• Title/Summary/Keyword: lightweight network

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Development of an intelligent edge computing device equipped with on-device AI vision model (온디바이스 AI 비전 모델이 탑재된 지능형 엣지 컴퓨팅 기기 개발)

  • Kang, Namhi
    • The Journal of the Institute of Internet, Broadcasting and Communication
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    • v.22 no.5
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    • pp.17-22
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    • 2022
  • In this paper, we design a lightweight embedded device that can support intelligent edge computing, and show that the device quickly detects an object in an image input from a camera device in real time. The proposed system can be applied to environments without pre-installed infrastructure, such as an intelligent video control system for industrial sites or military areas, or video security systems mounted on autonomous vehicles such as drones. The On-Device AI(Artificial intelligence) technology is increasingly required for the widespread application of intelligent vision recognition systems. Computing offloading from an image data acquisition device to a nearby edge device enables fast service with less network and system resources than AI services performed in the cloud. In addition, it is expected to be safely applied to various industries as it can reduce the attack surface vulnerable to various hacking attacks and minimize the disclosure of sensitive data.

Development of Internet of Things Sensor-based Information System Robust to Security Attack (보안 공격에 강인한 사물인터넷 센서 기반 정보 시스템 개발)

  • Yun, Junhyeok;Kim, Mihui
    • Journal of Internet Computing and Services
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    • v.23 no.4
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    • pp.95-107
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    • 2022
  • With the rapid development of Internet of Things sensor devices and big data processing techniques, Internet of Things sensor-based information systems have been applied in various industries. Depending on the industry in which the information systems are applied, the accuracy of the information derived can affect the industry's efficiency and safety. Therefore, security techniques that protect sensing data from security attacks and enable information systems to derive accurate information are essential. In this paper, we examine security threats targeting each processing step of an Internet of Things sensor-based information system and propose security mechanisms for each security threat. Furthermore, we present an Internet of Things sensor-based information system structure that is robust to security attacks by integrating the proposed security mechanisms. In the proposed system, by applying lightweight security techniques such as a lightweight encryption algorithm and obfuscation-based data validation, security can be secured with minimal processing delay even in low-power and low-performance IoT sensor devices. Finally, we demonstrate the feasibility of the proposed system by implementing and performance evaluating each security mechanism.

Stretchable Current Collector Composing of DMSO-dopped Nano PEDOT:PSS Fibers for Stretchable Li-ion Batteries (신축성 리튬이온전지를 위한 DMSO 도핑 PEDOT:PSS 나노 섬유 집전체)

  • Kwon, O. Hyeon;Lee, Ji Hye;Kim, Jae-Kwang
    • Journal of the Korean Electrochemical Society
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    • v.24 no.4
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    • pp.93-99
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    • 2021
  • In order to decrease the weight of stretchable energy storage devices, interest in developing lightweight materials to replace metal current collectors is increasing. In this study, nanofibers prepared by electrospinning a conductive polymer, PEDOT:PSS, were used as current collectors for lithium ion batteries. The nanofiber showed improved electrical conductivity by using DMSO, a dopant, and indicated a stretch rate of 30% or more from the elasticity evaluation result. In addition, the use of the nanofiber current collector facilitates penetration of the liquid electrolyte and exhibits the effect of increasing the electronic conductivity through the nanofiber network. The lithium-ion battery using the DMSO-doped PEDOT:PSS@PAM nanofiber current collector indicated a high discharge capacity of 135mAh g-1, and indicated a high capacity retention rate of 73.5% after 1000 cycles. Thus, the excellent electrochemical stability and mechanical properties of conductive nanofibers showed that they can be used as lightweight current collectors for stretchable energy storage devices.

virtio-based Lightweight Network I/O Virtualization for Embedded Systems (임베디드 시스템을 위한 virtio 기반의 경량 네트워크 I/O 가상화)

  • Kim, Jong-Seo;Jin, Hyun-Wook;Jeon, Seung-Hyub;Ahn, Chang-Won
    • Proceedings of the Korean Information Science Society Conference
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    • 2012.06a
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    • pp.146-148
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    • 2012
  • 임베디드 환경에서의 가상화 연구는 분산 되었던 노드들을 통합할 수 있게 해주면서도, 기존의 시스템 소프트웨어를 수정 없이 사용할 수 있다는 장점으로 인해 각광 받고 있다. 하지만 기존 VMM(Virtual Machine Monitor)의 I/O 가상화 기술은 임베디드 환경에 바로 적용하기에는 비효율적인 구조를 취하고 있다. 본 논문에서는 임베디드 시스템을 위한 전가상화 VMM인 ViMo를 기반으로 virtio를 적용하여 기존 VMM들의 I/O 가상화보다 효율적인 구조의 임베디드 I/O 가상화 기법을 제안한다.

Low-Power Encryption Algorithm Block Cipher in JavaScript

  • Seo, Hwajeong;Kim, Howon
    • Journal of information and communication convergence engineering
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    • v.12 no.4
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    • pp.252-256
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    • 2014
  • Traditional block cipher Advanced Encryption Standard (AES) is widely used in the field of network security, but it has high overhead on each operation. In the 15th international workshop on information security applications, a novel lightweight and low-power encryption algorithm named low-power encryption algorithm (LEA) was released. This algorithm has certain useful features for hardware and software implementations, that is, simple addition, rotation, exclusive-or (ARX) operations, non-Substitute-BOX architecture, and 32-bit word size. In this study, we further improve the LEA encryptions for cloud computing. The Web-based implementations include JavaScript and assembly codes. Unlike normal implementation, JavaScript does not support unsigned integer and rotation operations; therefore, we present several techniques for resolving this issue. Furthermore, the proposed method yields a speed-optimized result and shows high performance enhancements. Each implementation is tested using various Web browsers, such as Google Chrome, Internet Explorer, and Mozilla Firefox, and on various devices including personal computers and mobile devices. These results extend the use of LEA encryption to any circumstance.

