• Title/Summary/Keyword: EdgeCPS

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Component-based AI Application Support System using Knowledge Sharing Graph for EdgeCPS Platform (EdgeCPS 플랫폼을 위한 지식 공유 그래프를 활용한 컴포넌트 기반 AI 응용 지원 시스템)

  • Kim, Young-Joo
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.26 no.8
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    • pp.1103-1110
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    • 2022
  • Due to the rapid development of AI-related industries, countless edge devices are working in the real world. Since data generated within the smart space consisted of these devices is beyond imagination, it is becoming increasingly difficult for edge devices to process. To solve this issue, EdgeCPS has appeared. EdgeCPS is a technology to support harmonious execution of various application services including AI applications through interworking between edge devices and edge servers, and augmenting resources/functions. Therefore, we propose a knowledge-sharing graph-based componentized AI application support system applicable to the EdgeCPS platform. The graph is designed to effectively store information which are essential elements for creating AI applications. In order to easily change resource/function augmentation under the support of the EdgeCPS platform, AI applications are operated as components. The application support system is linked with the knowledge graph so that users can easily create and test applications, and visualizes the execution aspect of the application to users as a pipeline.

EdgeCPS Technology Trend for Massive Autonomous Things (대규모 디바이스의 자율제어를 위한 EdgeCPS 기술 동향)

  • Chun, I.G.;Kang, S.J.;Na, G.J.
    • Electronics and Telecommunications Trends
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    • v.37 no.1
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    • pp.32-41
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    • 2022
  • With the development of computing technology, the convergence of ICT with existing traditional industries is being attempted. In particular, with the recent advent of 5G, connectivity with numerous AuT (autonomous Things) in the real world as well as simple mobile terminals has increased. As more devices are deployed in the real world, the need for technology for devices to learn and act autonomously to communicate with humans has begun to emerge. This article introduces "Device to the Edge," a new computing paradigm that enables various devices in smart spaces (e.g., factories, metaverse, shipyards, and city centers) to perform ultra-reliable, low-latency and high-speed processing regardless of the limitations of capability and performance. The proposed technology, referred to as EdgeCPS, can link devices to augmented virtual resources of edge servers to support complex artificial intelligence tasks and ultra-proximity services from low-specification/low-resource devices to high-performance devices.

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
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    • v.14 no.5
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    • pp.227-237
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    • 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.

Improved Drone Delivery System Through User Authentication and Mission Automation Using EdgeCPS (EdgeCPS를 활용한 사용자 인증 및 임무 자동화를 통한 드론 배송 시스템 개선)

  • MinGuen Cho;MinKi Beak;EuTeum Choi;DongBeom Ko;SungJoo Kang;SeongJin Lee
    • IEMEK Journal of Embedded Systems and Applications
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    • v.18 no.4
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    • pp.141-150
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    • 2023
  • Currently, various companies are actively participating in research and development of drone delivery services. Existing studies do not comprehensively provide integrated functions for future drone delivery services such as mission automation, customer verification, and overcoming performance limitations, which can lead to high manpower demand, reduced user service trust, and potentially overloading low-end devices. Therefore, this study proposes a drone mission automation system (DMAS) using EdgeCPS technology to provide the three aforementioned functions in an integrated manner. Real-world experiments were conducted to evaluate the proposed system, demonstrating that the DMAS components operate according to the specified roles in the delivery scenario. In addition, the system achieved user verification with a similarity of more than 90% in the process of receiving the product, and verified a faster inference speed and a lower resource share than the existing method.

A Survey on Concepts, Applications, and Challenges in Cyber-Physical Systems

  • Gunes, Volkan;Peter, Steffen;Givargis, Tony;Vahid, Frank
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.8 no.12
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    • pp.4242-4268
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    • 2014
  • The Cyber-Physical System (CPS) is a term describing a broad range of complex, multi-disciplinary, physically-aware next generation engineered system that integrates embedded computing technologies (cyber part) into the physical world. In order to define and understand CPS more precisely, this article presents a detailed survey of the related work, discussing the origin of CPS, the relations to other research fields, prevalent concepts, and practical applications. Further, this article enumerates an extensive set of technical challenges and uses specific applications to elaborate and provide insight into each specific concept. CPS is a very broad research area and therefore has diverse applications spanning different scales. Additionally, the next generation technologies are expected to play an important role on CPS research. All of CPS applications need to be designed considering the cutting-edge technologies, necessary system-level requirements, and overall impact on the real world.

A Study on Integrity Protection of Edge Computing Application Based on Container Technology (컨테이너 기술을 활용한 엣지 컴퓨팅 환경 어플리케이션 무결성 보호에 대한 연구)

  • Lee, Changhoon;Shin, Youngjoo
    • Journal of the Korea Institute of Information Security & Cryptology
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    • v.31 no.6
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    • pp.1205-1214
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    • 2021
  • Edge Computing is used as a solution to the cost problem and transmission delay problem caused by network bandwidth consumption that occurs when IoT/CPS devices are integrated into the cloud by performing artificial intelligence (AI) in an environment close to the data source. Since edge computing runs on devices that provide high-performance computation and network connectivity located in the real world, it is necessary to consider application integrity so that it is not exploited by cyber terrorism that can cause human and material damage. In this paper, we propose a technique to protect the integrity of edge computing applications implemented in a script language that is vulnerable to tampering, such as Python, which is used for implementing artificial intelligence, as container images and then digitally signed. The proposed method is based on the integrity protection technology (Docker Contents Trust) provided by the open source container technology. The Docker Client was modified and used to utilize the whitelist for container signature information so that only containers allowed on edge computing devices can be operated.

