• Title/Summary/Keyword: Resource-based Performance

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A supervised-learning-based spatial performance prediction framework for heterogeneous communication networks

  • Mukherjee, Shubhabrata;Choi, Taesang;Islam, Md Tajul;Choi, Baek-Young;Beard, Cory;Won, Seuck Ho;Song, Sejun
    • ETRI Journal
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    • v.42 no.5
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    • pp.686-699
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    • 2020
  • In this paper, we propose a supervised-learning-based spatial performance prediction (SLPP) framework for next-generation heterogeneous communication networks (HCNs). Adaptive asset placement, dynamic resource allocation, and load balancing are critical network functions in an HCN to ensure seamless network management and enhance service quality. Although many existing systems use measurement data to react to network performance changes, it is highly beneficial to perform accurate performance prediction for different systems to support various network functions. Recent advancements in complex statistical algorithms and computational efficiency have made machine-learning ubiquitous for accurate data-based prediction. A robust network performance prediction framework for optimizing performance and resource utilization through a linear discriminant analysis-based prediction approach has been proposed in this paper. Comparison results with different machine-learning techniques on real-world data demonstrate that SLPP provides superior accuracy and computational efficiency for both stationary and mobile user conditions.

Utility-based Resource Allocation with Bipartite Matching in OFDMA-based Wireless Systems

  • Zheng, Kan;Li, Wei;Liu, Fei;Xiang, Wei
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.6 no.8
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    • pp.1913-1925
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    • 2012
  • In order to efficiently utilize limited radio resources, resource allocation schemes in OFDMA-based wireless networks have gained intensive attention recently. Instead of improving the throughput performance, the utility is adopted as the metric for resource allocation, which provides reasonable methods to build up the relationship between user experience and various quality-of-service (QoS) metrics. After formulating the optimization problem by using a weighted bipartite graph, a modified bipartite matching method is proposed to find a suboptimal solution for the resource allocation problem in OFDMA-based wireless systems with feasible computational complexity. Finally, simulation results are presented to validate the effectiveness of the proposed method.

Radio Resource Management Scheme for Heterogeneous Wireless Networks Based on Access Proportion Optimization

  • Shi, Zheng;Zhu, Qi
    • Journal of Communications and Networks
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    • v.15 no.5
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    • pp.527-537
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    • 2013
  • Improving resource utilization has been a hot issue in heterogeneous wireless networks (HWNs). This paper proposes a radio resource management (RRM) method based on access proportion optimization. By considering two or more wireless networks in overlapping regions, users in these regions must select one of the networks to access when they engage in calls. Hence, the proportion of service arrival rate that accesses each network in the overlapping region can be treated as an optimized factor for the performance analysis of HWNs. Moreover, this study considers user mobility as an important factor that affects the performance of HWNs, and it is reflected by the handoff rate. The objective of this study is to maximize the total throughput of HWNs by choosing the most appropriate factors. The total throughput of HWNs can be derived on the basis of a Markov model, which is determined by the handoff rate analysis and distribution of service arrival rate in each network. The objective problem can actually be expressed as an optimization problem. Considering the convexity of the objective function, the optimization problem can be solved using the subgradient approach. Finally, an RRM optimization scheme for HWNs is proposed. The simulation results show that the proposed scheme can effectively enhance the throughput of HWNs, i.e., improve the radio resource utilization.

Performance Analysis of Joint Call Admission Control(JCAC) According to Resource Reservation Rate Changes in LTE-WLAN Heterogeneous Network Environment (LTE-WLAN 이종 네트워크 환경에서 자원예약률 변화에 따른 통합 호 수락 제어의 성능분석)

