• Title/Summary/Keyword: IoT:Internet of Things

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Next-Generation Biomedical Devices via MicroLEDs (마이크로LED를 응용한 차세대 생체 치료 소자 개발)

  • Lee, Han Eol
    • Journal of the Korean Institute of Electrical and Electronic Material Engineers
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    • v.34 no.4
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    • pp.221-228
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    • 2021
  • With the advent of the IoT (internet of things) era, there has been discussion on how to efficiently use various information from daily life. In academic and industrial society, various smart devices such as smart watches, smart phones, and smart glasses have been developed and commercialized for narrowing the physical/psychological distance with user information. According to recent developments of smart devices, the contemporary people have desired to check their body information and treat disease by themselves. According to the needs of the time, biological researches by phototherapy/monitoring have been actively conducted. Among various light sources, microLEDs have been spotlighted due to their superior optoelectric properties and stability. In this paper, we would like to review the state-of-the research results on the next-generation biological therapy devices via microLEDs.

A Study of Big Time Series Data Compression based on CNN Algorithm (CNN 기반 대용량 시계열 데이터 압축 기법연구)

  • Sang-Ho Hwang;Sungho Kim;Sung Jae Kim;Tae Geun Kim
    • IEMEK Journal of Embedded Systems and Applications
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    • v.18 no.1
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    • pp.1-7
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    • 2023
  • In this paper, we implement a lossless compression technique for time-series data generated by IoT (Internet of Things) devices to reduce the disk spaces. The proposed compression technique reduces the size of the encoded data by selectively applying CNN (Convolutional Neural Networks) or Delta encoding depending on the situation in the Forecasting algorithm that performs prediction on time series data. In addition, the proposed technique sequentially performs zigzag encoding, splitting, and bit packing to increase the compression ratio. We showed that the proposed compression method has a compression ratio of up to 1.60 for the original data.

Data-centric Smart Street Light Monitoring and Visualization Platform for Campus Management

  • Somrudee Deepaisarn;Paphana Yiwsiw;Chanon Tantiwattanapaibul;Suphachok Buaruk;Virach Sornlertlamvanich
    • Journal of information and communication convergence engineering
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    • v.21 no.3
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    • pp.216-224
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    • 2023
  • Smart lighting systems have become increasingly popular in several public sectors because of trends toward urbanization and intelligent technologies. In this study, we designed and implemented a web application platform to explore and monitor data acquired from lighting devices at Thammasat University (Rangsit Campus, Thailand). The platform provides a convenient interface for administrative and operative staff to monitor, control, and collect data from sensors installed on campus in real time for creating geographically specific big data. Platform development focuses on both back- and front-end applications to allow a seamless process for recording and displaying data from interconnected devices. Responsible persons can interact with devices and acquire data effortlessly, minimizing workforce and human error. The collected data were analyzed using an exploratory data analysis process. Missing data behavior caused by system outages was also investigated.

FLORA: Fuzzy Logic - Objective Risk Analysis for Intrusion Detection and Prevention

  • Alwi M Bamhdi
    • International Journal of Computer Science & Network Security
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    • v.23 no.5
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    • pp.179-192
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    • 2023
  • The widespread use of Cloud Computing, Internet of Things (IoT), and social media in the Information Communication Technology (ICT) field has resulted in continuous and unavoidable cyber-attacks on users and critical infrastructures worldwide. Traditional security measures such as firewalls and encryption systems are not effective in countering these sophisticated cyber-attacks. Therefore, Intrusion Detection and Prevention Systems (IDPS) are necessary to reduce the risk to an absolute minimum. Although IDPSs can detect various types of cyber-attacks with high accuracy, their performance is limited by a high false alarm rate. This study proposes a new technique called Fuzzy Logic - Objective Risk Analysis (FLORA) that can significantly reduce false positive alarm rates and maintain a high level of security against serious cyber-attacks. The FLORA model has a high fuzzy accuracy rate of 90.11% and can predict vulnerabilities with a high level of certainty. It also has a mechanism for monitoring and recording digital forensic evidence which can be used in legal prosecution proceedings in different jurisdictions.

Tutorial: Design and Optimization of Power Delivery Networks

  • Lee, Woojoo
    • IEIE Transactions on Smart Processing and Computing
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    • v.5 no.5
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    • pp.349-357
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    • 2016
  • The era of the Internet of Things (IoT) is upon us. In this era, minimizing power consumption becomes a primary concern for system-on-chip designers. While traditional power minimization and dynamic power management (DPM) techniques have been heavily explored to improve the power efficiency of devices inside very large-scale integration (VLSI) platforms, there is one critical factor that is often overlooked, which is the power conversion efficiency of a power delivery network (PDN). This paper is a tutorial that focuses on the power conversion efficiency of the PDN, and introduces novel methods to improve it. Circuit-, architecture-, and system-level approaches are presented to optimize PDN designs, while case studies for three different VSLI platforms validate the efficacy of the introduced approaches.

