• Title/Summary/Keyword: Ubiquitous Factory

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Detects abnormal behavior using motor power consumption

  • Kim, KiHwan;Ryu, Su-Mi;Kim, Min-Kyu;Kang, Young-Jin;Kim, HyunHo;Lee, HoonJae;Lee, Jin-Heung
    • Journal of the Korea Society of Computer and Information
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    • v.23 no.10
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    • pp.65-72
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    • 2018
  • In this paper, we used LSTM as a method to detect abnormal behavior of motors. We fixed the high layout size to 1 and changed the range of the input values and the neural network structure to see what change in power consumption prediction. Now, as the fourth industrial revolution era, smart factories are attracting attention. All the physical actions of smart factories are done using motors. Continuous monitoring of motor malfunctions helps to detect malfunctions and efficient operation. However, it is difficult to acquire the power consumption constantly due to the influence of the noise. We have experimented with a simple experimental environment, a method of predicting similarity to input data by adjusting the range of the input data or by changing the neural network structure.

A Study on the WSN Construction Factors for Implementation of U-Disaster Prevention (u-방재 기술 구현을 위한 WSN 구축요소에 관한 연구)

  • Lee, Seok-Cheol;Jeon, Tae-Gun;Sim, Hye-In;Kim, Chang-Soo
    • 한국방재학회:학술대회논문집
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    • 2008.02a
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    • pp.361-364
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    • 2008
  • The Application Model in Wireless Sensor Networks(WSNs) consist of wireless sensor network based on sensor hardwares which is combined the micro-controller, chipset for wireless communication and sensors, middleware for dealing with data processing and user application for common service. Applications in WSN have been applied for environmental monitoring, smart factory and have concentrated the services based on remote monitoring applications which is difficult to watch the situation by human. In this paper, we described the construction model for applying for the Ubiquitous disaster prevention system and deal with its conformity. The proposed system includes the selecting the wireless sensor hardware, routing technique for u-Disaster Prevention, composition of middleware and web-interface for application services.

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Tracking Position Control of DC Servo Motor in LonWorks/IP Network

  • Song, Ki-Won;Choi, Gi-Sang;Choi, Gi-Heung
    • International Journal of Control, Automation, and Systems
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    • v.6 no.2
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    • pp.186-193
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    • 2008
  • The Internet's low cost and ubiquity present an attractive option for real-time distributed control of processes on the factory floor. When integrated with the Internet, the LonWorks open control network can give ubiquitous accessibility with the distributed control nature of information on the factory floor. One of the most important points in real-time distributed control of processes is timely response. There are many processes on the factory floor that require timely response. However, the uncertain time delay inherent in the network makes it difficult to guarantee timely response in many cases. Especially, the transmission characteristics of the LonWorks/IP network show a highly stochastic nature. Therefore, the time delay problem has to be resolved to achieve high performance and quality of the real-time distributed control of the process in the LonWorks/IP Virtual Device Network (VDN). It should be properly predicted and compensated. In this paper, a new distributed control scheme that can compensate for the effects of the time delay in the network is proposed. It is based on the PID controller augmented with the Smith predictor and disturbance observer. Designing methods for output feedback filter and disturbance observer are also proposed. Tracking position control experiment of a geared DC Servo motor is performed using the proposed control method. The performance of the proposed controller is compared with that of the Internal Model Controller (IMC) with the Smith predictor. The result shows that the performance is improved and guaranteed by augmenting a PID controller with both the Smith predictor and disturbance observer under the stochastic time delay in the LonWorks/IP VDN.

Ubiquitous sensor network based plant factory LED lighting system development (유비쿼터스 센서 네트워크 기반의 식물공장 LED 조명 시스템 개발)

  • Yang, Heekwon;Shin, Minseock;Lee, Chankil
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2013.05a
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    • pp.845-848
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    • 2013
  • Due to intense climate changes and extreme weather conditions a noticeable decrease has been observed in the growth of certain plants. The indoor plant factories would have certain benefits including increase in crop yield, reduction in distribution cost, and maintains the healthy freshness level of the agricultural product. Recently, an artificial light source with optimum wavelength is spot lighted to fulfill the need of light for the indoor plant factories. The energy efficient light emitting diodes (LED) provide the essential light energy for the proper growth of indoor cultivated plants. This work focuses to utilize ubiquitous sensors network(USN) in providing suitable environment for the proper growth of agricultural product inside the indoor plant factory. The proposed system makes use of sensors and actuators, communicating each other through WPAN, ZigBee network. The proposed system obscured the traditional indoor plant factories with easy installation and wireless connectivity of the sensors and actuators along with eliminating the web of wires reducing the initial installation and maintenance cost.

