• Title/Summary/Keyword: Resource-based Performance

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A reinforcement learning-based network path planning scheme for SDN in multi-access edge computing

  • MinJung Kim;Ducsun Lim
    • International journal of advanced smart convergence
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    • v.13 no.2
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    • pp.16-24
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    • 2024
  • With an increase in the relevance of next-generation integrated networking environments, the need to effectively utilize advanced networking techniques also increases. Specifically, integrating Software-Defined Networking (SDN) with Multi-access Edge Computing (MEC) is critical for enhancing network flexibility and addressing challenges such as security vulnerabilities and complex network management. SDN enhances operational flexibility by separating the control and data planes, introducing management complexities. This paper proposes a reinforcement learning-based network path optimization strategy within SDN environments to maximize performance, minimize latency, and optimize resource usage in MEC settings. The proposed Enhanced Proximal Policy Optimization (PPO)-based scheme effectively selects optimal routing paths in dynamic conditions, reducing average delay times to about 60 ms and lowering energy consumption. As the proposed method outperforms conventional schemes, it poses significant practical applications.

Development and Evaluation of Korean Diagnosis Related Groups: Medical service utilization of inpatients (한국형 진단명기준환자군의 개발과 평가: 입원환자의 의료서비스 이용을 중심으로)

  • Shin, Young-Soo;Lee, Young-Seong;Park, Ha-Young;Yeom, Yong-Kwon
    • Journal of Preventive Medicine and Public Health
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    • v.26 no.2 s.42
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    • pp.293-309
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    • 1993
  • With expanded and extended coverage of the national medical insurance and fast growing health care expenditures, appropriateness of health service utilization and quality of care are concerns of both health care providers and insurers as well as patients. An accurate patient classification system is a basic tool for effective health care policies and efficient health services management. A classification system applicable to Korean medical information-Korean Diagnosis Related Groups (K-DRGs)-was developed based on the U.S. Refined DRGs, and the performance of the developed system was assessed in this study. In the process of the development, first the Korean coding systems for diagnoses and procedures were converted to the systems used in the definition of the U.S. Refined DRGs using the mapping tables formulated by physician panels. Then physician panels reviewed the group definition, and identified medical practice patterns different in two countries. The definition was modified for the differences in K-DRGs. The process resulted in 1,199 groups in the system. Several groups in Refined DRGs could not be differentiated in K-DRGs due to insufficient medical information, and several groups could not be defined due to procedures which were not practiced in Korea. However, the classification structure of Refined DRGs was retained in K-DRGs. The developed system was evaluated fur its performance in explaining variations in resource use as measured by charges and length of stay(LOS), for both all and non-extreme discharges. The data base used in this evaluation included 373,322 discharges which was a random sample of discharges reviewed and payed by the medical insurance during the five-month period from September 1990. The proportion of variance in resource use which was reduced by classifying patients into K-DRGs-r-square-was comparable to the performance of the U.S. Refined DRGs: .39 for charges and .25 for LOS for all discharges, and .53 for charges and .31 for LOS for non-extreme discharges. Another measure analyzed to assess the performance was the coefficient of variation of charges within individual K-DRGs. A total of 966 K-DRGs (87.7%) showed a coefficient below 100%, and the highest coefficient among K-DRGs with more than 30 discharges was 159%.

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Effects of Dietary Probiotics Supplementation on Growth Performance and Fecal Gas Emmission in Nursing and Finishing Pigs (자돈 및 비육돈에 있어 생균제의 첨가가 생산성 및 분내 가스 발생에 미치는 영향)

