• Title/Summary/Keyword: performance metric

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Hierarchical Performance Modeling and Simulation of Scalable Computer System (확장성을 고려한 계층적 시스템 성능 모델 및 시뮬레이션)

  • 김흥준
    • Journal of the Korea Society for Simulation
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    • v.4 no.2
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    • pp.1-16
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    • 1995
  • The performance of a computer system depends on the system architecture and workload, and the high performance required in many applications can be achieved by the scalability of the system architecture and workload. This paper presents scalable workload, a performance metric of scalable speedup and hierarchical modeling for the scalable computer system as well as the development of the object-oriented simulator spmplC++ Which is an advanced C++ version of the discrete event-driven simulation environment smplE. In addition, this paper presents two examples of applying scalable speedup, hierarchical modeling and simulator smplC++ to analyze the performance effect of the sclcbility in a multiprocessor system and a network-based client/server system.

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Flow Holding Time based Advanced Hybrid QoS Routing Link State Update in QoS Routing

  • Cho, Kang Hong
    • Journal of the Korea Society of Computer and Information
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    • v.21 no.4
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    • pp.17-24
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    • 2016
  • In this paper, we propose a AH LSU(Advanced Hybrid QoS Routing Link State Update) Algorithm that improves the performance of Hybrid LSU(Hybrid QoS Link State State Update) Algorithm with statistical information of flow holding time in network. AH LSU algorithm has had both advantages of LSU message control in periodic QoS routing LSU algorithm and QoS routing performance in adaptive LSU algorithm. It has the mechanism that calculate LSU message transmission priority using the flow of statistical request bandwidth and available bandwidth and include MLMR(Meaningless LSU Message Removal) mechanism. MLMR mechanism can remove the meaningless LSU message generating repeatedly in short time. We have evaluated the performance of the MLMR mechanism, the proposed algorithm and the existing algorithms on MCI simulation network. We use the performance metric as the QoS routing blocking rate and the mean update rate per link, it thus appears that we have verified the performance of this algorithm.

Prediction of Transition Temperature and Magnetocaloric Effects in Bulk Metallic Glasses with Ensemble Models (앙상블 기계학습 모델을 이용한 비정질 소재의 자기냉각 효과 및 전이온도 예측)

  • Chunghee Nam
    • Korean Journal of Materials Research
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    • v.34 no.7
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    • pp.363-369
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    • 2024
  • In this study, the magnetocaloric effect and transition temperature of bulk metallic glass, an amorphous material, were predicted through machine learning based on the composition features. From the Python module 'Matminer', 174 compositional features were obtained, and prediction performance was compared while reducing the composition features to prevent overfitting. After optimization using RandomForest, an ensemble model, changes in prediction performance were analyzed according to the number of compositional features. The R2 score was used as a performance metric in the regression prediction, and the best prediction performance was found using only 90 features predicting transition temperature, and 20 features predicting magnetocaloric effects. The most important feature when predicting magnetocaloric effects was the 'Fe' compositional ratio. The feature importance method provided by 'scikit-learn' was applied to sort compositional features. The feature importance method was found to be appropriate by comparing the prediction performance of the Fe-contained dataset with the full dataset.

Cell Association Scheme for Uplink Heterogeneous Cellular Networks (이기종 셀룰러 네트워크에서의 상향 링크 셀 접속 기법)

  • Lee, Hyung Yeol;Sang, Young Jin;Park, Jin Bae;Kim, Kwang Soon
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.38A no.5
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    • pp.393-400
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    • 2013
  • In conventional single-tier networks, downlink based association is the best association scheme for the uplink association because all macro base stations have the same physical specification. However, in uplink heterogeneous cellular networks, a downlink based cell association cannot be the best for uplink any more because of the difference of physical specification between the different base station. In this paper, we will propose a uplink based cell association scheme, and devise performance metric for describing a uplink performance in heterogeneous cellular networks. Then, we will discuss the necessity of the uplink based association by observing outage probability, delay constraint outage probability, delay constraint outage capacity.

A Domain-based Reactive Routing Protocol for the Hybrid WMN (하이브리드 WMN을 위한 가상 도메인 기반의 반응형 라우팅 프로토콜)

  • Kim, Ho-Cheal
    • Journal of the Korea Society of Computer and Information
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    • v.19 no.7
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    • pp.59-70
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    • 2014
  • This paper propose a new wireless multi-hop routing protocol that takes the hierarchical mesh of the hybrid WMN into account. WMN that is possible to provide various applications of wireless networks still has many open issues that should be solved despite the studies carried out over a decade. Especially, in routing protocol area, a problem degrading the routing efficiency by applying one of the routing protocols, which are designed for the MANET, to the hybrid WMN be solved above all. For the improvement of the routing performance, both good routing protocol and metric are essential. However, the recent studies are only concentrated in routing metric by use of the cross-layer design. Therefore, this paper is dedicated to the routing protocol that is essential for the performance of the routing but needed more studies. The proposed protocol in this paper is reactive, and designed to reorganize the hybrid WMN with several pseudo domains, and carry out domain-based route decision. By the simulation result for the performance analysis of the proposed protocol, the average delay for the route decision was decreased by 43% compared to AODV that is the typical reactive protocol.