Model-based Specification of Non-functional Requirements in the Environment of Real-time Collaboration Among Multiple Cyber Physical Systems (사이버 물리 시스템의 실시간 협업 환경에서 소프트웨어 비기능 요구사항의 모델 기반 명세)

  • Nam, Seungwoo;Hong, Jang-Eui
    • Journal of KIISE
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    • v.45 no.1
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    • pp.36-44
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    • 2018
  • Due to the advent of the 4th Industrial Revolution, it is imperative that we aggressively continue to develop state-of-the-art, cutting edge ICT technology relative to autonomous vehicles, intelligent robots, and so forth. Especially, systems based on convergence IT are being developed in the form of CPSs (Cyber Physical Systems) that interwork with sensors and actuators. Since conventional CPS specification only expresses behavior of one system, specification for collaboration and diversity of CPS systems with characteristics of hyper-connectivity and hyper-convergence in the 4th Industrial Revolution has been insufficiently presented. Additionally, behavioral modeling of CPSs that considers more collaborative characteristics has been unachieved in real-time application domains. This study defines the non-functional requirements that should be identified in developing embedded software for real-time constrained collaborating CPSs. These requirements are derived from ISO 25010 standard and formally specified based on state-based timed process. Defined non-functional requirements may be reused to develop the requirements for new embedded software for CPS, that may lead to quality improvement of CPS.

Design of A Remote Device Control System Using Reinforcement Learning in Software Defined Networks (소프트웨어 정의 네트워크에서 강화학습을 활용한 원격 디바이스 제어 시스템 설계)

  • Lim, Hyun-Kyo;Kim, Ju-Bong;Kim, Min-Suk;Hong, Yong-Geun;Han, Youn-Hee
    • Proceedings of the Korea Information Processing Society Conference
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    • 2018.10a
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    • pp.139-142
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    • 2018
  • 최근, Industry과 IoT 기기의 보급으로 인하여 수많은 센서와 액추에이터, 모바일 기기 등이 Cyber-Physical System을 통해 네트워크와 연결되며, 더 효율적인 시스템을 요규한다. 이를 위하여, EdgeX와 SDN을 활용하여 빠르고 효율적인 네트워크 서비스를 제공한다. 따라서 본 논문에서는 CPS 기반의 Reinforcement Learning을 활용한 Rotary Inverted Pendulum System을 통해 실시간으로 빠르고 안전한 네트워크 서비스를 제공할 수 CPS 아키텍처를 구현한다.

Underfill Flow Characteristics for Flip-Chip Packaging (플립칩 패키징 언더필 유동특성에 관한 연구)

  • Song, Yong;Lee, Sun-Beung;Jeon, Sung-Ho;Yim, Byung-Seung;Chung, Hyun-Seok;Kim, Jong-Min
    • Journal of the Microelectronics and Packaging Society
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    • v.16 no.3
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    • pp.39-43
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    • 2009
  • In this paper, the flow characteristics of underfill material driven by capillary action between flip-chip and substrate were investigated. Also, the effects of viscosity level and dispensing point of underfill on flow characteristics were investigated. Flip chip package size was $5mm{\times}5mm{\times}0.65^tmm$, the diameter of solder bump was 100 ${\mu}m$, and the pitch was 150 ${\mu}m$. It was full grid area-array type with 1024 I/Os. The glass substrate was used and the gap between the chip and substrate was 50 ${\mu}m$. For the experimental study, three different underfills with different viscous properties($2000{\sim}3700$ cps), and two different types of dispensing methods(center dot and edge dot) were used. The flow characteristics and filling time of underfill were investigated by using CCD camera. The results show that the edge flow was faster than center flow due to the edge effect, which was caused by the resistance of solder bumps. In case of edge dot dispensing type, the filling time was faster due to the large edge effect, compared to center dot dispensing type. Also, it was found that the underfill flow was faster and the filling time decreased as the viscosity level of underfill was decreased.

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Ultra-Wideband Tapered Slot Antennas for Millimeter-Wave Systems (밀리미터파 시스템 응용을 위한 초광대역 테이퍼 슬롯 안테나 설계)

  • Woo, Dong-Sik;Kim, Young-Gon;Cho, Young-Ki;Kim, Kang-Wook
    • The Journal of Korean Institute of Electromagnetic Engineering and Science
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    • v.19 no.8
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    • pp.913-919
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    • 2008
  • A new design and its experimental results of a microstrip-fed ultra-wideband tapered slot antenna(TSA) for millimeter-wave systems are presented. By utilizing the ultra-wideband microstrip-to-CPS transition(balun), ultra-wideband characteristics of the inherent TSA are retrieved. Also, the design procedure of the TSA is simplified by performing simple impedance matching between balun and antenna. The proposed TSA is shaped by using the Fermi-Dirac tapering function and corrugated at the outer edge. The implemented antenna demonstrates ultra-wideband performance for frequency ranges from 23 to over 58 GHz with the relatively high and flat antenna gain of 12 to 14 dBi and low sidelobe levels. In addition, a 4-element linear antenna array for phased-array systems and mm-wave sensor applications is also presented.