• Title/Summary/Keyword: Resource Utilization

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KAWS: Coordinate Kernel-Aware Warp Scheduling and Warp Sharing Mechanism for Advanced GPUs

  • Vo, Viet Tan;Kim, Cheol Hong
    • Journal of Information Processing Systems
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    • 제17권6호
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    • pp.1157-1169
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    • 2021
  • Modern graphics processor unit (GPU) architectures offer significant hardware resource enhancements for parallel computing. However, without software optimization, GPUs continuously exhibit hardware resource underutilization. In this paper, we indicate the need to alter different warp scheduler schemes during different kernel execution periods to improve resource utilization. Existing warp schedulers cannot be aware of the kernel progress to provide an effective scheduling policy. In addition, we identified the potential for improving resource utilization for multiple-warp-scheduler GPUs by sharing stalling warps with selected warp schedulers. To address the efficiency issue of the present GPU, we coordinated the kernel-aware warp scheduler and warp sharing mechanism (KAWS). The proposed warp scheduler acknowledges the execution progress of the running kernel to adapt to a more effective scheduling policy when the kernel progress attains a point of resource underutilization. Meanwhile, the warp-sharing mechanism distributes stalling warps to different warp schedulers wherein the execution pipeline unit is ready. Our design achieves performance that is on an average higher than that of the traditional warp scheduler by 7.97% and employs marginal additional hardware overhead.

Resource Efficient AI Service Framework Associated with a Real-Time Object Detector

  • Jun-Hyuk Choi;Jeonghun Lee;Kwang-il Hwang
    • Journal of Information Processing Systems
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    • 제19권4호
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    • pp.439-449
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    • 2023
  • This paper deals with a resource efficient artificial intelligence (AI) service architecture for multi-channel video streams. As an AI service, we consider the object detection model, which is the most representative for video applications. Since most object detection models are basically designed for a single channel video stream, the utilization of the additional resource for multi-channel video stream processing is inevitable. Therefore, we propose a resource efficient AI service framework, which can be associated with various AI service models. Our framework is designed based on the modular architecture, which consists of adaptive frame control (AFC) Manager, multiplexer (MUX), adaptive channel selector (ACS), and YOLO interface units. In order to run only a single YOLO process without regard to the number of channels, we propose a novel approach efficiently dealing with multi-channel input streams. Through the experiment, it is shown that the framework is capable of performing object detection service with minimum resource utilization even in the circumstance of multi-channel streams. In addition, each service can be guaranteed within a deadline.

식물병원균 생육을 저해하는 Aspergillus terreus로부터 분리한 향균물질의 특성 (Characterization of an antifungal compound isolated from an antagonistic fungus Aspergillus terreus against phytopathogenic fungi)

  • 김근기;강재곤;최용락;윤한대;하호성;강규영
    • 농약과학회지
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    • 제2권1호
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    • pp.40-45
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    • 1998
  • 온실 토양으로부터 주요 작물 병원균의 생육을 억제하는 길항곰팡이를 분리, 동정하였고, 그 균이 분비하는 향균물질을 분리하여 활성을 petriplate assay로 검정했다. 길항균의 foot cell, 분생포자 및 MY20 배지상의 균사 등 형태학적 특징에 근거하여 이 균을 Aspergillus terreus로 동정하였다. A. terreus의 배양여액을 chloroform으로 추출하고, 그 추출물을 column chromatography와 thin layer chromatography로 향균물질을 순수분리하였으며, 화학구조는 butyrolactone I이었다. 이 물질의 주요 작물병원균에 대한 $ED_{50}$은 Botrytis cinerea, Phytophthora capsici. Pythium ultimum, Rhizoctonia solani, 그리고 Fusarium oxysporum에 각각 9.7, 42.6, 23.3, 13.7, 102.7 ppm으로 나타났다.

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Occurrence and control of N-nitrosodimethylamine in water engineering systems

  • Bian, Yongning;Wang, Chuang;Zhu, Guocheng;Ren, Bozhi;Zhang, Peng;Hursthouse, Andrew S.
    • Environmental Engineering Research
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    • 제24권1호
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    • pp.1-16
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    • 2019
  • N-nitrosodimethylamine (NDMA) is a typical nitrogen disinfection by-product, which has posed a potential threat to human health during drinking water disinfection. Because of the well-known effects of mutagenesis, carcinogenesis and teratogenesis, the high detection rate in water engineering systems (such as coagulation, membrane filtration and biological systems), and difficulty to remove, it has received wide concern in the field of water engineering systems. The NDMA is a low molecular weight hydrophilic organic substance, which is difficult to remove. Also, the mechanism for NDMA formation is also recognized to be complex, and many steps still needed to be further evaluated. Therefore, the mechanistic knowledge on NDMA formation potential and their removal processes is of particularly interest. Few papers summarize the occurrence and control of NDMA in water engineering systems. It is for this reason that the content of this paper is particularly important for us to understand and control the amount of NDMA thus reducing the threat of disinfection by-products to drinking water. Four parts including the mechanisms for the NDMA formation potential, the factors affecting the NDMA formation potential, the technologies for removal of NDMA are summarized. Finally, some definite suggestions are given.