  • Hong, J.U.;Kim, I.H.;Kwon, O.S.;Kim, J.H.;Min, B.J.;Lee, W.B.
    • Journal of Animal Science and Technology
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    • v.44 no.3
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    • pp.305-314
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    • 2002
  • For the Exp. 1, a total of seventy two pigs (10.53${\pm}$0.02kg average initial body weight) were used in a 38-d growth assay to determine the effects of Saccharomyces cerevisiae (SC) supplementation on growth performance and fecal microbial populations. Dietary treatments included 1) CON (corn-dried whey-SBM based diet), 2) SC0.2 (CON diet+0.2% SC) and 3) SC0.4 (CON diet+0.4% SC). Through the entire experimental period, ADG, ADFI and gain/feed were not significantly different among the treatments. At d 7 and 14 after the onset of the experiment, fecal Lactobacilli sp. count increased as the concentration of SC in the diets was increased (linear effect, P$<$0.01). At d 7 after the onset of the experiment, fecal Escherichia coli count decreased as the concentration of SC in the diets was increased (linear effect, P$<$0.02, quadratic effect, P$<$0.03). For the Exp. 2, forty five pigs (49.71${\pm}$0.45kg average initial body weight) were used in a 28-d growth assay to determine the effects of complex probiotics (CPB, Phichia anomala ST, Galactomyces geotrichum SR59, Thiobacillus sp.) supplementation on growth performance, nutrient digestibility and fecal $NH_3$-N and volatile fatty acid concentrations. Dietary treatments included 1) CON (corn-SBM based diet), 2) CPB0.2 (CON diet+0.2% CPB) and 3) CPB0.3 (CON diet+0.3% CPB). Through the entire experimental period, pigs fed CPB0.3 diet significantly increased their ADG compared to pigs fed CON and CPB0.2 diets (P$<$0.05). Also, apparent digestibility of DM and N in pigs fed CPB0.3 diet was greater than for pigs fed CON diet (P$<$0.05). Fecal $NH_3$-N decreased (P$<$0.05) in the pigs fed CPB diet compared to pigs fed CON diets. Also, pigs fed CPB0.3 diet significantly decreased their fecal propionic acid compared to pigs fed CON diets (P$<$0.05). In conclusion, the results obtained from these feeding trials suggest that the dietary SC for nursery pigs affects fecal microbial population. In finishing pigs, supplemental CPB was effective to improve ADG and nutrient digestibility but to decrease fecal noxious gas emission.

Mobility Support Scheme Based on Machine Learning in Industrial Wireless Sensor Network (산업용 무선 센서 네트워크에서의 기계학습 기반 이동성 지원 방안)

  • Kim, Sangdae;Kim, Cheonyong;Cho, Hyunchong;Jung, Kwansoo;Oh, Seungmin
    • KIPS Transactions on Computer and Communication Systems
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    • v.9 no.11
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    • pp.256-264
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    • 2020
  • Industrial Wireless Sensor Networks (IWSNs) is exploited to achieve various objectives such as improving productivity and reducing cost in the diversity of industrial application, and it has requirements such as low-delay and high reliability packet transmission. To accomplish the requirement, the network manager performs graph construction and resource allocation about network topology, and determines the transmission cycle and path of each node in advance. However, this network management scheme cannot treat mobile devices that cause continuous topology changes because graph reconstruction and resource reallocation should be performed as network topology changes. That is, despite the growing need of mobile devices in many industries, existing scheme cannot adequately respond to path failure caused by movement of mobile device and packet loss in the process of path recovery. To solve this problem, a network management scheme is required to prevent packet loss caused by mobile devices. Thus, we analyse the location and movement cycle of mobile devices over time using machine learning for predicting the mobility pattern. In the proposed scheme, the network manager could prevent the problems caused by mobile devices through performing graph construction and resource allocation for the predicted network topology based on the movement pattern. Performance evaluation results show a prediction rate of about 86% compared with actual movement pattern, and a higher packet delivery ratio and a lower resource share compared to existing scheme.

Development of Performance Simulator for 6-speed DCT-based Hybrid Electric Vehicle to Evaluate the Fuel Economy (연비 평가를 위한 6속 DCT기반 HEV 성능 시뮬레이터의 개발)

  • Baek, J.J.;Lee, Y.K.;Park, J.H.;Han, K.S.;Hwang, S.H.
    • Journal of Drive and Control
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    • v.10 no.4
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    • pp.1-6
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    • 2013
  • With aggravation of environmental contamination and energy resource exhaustion, Hybrid Electric Vehicles (HEV) that can be economically operated with low fuel consumption are receiving greater attention. For performance improvement of such HEV, the development of efficient transmission can be seen as one of core technologies such as performance of components and driving strategy. Dual clutch transmission (DCT) is actively studied as a transmission type for HEV due to its advantages of having excellent power transmission efficiency based on manual transmission characteristic, resolving the problem of power interruption, and realizing driving convenience of automatic transmission (AT). In this paper, one diesel HEV equipped with 6-Speed DCT, modelled using MATLAB/Simulink, and a performance simulator developed for this vehicle are introduced. Driving simulation with driving cycles such as FTP75 and NYCC was performed using the developed performance simulator, and the simulated results regarding state of charge and fuel economy, when AT and DCT are applied to this diesel hybrid vehicle respectively, are compared. This performance simulator can be utilized to develop a control algorithm for improving the fuel economy of HEV with DCT.