Stale Synchronous Parallel Model in Edge Computing Environment (Edge Computing 환경에서의 Stale Synchronous Parallel Model 연구)

  • Kim, Dong-Hyun;Lee, Byung-Jun;Kim, Kyung-Tae;Youn, Hee-Yong
    • Proceedings of the Korean Society of Computer Information Conference
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    • 2018.01a
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    • pp.89-92
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    • 2018
  • 본 논문에서는 Edge computing 환경에서 다수의 노드들로 구성된 네트워크의 디바이스를 효율적으로 관리하기 위한 방법을 제안한다. 기존의 클라이언트-서버 모델은 모든 데이터와 그에 대한 요청을 중심 서버에서 처리하기 때문에, 다수의 노드로부터 생성된 많은 양의 데이터를 처리하는 데 빠른 응답속도를 보장하지 못한다. Edge computing은 분담을 통해 네트워크의 부담을 줄일 수 있는 IoT 네트워크에 적합한 방법으로, 데이터를 전송하고 받는 과정에서 네트워크의 대역폭을 사용하는 대신 서로 연결된 노드들이 협력해서 데이터를 처리하고, 또한 네트워크 말단에서의 데이터 처리가 허용되어 데이터 센터의 부담을 줄일 수 있다. 여러병렬 기계학습 모델 중 본 연구에서는 Stale Synchronous Parallel(SSP) 모델을 이용하여 Edge 노드에서 분산기계 학습에 적용하였다.

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Spatio-temporal Sensor Data Processing Techniques

  • Kim, Jeong-Joon
    • Journal of Information Processing Systems
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    • v.13 no.5
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    • pp.1259-1276
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    • 2017
  • As technologies related to sensor network are currently emerging and the use of GeoSensor is increasing along with the development of Internet of Things (IoT) technology, spatial query processing systems to efficiently process spatial sensor data are being actively studied. However, existing spatial query processing systems do not support a spatial-temporal data type and a spatial-temporal operator for processing spatialtemporal sensor data. Therefore, they are inadequate for processing spatial-temporal sensor data like GeoSensor. Accordingly, this paper developed a spatial-temporal query processing system, for efficient spatial-temporal query processing of spatial-temporal sensor data in a sensor network. Lastly, this paper verified the utility of System through a scenario, and proved that this system's performance is better than existing systems through performance assessment of performance time and memory usage.

Design and Implementation of A Dynamic API Platform for Interworking Across Heterogeneous Platforms (이기종 플랫폼간 상호연동을 위한 동적 API 플랫폼의 설계 및 구현)

  • Ryu, Minwoo;Cha, Si-Ho
    • Journal of Korea Society of Digital Industry and Information Management
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    • v.17 no.2
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    • pp.29-35
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    • 2021
  • Recently, with the widespread use of the Internet of Things (IoT), the service structure has been studied to interact with various service domains. A common way to interact with other service domains is to develop the APIs needed to interact on the platform. However, to use a common method, we consider many costs and resources as APIs can increase while adding connections from other service domains. To address this issue, we propose the design and implementation of a dynamic API platform. The proposed platform can dynamically create APIs when requesting service applications, depending on the target service domain. To demonstrate the feasibility of the proposed platform, we develop a COVID-19 weekly infection status, regional infection status, and vaccination status service using dynamic APIs from the Public Data Portal using the proposed dynamic API platform and Node-RED.

A study on finding correlation between IoT and signal intrusion (전파납치와 사물인터넷 공격의 연관성에 관한 연구)

  • Go, Nam-Hyeon;Kim, Ji-Yun;Choi, Man Kyu
    • Proceedings of the Korean Society of Computer Information Conference
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    • 2016.07a
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    • pp.89-90
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    • 2016
  • 본 논문에서는 라디오와 텔레비전을 대상으로 이루어진 전파납치 사건이 오늘날 사물인터넷 시대에서 가지는 의미를 연구한다. 인터넷에 연결되는 사물이 다양해지고 활용 분야가 넓어질수록 사물에 가해지는 네트워크에 의한 공격에서 기기의 안전성과 신뢰성을 보장하기 어렵다. 인터넷이 연결되는 사물일지라도 해당 사물이 이전부터 인터넷과는 다른 통신 기능을 가지고 있는 경우 기존의 통신 규격을 그대로 계승받는다. 이전의 통신 방식은 일반 라디오 및 텔레비전의 통신과 유사한 방법이 많아 전파교란 및 납치의 영향을 받을 수 있다. 이러한 위협에 대응하기 위해 전파납치 사례를 분석하고 사물의 제어에 영향을 미칠 가능성을 연구하여 대응한다.

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Suggestion to Improve Power Efficiency by Changing Sleep-Wakeup Period in Wireless Network Environment for Internet of things

  • Woo, Eun-Ju;Moon, Yu-Sung;Choi, Jae-Hyun;Kim, Jae-Hoon;Kim, Jung-Won
    • Journal of IKEEE
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    • v.22 no.3
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    • pp.862-865
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    • 2018
  • The proposed scheme minimizes the Idle time under the residual energy of the sensor node to adjust the Sleep-Wakeup period and minimize unnecessary energy consumption. It is The proposed scheme minimizes the Idle time under the residual energy of the sensor node to adjust the Sleep-Wakeup period and minimize unnecessary energy consumption. It is an important process to control the Application Packet Framework including the PHY and the MAC layer at each node's Idle time with the Idle time mechanism state before the proposed function is executed. The Current Control Level of the Report Attribute is fixed at one sending / receiving node where power consumption can occur, by changing Sleep-Wakeup time, the low power consumption efficiency was improved while satisfying the transmission requirement of the given delay time constraint.