  • Kim, Yi-Kang;Kim, Seung-Yeon;Ryu, Seung-Wan;Cho, Choong-Ho
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.36 no.5A
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    • pp.473-484
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    • 2011
  • In this paper, we analyze and propose the Joint Call Admission Control(JCAC) scheme to combine network selection scheme and radio resource reservation based Call Admission Control(CAC) in LTE-WLAN heterogeneous networks. First, We propose the JCAC system that uses network decision rate to select a network for terminal and radio resource reservation scheme in overlaying LTE-WLAN network environment. And we analyze the performance of a proposed system using markov chain model. The performance is presented in terms of the new call blocking probability, handoff call dropping probability, and channel utilization of each network. As a performance result of the our research, the system using JCAC is better than the system using non-JCAC. We found a suitable resource reservation rate that is 10% in the system using JCAC. Our work may be useful as a guideline of resource reservation rate to introduce JCAC system using resource reservation scheme in overlaying LTE-WLAN network environment.

A Study on Effect of Commitment Typed HRM Practice on Business Performance Focusing on Adjusting effects of Labor-management Relations Character (몰입형 인적자원관리 관행이 경영성과에 미치는 영향 분석 노사관계 성격의 조절효과를 중심으로)

  • Kim, Dong-Hyun;Jeong, Jae-Hoon
    • Journal of the Korea Safety Management & Science
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    • v.10 no.4
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    • pp.247-258
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    • 2008
  • In today's business environment faced in very quick change, Human Resource Management play a key role in sustaining corporate competitive advantage and boosting organizational competency. Based on a former study, the purpose of this study is to find how individual Human Resource Management practice effects business performance and labor relations. Business performance is a positive influence on employee royalty and devotion. Also it is more influenced statistically significant impact on industrial relation of corporate. As a result of this study, we can find the significant influence from Human Resource Management practice and industrial relation.

Distributed Resource Partitioning Scheme for Intercell Interference in Multicellular Networks

  • Song, Jae-Su;Lee, Seung-Hwan
    • Journal of electromagnetic engineering and science
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    • v.15 no.1
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    • pp.14-19
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    • 2015
  • In multicellular wireless networks, intercell interference limits system performance, especially cell edge user performance. One promising approach to solve this problem is the intercell interference coordination (ICIC) scheme. In this paper, we propose a new ICIC scheme based on a resource partitioning approach to enhance cell edge user performance in a wireless multicellular system. The most important feature of the proposed scheme is that the algorithm is performed at each base station in a distributed manner and therefore minimizes the required information exchange between neighboring base stations. The proposed scheme has benefits in a practical environment where the traffic load distribution is not uniform among base stations and the backhaul capacity between the base stations is limited.

Effects of non-genetically modified organism wheat-based diets on growth performance, nutrient digestibility, blood profile, and meat quality in grower-finisher pigs

  • Wang, Huan;Kim, Dae Won;Yoo, Jong Sang;Kim, In Ho
    • Korean Journal of Agricultural Science
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    • v.46 no.4
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    • pp.705-713
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    • 2019
  • This study was conducted to determine the effects of dietary non-genetically modified organism (non-GMO) wheat-based diets on the growth performance, nutrient digestibility, blood profile and meat quality of grower-finisher pigs. A total of 70 [(Landrace × Yorkshire) × Duroc] growing pigs with an initial body weight of 26.15 ± 1.57 kg were used in a 112 day trial. The dietary treatments were as follows: (I) CD, corn-based diet and (II) non-GMO WD, a non-genetically modified organism wheat-based diet. Each treatment consisted of 7 replicate pens with 5 pigs per pen. In the current study, the pigs fed the corn-based diet had a higher body weight than the pigs fed the non-GMO wheat-based diet at day 21 and day 77 (p < 0.05). There was a significant difference in the average daily gain (ADG) during the first 21 days (p < 0.05). The non-GMO wheat-based diet had no effect on nutrient digestibility. In addition, the non-GMO wheat-based diet had no effect on the blood profile except for blood urea nitrogen (BUN) at d 21. In conclusion, the non-GMO wheat-based diet only had a slight effect on the growth performance of growing pigs but had no significant impact on the nutrient digestibility, fecal score, blood profile and meat quality of the pigs during the grower-finisher period.