The Public-Oriented e-Hub Construction for Strategic Alliances by Using Network Analysis (${\cdot}$소 인터넷기업의 전략적 제휴를 위한 공적 e-Hub 구축과 사회 관계망의 활용에 관한 연구)

  • Park Ki-Nam;Kim Jong-Weon
    • Proceedings of the Korea Association of Information Systems Conference
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    • 2003.05a
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    • pp.183-197
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    • 2003
  • This paper introduces the public-oriented e-Hub construction for strategic alliances in the community. The public-oriented e-Hub can link with all Participating internet firms on the ba business models, and consequently help them share their core competence, management resource Based upon this perspective, this paper presents the procedures corresponding with social network strategic alliances of small and medium internet firms. In addition, this paper tries to analyze th among degree of competition, potential of strategic alliance, and financial performance. The resu the firms with more easily accepting various strategic alliances make higher financial performance competitive environment. This suggests that strategic alliances through the public-oriented e-Hub virtual community provide the internet firms with various opportunities

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An Empirical Study on the Integrated Organization Abilities in Third Party Logistics Korean Company for Reduction of Export Expense (수출비용절감을 위한 3PL업체의 통합조직능력에 관한 실증연구)

  • Lee, Sang-Ok;Lee, Moon-Kyu;Bang, Hyo-Sik
    • THE INTERNATIONAL COMMERCE & LAW REVIEW
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    • v.50
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    • pp.187-212
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    • 2011
  • Third party logistics research is searching for increasing its logistics efficiency of organization. Perspective of resource-based theory, this study is to reveal the exploratory relation between integrated capabilities, organzaiton knowledge, and service performance. To develop the relational model, this study conducted a theoretical survey on Shang(2009)'s 3PL service providers research model and Synder & Cumming(1998)'s learning of organization knowledge. According to the result of correlation analysis, Integrated organization knowledge is positively correlated with service diversity advantage (correlation coefficient= .670, p-value= .000) and service quality advantage (correlation coefficient= .575, p-value= .000). The thesis argued that Korean companies try to apply integrated organization abilities and service performance for cutting their export expense.

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A Study on the Effect of the internalized level of Core values upon employees in small and medium industry - Based on S company (중소기업에서 핵심가치 내재화 수준이 경영성과에 미치는 영향에 관한 연구 : 냉동식품 제조사 중심으로)

  • Kim, Kwang Chul;Jeon, Myeong Jin;kim, Chang Eun
    • Journal of the Korea Safety Management & Science
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    • v.17 no.1
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    • pp.241-256
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    • 2015
  • Numbers of successful companies in the world develop The core values of action in order to produce effective human resource management and organization culture. Core values are belief, and values that are shared by all members to maintain organization. Also, The core values function as to inspire motivation and decision making for organization's identity and assist to settle their own unique culture. Therefore, this study is to figure out the effect of core values to the members of organization and management performance from small and medium company that is comparatively less focused to settle their own core values.

An Efficient Mutual Exclusion Algorithm for Hypercube Multicomputers (하이퍼큐브 멀티컴퓨터를 위한 효율적인 상호 배제 알고리즘)

  • Bae, Ihn-Han
    • The Transactions of the Korea Information Processing Society
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    • v.3 no.5
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    • pp.1207-1214
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    • 1996
  • We present an efficient decentralized, symmetric mutual exclusion algorithm for the hypercube architecture. The algorithm is based on the technique which embeds a mesh into a hypercube. We compare the performance of our algorithm with that of Gupta et al.'s algorithm. As a result of performance comparison, the minimum round-trip delay is equal to that of Gupta et al.'s algorithm, the average blocking delay is a little longer than that of Gupta et al.'s algorithm, and the number of messages per access to critical resource is fewer than that of Gupla et al.'s algorithm.

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A Rate-Based Buffer Management Algorithm to Improve TCP Performance over ATM networks (ATM 네트워크에서 TCP 성능향상을 위한 평균 전송율 기반의 버퍼관리 알고리즘)

  • 김관웅;이창기
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.29 no.2B
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    • pp.263-271
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    • 2004
  • In this paper, we proposed a new buffer management algorithm using perVC-Queuing discipline. Proposed algorithm uses service rate estimation and assigns dynamic perVC threshold to each VCs. Service rate estimation and dynamic perVC threshold combined with global threshold provide nearly optimal throughput and improve fairness performance of network resource among GFR VCs as well as guarantee MCR of all VCs. From simulation results, we demonstrate the proposed scheme fulfills the requirement of GFR service as well as improves the TCP throughput.