Performance Analysis on Various Design Issues of Turbo Decoder (다양한 Design Issue에 대한 터보 디코더의 성능분석)

  • Park Taegeun;Kim Kiwhan
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.29 no.12A
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    • pp.1387-1395
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    • 2004
  • Turbo decoder inherently requires large memory and intensive hardware complexity due to iterative decoding, despite of excellent decoding efficiency. To decrease the memory space and reduce hardware complexity, various design issues have to be discussed. In this paper, various design issues on Turbo decoder are investigated and the tradeoffs between the hardware complexity and the performance are analyzed. Through the various simulations on the fixed-length analysis, we decided 5-bits for the received data, 6-bits for a priori information, and 7-bits for the quantization state metric, so the performance gets close to that of infinite precision. The MAX operation which is the main function of Log-MAP decoding algorithm is analyzed and the error correction term for MAX* operation can be efficiently implemented with very small hardware overhead. The size of the sliding window was decided as 32 to reduce the state metric memory space and to achieve an acceptable BER.

An Efficient P2P System Using Cross-Layer Design for MANETs (MANET 에서의 Cross-Layer 디자인을 사용한 효율적인 P2P 시스템)

  • Park, Ho-Hyun;Choi, Hyun-Duk;Woo, Mi-Ae
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.34 no.7B
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    • pp.728-733
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    • 2009
  • An ubiquitous environment has features like peer-to-peer and nomadic environments. Such features can be represented by peer-to-peer systems and mobile ad-hoc networks. P2P systems and MANETs share similar features, appealing for implementing P2P systems in MANET environment. However, if a P2P system designed for wired networks was applied to mobile ad-hoc environment, its performance was not good enough. Subsequently, this paper proposes a P2P system to improve performance using cross-layer design and the goodness of a node as a peer by using routing metric and P2P metric to choose favorable peers to connect. It also utilizes proactive approach for distributing peer information. The simulation results showed that the proposed system produced better performance in query success rate, query response time and energy consumption by reducing the routing path length.

Deadline-Aware Routing: Quality of Service Enhancement in Cyber-Physical Systems (사이버물리시스템 서비스 품질 향상을 위한 데드라인 인지 라우팅)

  • Son, Sunghwa;Jang, Byeong-Hoon;Park, Kyung-Joon
    • KIPS Transactions on Computer and Communication Systems
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    • v.7 no.9
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    • pp.227-234
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    • 2018
  • Guaranteeing the end-to-end delay deadline is an important issue for quality of service (QoS) of delay sensitive systems, such as real-time system, networked control system (NCS), and cyber-physical system (CPS). Most routing algorithms typically use the mean end-to-end delay as a performance metric and select a routing path that minimizes it to improve average performance. However, minimum mean delay is an insufficient routing metric to reflect the characteristics of the unpredictable wireless channel condition because it only represents average value. In this paper, we proposes a deadline-aware routing algorithm that maximizes the probability of packet arrival within a pre-specified deadline for CPS by considering the delay distribution rather than the mean delay. The proposed routing algorithm constructs the end-to-end delay distribution in a given network topology under the assumption of the single hop delay follows an exponential distribution. The simulation results show that the proposed routing algorithm can enhance QoS and improve networked control performance in CPS by providing a routing path which maximizes the probability of meeting the deadline.

Performance Improvement using Effective Task Size Calculation in Dynamic Load Balancing Systems (동적 부하 분산 시스템에서 효율적인 작업 크기 계산을 통한 성능 개선)

  • Choi, Min;Kim, Nam-Gi
    • The KIPS Transactions:PartA
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    • v.14A no.6
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    • pp.357-362
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    • 2007
  • In distributed systems like cluster systems, in order to get more performance improvement, the initial task placement system precisely estimates and correctly assigns the resource requirement by the process. The resource-based initial job placement scheme needs the prediction of resource usage of a task in order to fit it to the most suitable hosts. However, the wrong prediction of resource usage causes serious performance degradation in dynamic load balancing systems. Therefore, in this paper, to resolve the problem due to the wrong prediction, we propose a new load metric. By the new load metric, the resource-based initial job placement scheme can work without priori knowledge about the type of process. Simulation results show that the dynamic load balancing system using the proposed approach achieves shorter execution times than the conventional approaches.

Performance Evaluation of a New Cooperative MAC Protocol with a Helper Node Selection Scheme in Ad Hoc Networks

  • Jang, Jaeshin
    • Journal of information and communication convergence engineering
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    • v.12 no.4
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    • pp.199-207
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    • 2014
  • A new cooperative MAC protocol called the busy tone cooperative medium access control (BT-COMAC) protocol is proposed to overcome the drawbacks and maximize the advantages of existing schemes. This scheme uses a new metric called decibel power to decide an appropriate helper node. Using received power strength is more efficient in selecting an appropriate helper node, especially in a densely populated network, than the effective transmission rates used in conventional schemes. All communication nodes in a communication service area are assumed to move independently. Two performance metrics are used: System throughput and channel access delay. A performance evaluation of the BT-COMAC protocol is conducted using a computer simulation over a slow fading wireless channel, and its performance results are compared with those of four existing schemes. The numerical results show that the BT-COMAC protocol improves the system throughput by approximately 15% as compared to the best existing scheme.