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Design and Implementation of Network Self-Configuration Based on Bluetooth (Bluetooth 기반 네트워크 자동형성 설계 및 구현)

  • Kang, Seong-Ho;Choo, Young-Yeol
    • Journal of Korea Multimedia Society
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    • v.11 no.10
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    • pp.1376-1384
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    • 2008
  • Numerous researches on network self-configuration have been conducted on Wireless Sensor Network (WSN) and Ad Hoc network but the results have not been applied yet for factory automation. This paper presents development of intelligent process management systems conducting process monitoring and control irrelevant to physical position of a plant operator. The systems are indispensable for diagnosis of rotating machines which cannot exploit wired network. The system was implemented in a Personal Digital Assistant (PDA) using Bluetooth communication protocol. When a mobile terminal reaches to communication range of the process management server, the server detects the mobile terminal to reconfigure plant network automatically. The server authenticates a user of the terminal to download and installs monitoring and control program considering authorized level of the user. If the terminal leaves communication range of the server, it deletes the node from the network and removes the program automatically to save resources and prevent security problems such as missing terminal. Operation of developed functions was verified in a testbed emulating steel-making plant.

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Tracking Control using Disturbance Observer and ZPETC on LonWorks/IP Virtual Device Network (LonWorks/IP 가상 디바이스 네트워크에서 외란관측기와 ZPETC를 이용한 추종제어)

  • Song, Ki-Won
    • Journal of the Institute of Electronics Engineers of Korea SC
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    • v.44 no.1
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    • pp.33-39
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    • 2007
  • LonWorks over IP (LonWorks/IP) virtual device network (VDN) is an integrated form of LonWorks device network and IP data network. LonWorks/IP VDN can offer ubiquitous access to the information on the factory floor and make it possible for the predictive and preventive maintenance on the factory floor. Timely response is inevitable for predictive and preventive maintenance on the factory floor under the real-time distributed control. The network induced uncertain time delay deteriorates the performance and stability of the real-time distributed control system on LonWorks/IP virtual device network. Therefore, in order to guarantee the stability and to improve the performance of the networked distributed control system the time-varying uncertain time delay needs to be compensated for. In this paper, under the real-time distributed control on LonWorks/IP VDN with uncertain time delay, a control scheme based on disturbance observer and ZPETC(Zero Phase Error Tracking Controller) phase lag compensator is proposed and tested through computer simulation. The result of the proposed control is compared with that of internal model controller (IMC) based on Smith predictor and disturbance observer. It is shown that the proposed control scheme is disturbance and noise tolerant and can significantly improve the stability and the tracking performance of the periodic reference. Therefore, the proposed control scheme is well suited for the distributed servo control for predictive maintenance on LonWorks/IP-based virtual device network with time-varying delay.

Ubiquitous in Corrugating Factory (골판지제조공장의 새로운 패러디)