A Resource Reduction Scheme with Low Migration Frequency for Virtual Machines on a Cloud Cluster

  • Kim, Changhyeon;Lee, Wonjoo;Jeon, Changho
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제7권6호
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    • pp.1398-1417
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    • 2013
  • A method is proposed to reduce excess resources from a virtual machine(VM) while avoiding subsequent migrations for a computer cluster that provides cloud service. The proposed scheme cuts down on the resources of a VM based on the probability that migration may occur after a reduction. First, it finds a VM that can be scaled down by analyzing the history of the resource usage. Then, the migration probability is calculated as a function of the VM resource usage trend and the trend error. Finally, the amount of resources needed to eliminate from an underutilized VM is determined such that the migration probability after the resource reduction is less than or equal to an acceptable migration probability. The acceptable migration probability, to be set by the cloud service provider, is a criterion to assign a weight to the resource reduction either to prevent VM migrations or to enhance VM utilization. The results of simulation show that the proposed scheme lowers migration frequency by 31.6~60.8% depending on the consistency of resource demand while losing VM utilization by 9.1~21.5% compared to other known approaches, such as the static and the prediction-based methods. It is also verified that the proposed scheme extends the elapsed time before the first occurrence of migration after resource reduction 1.1~2.3-fold. In addition, changes in migration frequency and VM utilization are analyzed with varying acceptable migration probabilities and the consistency of resource demand patterns. It is expected that the analysis results can help service providers choose a right value of the acceptable migration probability under various environments having different migration costs and operational costs.

Challenges and Issues of Resource Allocation Techniques in Cloud Computing

  • Abid, Adnan;Manzoor, Muhammad Faraz;Farooq, Muhammad Shoaib;Farooq, Uzma;Hussain, Muzammil
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제14권7호
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    • pp.2815-2839
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    • 2020
  • In a cloud computing paradigm, allocation of various virtualized ICT resources is a complex problem due to the presence of heterogeneous application (MapReduce, content delivery and networks web applications) workloads having contentious allocation requirements in terms of ICT resource capacities (resource utilization, execution time, response time, etc.). This task of resource allocation becomes more challenging due to finite available resources and increasing consumer demands. Therefore, many unique models and techniques have been proposed to allocate resources efficiently. However, there is no published research available in this domain that clearly address this research problem and provides research taxonomy for classification of resource allocation techniques including strategic, target resources, optimization, scheduling and power. Hence, the main aim of this paper is to identify open challenges faced by the cloud service provider related to allocation of resource such as servers, storage and networks in cloud computing. More than 70 articles, between year 2007 and 2020, related to resource allocation in cloud computing have been shortlisted through a structured mechanism and are reviewed under clearly defined objectives. Lastly, the evolution of research in resource allocation techniques has also been discussed along with salient future directions in this area.

공공기관의 인적자원관리가 지식공유 및 지식활용에 미치는 영향 (A Study of Human Resource Practices Affecting Knowledge Sharing and Utilization in Public Organization)

  • 이향수
    • 정보관리학회지
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    • 제28권3호
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    • pp.239-256
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    • 2011
  • 조직 내 지식공유 및 지식활용의 주체는 조직구성원 개인이라는 점에서 지식관리전략을 논할 때, 인적자원관리와 지식관리의 관계성 논의는 매우 절실하다. 본 연구에서는 지방정부를 대상으로, 인적자원 관리의 세부영역인 교육훈련, 의사결정에의 참여, 성과평가 및 보상제도와 지식공유 및 지식활용과의 영향관계를 분석하였다. 분석결과 교육훈련, 평가 및 보상제도가 중요한 요인으로 나타났으며, 이러한 연구결과를 토대로 정부조직의 지식공유와 활용에 있어서의 정책적 시사점을 논의하고 있다.

