• Title/Summary/Keyword: Processing operation

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Anomaly Detection of Facilities and Non-disruptive Operation of Smart Factory Using Kubernetes

  • Jung, Guik;Ha, Hyunsoo;Lee, Sangjun
    • Journal of Information Processing Systems
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    • v.17 no.6
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    • pp.1071-1082
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    • 2021
  • Since the smart factory has been recently recognized as an industrial core requirement, various mechanisms to ensure efficient and stable operation have attracted much attention. This attention is based on the fact that in a smart factory environment where operating processes, such as facility control, data collection, and decision making are automated, the disruption of processes due to problems such as facility anomalies causes considerable losses. Although many studies have considered methods to prevent such losses, few have investigated how to effectively apply the solutions. This study proposes a Kubernetes based system applied in a smart factory providing effective operation and facility management. To develop the system, we employed a useful and popular open source project, and adopted deep learning based anomaly detection model for multi-sensor anomaly detection. This can be easily modified without interruption by changing the container image for inference. Through experiments, we have verified that the proposed method can provide system stability through nondisruptive maintenance, monitoring and non-disruptive updates for anomaly detection models.

Efficient Implementation of Single Error Correction and Double Error Detection Code with Check Bit Pre-computation for Memories

  • Cha, Sanguhn;Yoon, Hongil
    • JSTS:Journal of Semiconductor Technology and Science
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    • v.12 no.4
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    • pp.418-425
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    • 2012
  • In this paper, efficient implementation of error correction code (ECC) processing circuits based on single error correction and double error detection (SEC-DED) code with check bit pre-computation is proposed for memories. During the write operation of memory, check bit pre-computation eliminates the overall bits computation required to detect a double error, thereby reducing the complexity of the ECC processing circuits. In order to implement the ECC processing circuits using the check bit pre-computation more efficiently, the proper SEC-DED codes are proposed. The H-matrix of the proposed SEC-DED code is the same as that of the odd-weight-column code during the write operation and is designed by replacing 0's with 1's at the last row of the H-matrix of the odd-weight-column code during the read operation. When compared with a conventional implementation utilizing the odd-weight- column code, the implementation based on the proposed SEC-DED code with check bit pre-computation achieves reductions in the number of gates, latency, and power consumption of the ECC processing circuits by up to 9.3%, 18.4%, and 14.1% for 64 data bits in a word.

Spatial Operation Allocation Scheme over Common Query Regions for Distributed Spatial Data Stream Processing (분산 공간 데이터 스트림 처리에서 질의 영역의 겹침을 고려한 공간 연산 배치 기법)

  • Chung, Weon-Il
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.13 no.6
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    • pp.2713-2719
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    • 2012
  • According to increasing of various location-based services, distributed data stream processing techniques have been widely studied to provide high scalability and availability. In previous researches, in order to balance the load of distributed nodes, the geographic characteristics of spatial data stream are not considered. For this reason, distributed operations for adjacent spatial regions increases the overall system load. We propose a operation allocation scheme considering the characteristics of spatial operations to effectively processing spatial data stream in distributed computing environments. The proposed method presents the efficient share maximizing approach that preferentially distributes spatial operations sharing the common query regions to the same node in order to separate the adjacent spatial operations on overlapped regions.

Image Processing-based Object Recognition Approach for Automatic Operation of Cranes

  • Zhou, Ying;Guo, Hongling;Ma, Ling;Zhang, Zhitian
    • International conference on construction engineering and project management
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    • 2020.12a
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    • pp.399-408
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    • 2020
  • The construction industry is suffering from aging workers, frequent accidents, as well as low productivity. With the rapid development of information technologies in recent years, automatic construction, especially automatic cranes, is regarded as a promising solution for the above problems and attracting more and more attention. However, in practice, limited by the complexity and dynamics of construction environment, manual inspection which is time-consuming and error-prone is still the only way to recognize the search object for the operation of crane. To solve this problem, an image-processing-based automated object recognition approach is proposed in this paper, which is a fusion of Convolutional-Neutral-Network (CNN)-based and traditional object detections. The search object is firstly extracted from the background by the trained Faster R-CNN. And then through a series of image processing including Canny, Hough and Endpoints clustering analysis, the vertices of the search object can be determined to locate it in 3D space uniquely. Finally, the features (e.g., centroid coordinate, size, and color) of the search object are extracted for further recognition. The approach presented in this paper was implemented in OpenCV, and the prototype was written in Microsoft Visual C++. This proposed approach shows great potential for the automatic operation of crane. Further researches and more extensive field experiments will follow in the future.

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Accelerated Convolution Image Processing by Using Look-Up Table and Overlap Region Buffering Method (Loop-Up Table과 필터 중첩영역 버퍼링 기법을 이용한 컨벌루션 영상처리 고속화)

  • Kim, Hyun-Woo;Kim, Min-Young
    • Journal of the Institute of Electronics Engineers of Korea SC
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    • v.49 no.4
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    • pp.17-22
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    • 2012
  • Convolution filtering methods have been widely applied to various digital signal processing fields for image blurring, sharpening, edge detection, and noise reduction, etc. According to their application purpose, the filter mask size or shape and the mask value are selected in advance, and the designed filter is applied to input image for the convolution processing. In this paper, we proposed an image processing acceleration method for the convolution processing by using two-dimensional Look-up table (LUT) and overlap-region buffering technique. First, based on the fixed convolution mask value, the multiplication operation between 8 or 10 bit pixel values of the input image and the filter mask values is performed a priori, and the results memorized in LUT are referred during the convolution process. Second, based on symmetric structural characteristics of the convolution filters, inherent duplicated operation region is analysed, and the saved operation results in one step before in the predefined memory buffer is recalled and reused in current operation step. Through this buffering, unnecessary repeated filter operation on the same regions is minimized in sequential manner. As the proposed algorithms minimize the computational amount needed for the convolution operation, they work well under the operation environments utilizing embedded systems with limited computational resources or the environments of utilizing general personnel computers. A series of experiments under various situations verifies the effectiveness and usefulness of the proposed methods.

