. Our analysis shows that the proposed multiplier significantly reduces power consumption and area by 45% and 26%, compared with the exact multiplier. Notably, a trade-off relationship between error characteristics and hardware costs can be achieved when considering those of existing highly accurate approximate multipliers. In the image blending, edge detection and image sharpening applications, the proposed 8-bit approximate multiplier shows better performance in terms of image quality metrics compared with other highly accurate approximate multipliers.

Implementation of Lane Departure Warning System using Lightweight Deep Learning based on VGG-13 (VGG-13 기반의 경량화된 딥러닝 기법을 이용한 차선 이탈 경고 시스템 구현)

  • Kang, Hyunwoo
    • Journal of Korea Multimedia Society
    • /
    • v.24 no.7
    • /
    • pp.860-867
    • /
    • 2021
  • Lane detection is important technology for implementing ADAS or autonomous driving. Although edge detection has been typically used for the lane detection however, false detections occur frequently. To improve this problem, a deep learning based lane detection algorithm is proposed in this paper. This algorithm is mounted on an ARM-based embedded system to implement a LDW(lane departure warning). Since the embedded environment lacks computing power, the VGG-11, a lightweight model based on VGG-13, has been proposed. In order to evaluate the performance of the LDW, the test was conducted according to the test scenario of NHTSA.

Design of CPS Architecture for Ultra Low Latency Control (초저지연 제어를 위한 CPS 아키텍처 설계)

  • Kang, Sungjoo;Jeon, Jaeho;Lee, Junhee;Ha, Sujung;Chun, Ingeol
    • IEMEK Journal of Embedded Systems and Applications
    • /
    • v.14 no.5
    • /
    • pp.227-237
    • /
    • 2019
  • Ultra-low latency control is one of the characteristics of 5G cellular network services, which means that the control loop is handled in milliseconds. To achieve this, it is necessary to identify time delay factors that occur in all components related to CPS control loop, including new 5G cellular network elements such as MEC, and to optimize CPS control loop in real time. In this paper, a novel CPS architecture for ultra-low latency control of CPS is designed. We first define the ultra-low latency characteristics of CPS and the CPS concept model, and then propose the design of the control loop performance monitor (CLPM) to manage the timing information of CPS control loop. Finally, a case study of MEC-based implementation of ultra-low latency CPS reviews the feasibility of future applications.

FPGA Board Implementation for an Embedded Machine-to-Machine Remote Control System (임베디드 M2M 원격제어 시스템을 위한 FPGA 보드 구현연구)

  • Sanjaa, Bold;Baek, Jong Sang;Jeong, Hwan Jong;Oh, Seung Chan;Jeong, Min A;Lee, Yeon-U;Lee, Seong Ro
    • Proceedings of the Korea Information Processing Society Conference
    • /
    • 2013.05a
    • /
    • pp.501-503
    • /
    • 2013
  • This project presents a concept of mobile robots using prototypes, computing proposal oriented to embedded systems implementation. We implement our system using GPS module, Ultrasonic sensor(range sensors), H-bridge dual stepper control, DTMF(Dual-tone Multi-Frequency ) and LCD module. In this paper we construct a mechanical simple mobile robot model, which can measure the distance from obstacle with the aid of sensor and should able to control the speed of motor accordingly. Modules were interfaced with FPGA(Field Programmable Gate Array) controller for hardware implementation.

Trends in Low-Power On-Device Vision SW Framework Technology (저전력 온디바이스 비전 SW 프레임워크 기술 동향)

  • Lee, M.S.;Bae, S.Y.;Kim, J.S.;Seok, J.S.
    • Electronics and Telecommunications Trends
    • /
    • v.36 no.2
    • /
    • pp.56-64
    • /
    • 2021
  • Many computer vision algorithms are computationally expensive and require a lot of computing resources. Recently, owing to machine learning technology and high-performance embedded systems, vision processing applications, such as object detection, face recognition, and visual inspection, are widely used. However, on-devices need to use their resources to handle powerful vision works with low power consumption in heterogeneous environments. Consequently, global manufacturers are trying to lock many developers into their ecosystem, providing integrated low-power chips and dedicated vision libraries. Khronos Group-an international standard organization-has released the OpenVX standard for high-performance/low-power vision processing in heterogeneous on-device systems. This paper describes vision libraries for the embedded systems and presents the OpenVX standard along with related trends for on-device vision system.