Transforming Apple Pomace into Valuable Resources: Upcycling for Carbon Reduction and Circular Resource Utilization

  • Hyo Jun Won;Mi Jin Kim;Pureum Im;Mina Kim;Kyung-A Hwang;Ae-Jin Choi
    • 한국환경과학회지
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    • 제33권9호
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    • pp.687-695
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    • 2024
  • The global apple processing industry generates millions of tons of apple pomace (AP) annually, leading to significant environmental challenges owing to improper disposal methods, such as landfilling, which releases methane and other contaminants. This mini-review provides a concise overview of the strategies for the upcycling and circular resource utilization of AP. Upcycling strategies for AP can contribute to environmental protection through carbon reduction and resource circulation using existing resources in new methods instead of new materials. Additionally, this review presents the potential of AP as a raw material for food, pharmaceuticals, and cosmetics while examining the technical, economic, and environmental challenges and necessary improvements for its optimal use. Overall, the upcycling of AP offers a valuable opportunity to improve waste management and promote efficient resource utilization.

그리드 컴퓨팅 환경에서의 자원 관리를 위한 분산화된 브로커 기반 모델 (Decentralized Broker-BBsed Model for Resource Management in Grid Computing Environment)

  • 마용범;이종식
    • 한국시뮬레이션학회논문지
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    • 제16권2호
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    • pp.1-8
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    • 2007
  • 그리드 컴퓨팅 환경에서 자원 관리는 이기종의 자원들 사이에서 통합과 상호작용을 위해 필수적이다. 이 논문은 자원관리의 복잡한 문제들을 해결하기 위해 집중화된 브로커 기반과 분산화된 브로커 기반 모델링의 자원 관리 기법을 논하고 그리드 컴퓨팅 환경에서 분산화된 브로커 기반 자원 관리 모델링의 설계와 구현을 표현한다. 이 모델은 글로벌 자원 브로커와 로컬 자원 브로커로 이루어지고 우리는 통신의 감소와 로컬 자원 브로커를 사용한 작업 관리의 기능적인 분산을 이끌어낸다. 시뮬레이션 결과는 자원 활용도와 평균 응답 시간의 향상을 보여주고 이 모델이 사용자 요구에 즉각 응답하고 자원의 활용도를 향상시킨다는 것을 증명한다.

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우주 현지자원활용 글로벌 동향 (Global Trends of In-Situ Resource Utilization )

  • 류동영
    • 우주기술과 응용
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    • 제3권3호
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    • pp.199-212
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    • 2023
  • 과거 1970년대까지의 달 표면탐사에서는 단기간 달에서의 임무 특성을 가지는 것에 비해 최근 달 표면탐사는 달에서의 장기체류와 이를 기반으로 궁극적으로 화성까지 탐사 범위를 확장하는 방향으로 진행되고 있다. 인간의 달표면 장기체류를 실현하기 위해서는 탐사 현지 자원을 활용하여 체류에 필요한 소비재나 연료 등의 현지 생산 및 사용이 중요한 전제가 된다. 국제우주탐사협의체(ISECG, International Space Exploration Coordination Group)에서 각국의 우주탐사 계획을 반영하여 제시하는 글로벌 우주탐사 로드맵에는 달표면 탐사로부터 화성탐사로 이어지는 발전 단계가 제시되며 각 단계에서 현지자원활용은 중요한 요소가 되고 있다. 본 논문에서는 국제우주탐사협의체의 현지자원활용(ISRU) 격차분석 보고서를 기반으로 현지자원활용의 기술 분야를 현지 연료 및 소비재 생산, 현지 건설, 우주상 제조, 그리고 생성 결과물의 보관 및 활용, 자원활용에 필요한 전력시스템 등과 같은 연관 분야로 분류하여 주요 분야에서의 기술 개발 및 검증 현황을 분석한다. 다수의 국가는 달 자원 중 극 지역 영구음영지역의 얼음물 이용 그리고 표토에서 산소 등의 추출에 우선 순위를 부여하고, 무인 착륙임무를 통하여 달 남극 영구음영지역 근처에서 물질 및 물 분포 확인을 준비하고 있다. 자원 활용을 위하여 수전해를 이용한 수소, 산소 등 연료 생산, 모사토를 이용한 달 표토에서 산소의 추출 등의 기술을 개발하고 있다. 자원활용 기술의 개발을 위하여 지상에 달표면 모사환경을 구현하고 기술의 개발, 시나리오의 시연 등을 통한 효율적 현지자원활용 구현 방법 등을 모색하고 있다. 지속 가능한 달 표면 탐사를 위하여 각국은 달 표면 도달, 자원의 조사, 물질의 추출 등에 서비스 구매 등 민간 영역의 능력을 활용하고 발전시키는 노력을 병행하고 있다.