  • Jeon, Jae-Hyeong
    • Corrugated packaging logistics
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    • s.63
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    • pp.87-90
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    • 2005
  • 1856년 7월 7일 영국에서 에드워드 찰스 힐리와 에드워드 엘리스 알렌 (Edward Charles Healey & Edward Ellis Allen)에 의해 골판지가 처음 발명되었고, 15년후인 1871년 12월 19일에 현재의 골판지상자 형태의 특허가 미국의 알버트 L. 존스(Albert. L. Jones)에게 취득 된지 130여년이상이 지난 이 시대에는 실로 다양한 분야에서 골판지를 사용하고 있지만, 주 사용분야는 포장산업의 분야이다. 과거에는 포장의 주목적은 첫째 포장 내용물(상품)의 보호 둘째 상품의 운송과 적재 및 취급의 편리성 셋째 상품 구매동기 유발의 순서이었으나 최근에는 첫째와 둘째의 목적은 필수불가결한 것이고 세번째의 상품 구매동기 유발의 목적에 더 큰 비중이 있는 추세이다. 따라서 포장재의 규격은 생산자의 입장에서는 보다 단순해지고 규격화 되는 것이 생산코스트의 절감과 생산성 향상의 지름길이지만 (그러나 더욱 복잡해지고 비규격화 되는 것이 제품 부가가치가 더 높을 수도 있기 때문에 여기에는 보다 신중한 판단이 필요하다)각종 통신기술, 인터넷과 I.T산업의 발달과 더불어 소비자가 언제라도 상품의 다양한 정보에 쉽게 접할 수 있는 이시대에는, 다양한 소비계층의 NEED를모두 만족시켜 줄려고 하는 상품 개발자의 제품설계 및 개발과 판매전략에 의해 더욱 더 상품은 다양해지고 이에 따라서 포장재의 형태도 더욱 다양해지고 복잡해지고 있다. (필자의 판단으로는 앞으로 보다 더 다양해지고 복잡해지고 있는 추세이다.) 즉 다시 말하면 이러한 다양한 형태의 포장재의 변화를 수용하여, 가장 높은 가격 경쟁력으로, 적시에 가장 빠르게 생산하며 공급할 수 있는 능력을 갖춘 포장재 제조업자 만이 미래에는 적자생존 할 수 있다는 결론이다.

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System Diagnosis and MEMS Driving Circuits Design using Low Power Sensors (저 전력 센서를 이용한 MEMS 회로의 구현과 시스템 효율의 진단)

  • Kim, Tae-Wan;Ko, Soo-Eun;Jabbar, Hamid;Lee, Jong-Min;Choi, Sung-Soo;Lee, Jang-Ho;Jeong, Tai-Kyeong
    • Journal of the Institute of Electronics Engineers of Korea SC
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    • v.45 no.1
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    • pp.41-49
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    • 2008
  • Many machineries and equipments are being changing to various and complicated by development of recent technology and arrival of convergence age in distant future. These various and complicate equipments need more precise outcomes and low-power consumption sensors to get close and exact results. In this paper, we proposed fault tolerance and feedback theorem for sensor network and MEMS circuit which has a benefit of energy efficiency through wireless sensor network. The system is provided with independent sensor communication if possible as unused action, using idle condition of system and is proposed the least number of circuits. These technologies compared system efficiency after examining product of each Moving Distance by developed sensor which gives effects to execution of system witch is reduced things like control of management side and requirement for hardware, time, and interaction problems. This system is designed for practical application; however, it can be applied to a normal life and production environment such as "Ubiquitous City", "Factory Automata ion Process", and "Real-time Operating System", etc.

Fixed node reduction technique using relative coordinate estimation algorithm (상대좌표 추정 알고리즘을 이용한 고정노드 저감기법)

  • Cho, Hyun-Jong;Kim, Jong-Su;Lee, Sung-Geun;Kim, Jeong-Woo;Seo, Dong-Hoan
    • Journal of Advanced Marine Engineering and Technology
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    • v.37 no.2
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    • pp.220-226
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    • 2013
  • Recently, with the rapid development of factory automation and logistics system, a few workers were able to manage the broad workplace such as large vessels and warehouse. To estimate the exact location of these workers in the conventional wireless indoor localization systems, three or more fixed nodes are generally used to recognize the location of a mobile node consisting of a single node. However, these methods are inefficient in terms of node deployment because the broad workplace requires a lot of fixed nodes compared to workers(mobile nodes). Therefore, to efficiently deploy fixed nodes in these environments that need a few workers, this paper presents a novel estimation algorithm which can reduce the number of fixed nodes by efficiently recognizing the relative coordinates of two fixed nodes through a mobile node composed of three nodes. Also, to minimize the distance errors between mobile node and fixed node, rounding estimation(RE) technique is proposed. Experimental results show that the error rate of localization is improved, by using proposed RE technique, 90.9% compared to conventional trilateration in the free space. In addition, despite the number of fixed nodes can be reduced by up to 50% in the indoor free space, the proposed estimation algorithm recognizes precise location which has average error of 0.15m.