(r, Q) Policy for Operation of a Multipurpose Facility (단일 범용설비 운영을 위한 (r, Q) 정책)

  • ;Oh, Geun-Tae
    • Journal of the Korean Operations Research and Management Science Society
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    • v.17 no.3
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    • pp.27-46
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    • 1992
  • This paper considers an (r, Q) policy for operation of a multipurpose facility. It is assumed that whenever the inventory level falls below r, the model starts to produce the fixed amount of Q. The facility can be utilized for extra production during idle periods, that is, when the inventory level is still greater than r right after a main production operation is terminated or an extra production operation is finished. But, whenever the facility is in operation for an extra production, the operation can not be terminated for the main production even though the inventory level falls below r. In the model, the demand for the product is assumed to arrive according to a compound Poisson process and the processing time required to produce a product is assumed to follow an arbitary distribution. Similarly, the orders for the extra production is assumed to accur in a Poisson process are the extra production processing time is assumed to follow an arbitrary distribution. It is further assumed that unsatisfied demands are backordered and the expected comulative amount of demands is less than that of production during each production period. Under a cost structure which includes a setup/ production cost, a linear holding cost, a linear backorder cost, a linear extra production lost sale cost, and a linear extra production profit, an expression for the expected cost per unit time for a given (r, Q) policy is obtained, and using a convex property of the cost function, a procedure to find the optimal (r, Q) policy is presented.

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Processing of ρ-intersect Operation on RDF Data Using Suffix Array (RDF 데이터에서 접미사 배열을 이용한 ρ-intersect 연산의 처리)

  • Kim, Sung-Wan;Kim, Youn-Hee
    • Journal of the Korea Society of Computer and Information
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    • v.16 no.7
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    • pp.95-103
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    • 2011
  • The actual utilization of Semantic Web technology which aims to provide more intelligent and automated service for information retrieval over the Web becomes gradually reality. RDF is widely used as the one of standard formats to present and manage the voluminous data on the Web. Efficient query processing on RDF data, therefore, is one of the ongoing research topics. Retrieving resources having a specific association from a given resource is the typical query processing type and several researches for this have done. However the most of previous researches have not fully considered discovering the complex relationship among resources such as returning the association between resources as the query processing result. This paper introduces the indexing and query processing for ${\rho}$-intersect operation which is one of the semantic association retrieval types. It includes an indexing scheme using suffix array and optimal processing approaches for handling ${\rho}$-intersect operation. The experimental evaluations shows that the average execution times for the proposed approach is 3~7 times faster than the previous approach.

A Study on the monitoring of tool wear in face milling operation (밀링공구의 마모 감시에 관한 연구)

    • Journal of the Korean Society of Manufacturing Technology Engineers
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    • v.7 no.1
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    • pp.69-74
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    • 1998
  • In order to monitor the tool wear in milling operation, cutting force is measured as the tool wear increased. The digital signal processing methods are used to detect the tool wear . As AR parameter extract the feature of tool wear , it can be used as input parameter of pattern classifier. The FFT monitor the tool wear exactly , but it can not do real time signal processing. The band energy method can be used to real time monitoring of tool wear ,but int can degrade the exact monitoring.

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Cost-effective cloud platform deployment model (비용효율적인 클라우드 플랫폼 구축 모델)

  • Kim, Gyu-Seok;Kim, Joo-Yeong
    • Proceedings of the Korea Information Processing Society Conference
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    • 2015.10a
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    • pp.19-20
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    • 2015
  • 대용량 분산처리시스템과 전산자원 가상화를 토대로 소프트웨어 정의 데이터센터(SDDC) 구현 기술이 광범위하게 연구되고 오픈소스로써 발표되고 있다. 이에 더하여, 성능과 용량이 비약적으로 발전된 commodity hardware는 분산처리와 가상화에 최적의 조건이 됨은 물론, 기존 플랫폼의 한계를 극복하고 글로벌 클라우드가 표방하는 각종 편의성을 자체 구현 할 수 있는 기회를 주기도 한다. 이에 따라, 지속가능하면서 비용효율적인 컴퓨팅 플랫폼 구축 모델을 제시하고자 한다.

Implementaion of open source cloud platform(Alamo) and evaluation (오픈소스 클라우드 플랫폼(Alamo) 구축과 평가)

  • Kim, Gyu-Seok;Han, Sung-Geun
    • Proceedings of the Korea Information Processing Society Conference
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    • 2012.11a
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    • pp.133-136
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    • 2012
  • 오픈소스 클라우드 플랫폼 중에서 Openstack을 기반으로 Rackspace 사가 발표한 Alamo 배포본을 설치해보고 이를 실제 정보서비스 환경에 이용할 경우를 가정하여 정성적으로 평가해 보았다.