Towards Evolutionary Approach for Thermal Aware In Vivo Sensor Networks

  • Kamal, Rossi;Hong, Choong-Seon
    • Proceedings of the Korean Information Science Society Conference
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    • 2012.06d
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    • pp.369-371
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    • 2012
  • Wireless sensor networks have taken immense interest in healthcare systems in recent years. One example of it is in an in vivo sensor that is deployed in critical and sensitive healthcare applications like artificial retina, cardiac pacemaker, drug delivery, blood pressure, internal heat calculation, glucosemonitoring etc. In vivo sensor nodes exhibit temperature that may be very dangerous for human tissues. However, existing in vivo thermal aware routing approaches suffer from hotspot creation, delay, and computational complexity. These limitations motivate us toward an in vivo virtual backbone, a small subset of nodes, connected to all other nodes and involved in routing of all nodes, -based solution. A virtual backbone is lightweight and its fault-tolerant version allows in vivo sensor nodes to disconnect hotspot paths and to use alternative paths. We have formulated the problem as m-connected k-dominating set problem with minimum temperature cost in in vivo sensor network. This is a combinatorial optimization problem and we have been motivated to use evolutionary approach to solve the problem.

Microwave Absorbing Properties of Fiber Reinforced Composites with Sandwitch Structure (샌드위치 구조형 섬유강화 복합재료의 전파흡수특성)

  • Kim, Sang-Yeong;Kim, Sang-Su
    • Korean Journal of Materials Research
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    • v.12 no.6
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    • pp.442-446
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    • 2002
  • Design of microwave absorbers using high frequency properties of fiber reinforced composites are investigated. Two kinds of composite materials (glass and carbon) are used and their complex permittivity and permeability are measured by transmission/reflection technique using network analyzer. Low dielectric constant and nearly zero dielectric loss are determined in glass fiber composite. However, carbon fiber composites show the high dielectric constant and large conduction loss which is increased with anisotropy of fiber arrangement. It is, therefore, proposed that the glass and carbon fiber composites can be used as the impedance transformer (surface layer) and microwave reflector, respectively. By inserting the foam core or honeycomb core (which can be treated as an air layer) between glass and carbon fiber composites, microwave absorption above 10 dB (90% absorbance) in 4-12 GHz can be obtained. The proposed fiber composites laminates with sandwitch structure have high potential as lightweight and high strength microwave absorbers.

Design and Implementation of CoAP based Cloud-IoT Architecture (CoAP 기반 클라우드 환경 IoT 구조 설계 및 구현)

  • Park, Young-Ki;Yang, Hyun-Sik;Kim, Young-Han
    • IEMEK Journal of Embedded Systems and Applications
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    • v.10 no.3
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    • pp.119-127
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    • 2015
  • In the IoT(Internet of Things) environment, methods that user can access sensor node directly to collect sensing data or manage sensor in a gateway have a limitations. To solve this problem, cloud based sensor network architectures are proposed. In this paper, we proposed CoAP based IoT architecture that a lightweight gateway is used for data gathering instead of using a heavy traditional one and users can request sensing data through IoT applications running in the cloud environment and analyze signaling message cost. By doing so, our system can reduce message cost compared to the traditional gateway based system.

DART: Fast and Efficient Distributed Stream Processing Framework for Internet of Things

  • Choi, Jang-Ho;Park, Junyong;Park, Hwin Dol;Min, Ok-gee
    • ETRI Journal
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    • v.39 no.2
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    • pp.202-212
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    • 2017
  • With the advent of the Internet-of-Things paradigm, the amount of data production has grown exponentially and the user demand for responsive consumption of data has increased significantly. Herein, we present DART, a fast and lightweight stream processing framework for the IoT environment. Because the DART framework targets a geospatially distributed environment of heterogeneous devices, the framework provides (1) an end-user tool for device registration and application authoring, (2) automatic worker node monitoring and task allocations, and (3) runtime management of user applications with fault tolerance. To maximize performance, the DART framework adopts an actor model in which applications are segmented into microtasks and assigned to an actor following a single responsibility. To prove the feasibility of the proposed framework, we implemented the DART system. We also conducted experiments to show that the system can significantly reduce computing burdens and alleviate network load by utilizing the idle resources of intermediate edge devices.

A Study on Design of Underactuated Robot Hand driven by Shape Memory Alloy (형상기억합금 Underactuated 로봇 핸드의 설계에 관한 연구)

  • Kim, Gwang-Ho;Shin, Sang-Ho;Jeong, Sang-Hwa
    • Journal of the Korean Society of Manufacturing Process Engineers
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    • v.10 no.5
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    • pp.51-57
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    • 2011
  • The lightweight and compact actuator with high power is required to perform motion with multiple degrees of freedom. To reduce the size and inertia of a robot manipulator, the mechanical transmission system is used. The shape memory alloy(SMA) is similar to the muscle-tendon-bone network of a human hand. However, there are some drawback and nonlinearity, such as the hysteresis and the stress dependence. In this paper, the design of the underactuated robot hand is studied. The 3-finger dexterous hand is driven by the SMA actuator using segmental mechanism. This digital approach enables to overcome the nonlinearity of SMA wire. The translational displacement of SMA actuator required to bend a phalanx of the underactuated robot hand is estimated and the bending angle of the underactuated robot hand according to input displacement of SMA actuator is predicted by the multi-body dynamic analysis.