The Internationalization of Korean Software-related New Venture on Resource Based Perspectives - The Bundle of Tangible and Intangible Resources - (자원기반관점에서의 한국 소프트웨어개발 벤처기업의 국제화 - 가시적 자원과 비가시적 자원의 조합을 중심으로 -)

  • Lee, Keun-Hee;Kim, Jung-Po
    • International Area Studies Review
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    • v.13 no.2
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    • pp.393-416
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    • 2009
  • This paper explores the technology resource-based determinants influencing internationalization performance of Korean software-related new ventures. On the ground of the study by Zahra et al.(2003), this paper aims to test empirically in Korea how interaction effects of tangible and intangible technological resources, as firm capability, are related to software new ventures' internationalization performance. The test results shows that intangible technological resource represented by R&D intensity is not significantly related to internationalization performance, but reveals that intangible technological resource represented by strength of technological cooperation network and technological reputation is positively and significantly associated with internationalization performance. Internationalization performance is more significantly and positively associated with the interactions of tangible technological resource and intangible technological resource than those resources respectively. The implication for the findings in the paper is that cutting edge technological capability of software new ventures can be more closely associated with internationalization performance if those resources are fully utilized or leveraged by intangible resources acquired by cooperation with local networks and created through technological reputation of new ventures.

The Relationship of Organizational Culture, Human resource management Practices and Organizational Performance at a General Hospital. (일개 병원의 조직문화와 인적자원관리 활동 및 조직성과에 관한 연구)

  • Kim, Yong-Soon;Park, Jin-Hee;Kim, Young-Bae
    • Korea Journal of Hospital Management
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    • v.9 no.1
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    • pp.95-114
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    • 2004
  • The purpose of this study was to identify the relationship between organizational culture based on the competing values approach, human resource management practices and organizational performance at a hospital. Participants were 138 employee in a general hospital. Data were collected during May, 2003 using four structured instruments. The data were analyzed using Chi-square test, One-way ANOVA, $scheff{\acute{e}}$ test and Cluster analysis. Three clusters were derived from cluster analysis. The first cluster consisted of cultures which were mixed developmental, consensual, hierarchial and rational culture equivalently. The second cluster consisted of the weak cultures, which was lower score than other clusters. The third cluster consisted of strong comprehensive cultures, which had higher score than other clusters. In the three clusters, hierarchial and rational culture were superior. The difference between human resource management practices and organizational commitment in organizational performance according to organizational culture clusters was found to be statistically significant. The cluster which had strong comprehensive cultures, in contrast to other clusters, more significantly affects on human resource management practices and organizational commitment. However, the strength of organizational culture does not have a significant effect on customer oriented service performance in organizational performance. These results showed that types of organizational culture were significantly related to human resource management practices and organizational commitment, and understanding the existing culture is essential to develop the organization of hospitals.

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A Study on the Effects of SEMs R&D Capabilities and Resource Allocation Capabilities on Product Performance (중소제조기업의 연구개발역량과 자원배분역량이 제품성과에 미치는 영향)

  • Jong-Seo Jung;Young-Wook Seo
    • Industry Promotion Research
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    • v.8 no.1
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    • pp.69-82
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    • 2023
  • This study verified the effect of R&D capabilities and resource allocation capabilities on technology commercialization capabilities and the effect of technology commercialization capabilities on product performance. The effect of technology commercialization capability was verified by using commercialization speed, market scope, and technology breadth as variables. A survey was conducted for employees of SMEs companies, and the model and hypotheses of the study were verified using SPSS 25 and Smart PLS 3.0. It was confirmed that R&D capabilities and resource allocation capabilities had a significant effect on technology commercialization capabilities, and technology commercialization capabilities had a significant effect on the company's product performance. Through the results of this study, strengthening a company's R&D capabilities and resource distribution capabilities from a resource-based perspective expands technology commercialization capabilities such as commercialization speed, market scope, and technology breadth, and strengthening technology commercialization capabilities affects product performance of a company. It is meaningful in providing implications for the commercialization performance of companies by revealing the impact.