A Dynamic Frequency Controlling Technique for Power Management in Existing Commercial Microcontrollers

  • Lueangvilai, Attakorn;Robertson, Christina;Martinez, Christopher J.
    • Journal of Computing Science and Engineering
    • /
    • v.6 no.2
    • /
    • pp.79-88
    • /
    • 2012
  • Power continues to be a driving force in central processing units (CPU) design. Most of the advanced breakthroughs in power have been in a realm that is applicable to workstation CPUs. Advanced power management systems will manage temperature, dynamic voltage scaling and dynamic frequency scaling in a CPU. The use of power management systems for microcontrollers and embedded CPUs has been modest, and mostly focuses on very large scale integration (VLSI) level optimizations compared to system level optimizations. In this paper, a dynamic frequency controlling (DFC) technique is introduced, to lay the foundation of a system level power management system for commercial microcontrollers. The DFC technique allows a commercial microcontroller to have minor modifications on both the hardware and software side, to allow the clock frequency to change to save power; results in this study show a 10% savings. By adding an additional layer of software abstraction at the interrupt level, the microcontroller can operate without having knowledge of the current clock frequency, and this can be accomplished without having to use an embedded operating system.

ART : An Implementation on the Active_object RunTime Systems Applicable for the Embedded Systems (ART : 임베디드 시스템에 적용 가능한 능동객체 실행시간 지원 시스템의 구현)

  • Park, Yoon-Young;Lim, Dong-Sun;Jung, Bu-Geum;Lee, Kyung-Oh;Park, Jung-Ho
    • The KIPS Transactions:PartA
    • /
    • v.10A no.4
    • /
    • pp.295-304
    • /
    • 2003
  • Active object is an Independent runnable unit which is scheduled by CPU in creation time. In this paper, we define the active object and suggest ART(Active object RunTime support systems) which controls creation and execution of the active object. ART can Provide users locational transparency and support easy method call mechanism. We also designed a communication model among active objects and implemented a communication method to make the distributed programing possible. The implementation target platform of ART is an embedded system which has only limited resources and runs in the distributed computing environment.

Improvement Method and Performance Analysis of Shared Memory in Dual Core Embedded Linux system (듀얼코어 임베디드 리눅스 시스템에서 공유 메모리 성능 개선 방안 및 성능 분석)

  • Jung, Ji-Sung;Kim, Chang-Bong
    • Journal of Internet Computing and Services
    • /
    • v.11 no.4
    • /
    • pp.95-106
    • /
    • 2010
  • Recently multiple process communicate together. They share resource and information for cooperation in complicated programming environment. Kernel provides IPC (Inter -Process Communication) for communication with each other process. Shared Memory is a technique that many processes can access to identical memory area in the Linux environment. In this paper, we propose a performance improvement method of shared memory in the dual-core embedded linux system which is consist of different core and different operating system. We construct the MPC2530F (ARM926F+ARM946E) linux system and measure the performance therein. We attempt a performance enhancement in each CPU for each process which uses a shared memory.

Open API service platform designed for embedded (웹 2.0을 위한 임베디드 Open API 서비스 플랫폼 설계)

  • Yang, Moon-seok;No, Young-sik;Byun, Ji-Yoong;Cha, ji-yun;Park, Sang-Yeol;Byun, Yung-cheol
    • Proceedings of the Korea Contents Association Conference
    • /
    • 2008.05a
    • /
    • pp.587-590
    • /
    • 2008
  • The Web 2.0 is mean to Web as Platform, as the platform provided various service using a data on webs by opening information. That is, it leads to the sharing and participation of information among internet users. In this paper, we research web technology for embedded computers which be supplied data and services to implement Ubiquitous computing. Therefore, we designed Open API service platform used the embedded system for the sharing and opening of web 2.0 trends. This designed platform is provided to internet users with various services and information in real-time.

  • PDF

Expanded Petri-Net Modeling for Real Time Embedded System Context-awareness Service (실시간 임베디드 시스템 상황 정보 서비스를 위한 확장된 Petri-Net 모델링)

  • Yang, Seung-Weon;Lee, Jae-Bong
    • The Journal of the Korea Contents Association
    • /
    • v.11 no.1
    • /
    • pp.16-25
    • /
    • 2011
  • Some context is characterized by a single event in computing environment, but many other contexts are determined by a lot of things which occur with a space and a time. The Realtime Embedded System context-awareness service that interacts with the physical space can have property such as time. The exceptional behaviors of the system that interact with physical space can result in critical damage and cause danger to the operation of an embedded system. we propose an approach which should include spatio-temporal property and exceptional management in the context model, and verify its effectiveness using an expanded Petri-Net. The context-awareness service modeling of an embedded system is discussed the properties of model such as basic Petri-Net, patterned Petri-Net, or Spatio-temporal Petri-Net for the exceptional behaviors of the system. The proposed methodology demonstrated using an example that is emergency medical service. The use of expanded Petri-Net will contribute not only to develop the application but also to model the spatio-temporal context awareness for the exceptional handling.