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A comparative Study of ARIMA and Neural Network Model;Case study in Korea Corporate Bond Yields

  • Kim, Steven H.;Noh, Hyunju
    • Proceedings of the Korean Operations and Management Science Society Conference
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    • 1996.10a
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    • pp.19-22
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    • 1996
  • A traditional approach to the prediction of economic and financial variables takes the form of statistical models to summarize past observations and to project them into the envisioned future. Over the past decade, an increasing number of organizations has turned to the use of neural networks. To date, however, many spheres of interest still lack a systematic evaluation of the statistical and neural approaches. One of these lies in the prediction of corporate bond yields for Korea. This paper reports on a comparative evaluation of ARIMA models and neural networks in the context of interest rate prediction. An additional experiment relates to an integration of the two methods. More specifically, the statistical model serves as a filter by providing estimtes which are then used as input into the neural network models.

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The Development Option for Korea Air Defense Identification Zone(KADIZ) (한국방공식별구역(KADIZ) 발전방안)

  • Kim, Dongsoo;Hong, Sungpyo;Chong, Mangseok
    • Journal of Aerospace System Engineering
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    • v.10 no.1
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    • pp.127-132
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    • 2016
  • Recently, China & Japan have expanded their responding ADIZ(Air Defence Identification Zone) to implement each Government's maritime policy and to project their Air Power in preparation for maritime provocation & contingency, especially over the piled area where East Asia countries have claimed to have maritime jurisdiction one another. So this is to guide the Development Option for Korea Air Defence Identification Zone to cope with the maritime intentions of the neighboring countries, considering the international law for ADIZ, the maritime policy and the maritime sovereign & jurisdiction area of the Republic of Korea, etc.

Application of Artificial Neural Networks for Prediction of the Strength Properties of CSG Materials

  • Lim, Jeongyeul;Kim, Kiyoung;Moon, Hongduk;Jin, Guangri
    • Journal of the Korean GEO-environmental Society
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    • v.19 no.5
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    • pp.13-22
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    • 2018
  • The number of researches on the mechanical properties of cemented sand and gravel (CSG) materials and the application of the CSG Dam has been increased. In order to explain the technical scheme of strength prediction model about the artificial neural network, we obtained the sample data by orthogonal test using the PVA (Polyvinyl alcohol) fiber, different amount of cementing materials and age, and established the efficient evaluation and prediction system. Combined with the analysis about the importance of influence factors, the prediction accuracy was above 95%. This provides the scientific theory for the further application of CSG, and will also be the foundation to apply the artificial neural network theory further in water conservancy project for the future.

Classification of Induction Machine Faults using Time Frequency Representation and Particle Swarm Optimization

  • Medoued, A.;Lebaroud, A.;Laifa, A.;Sayad, D.
    • Journal of Electrical Engineering and Technology
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    • v.9 no.1
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    • pp.170-177
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    • 2014
  • This paper presents a new method of classification of the induction machine faults using Time Frequency Representation, Particle Swarm Optimization and artificial neural network. The essence of the feature extraction is to project from faulty machine to a low size signal time-frequency representation (TFR), which is deliberately designed for maximizing the separability between classes, a distinct TFR is designed for each class. The feature vectors size is optimized using Particle Swarm Optimization method (PSO). The classifier is designed using an artificial neural network. This method allows an accurate classification independently of load level. The introduction of the PSO in the classification procedure has given good results using the reduced size of the feature vectors obtained by the optimization process. These results are validated on a 5.5-kW induction motor test bench.

Customer Requirements Elicitation based on Social Network Service

  • Lee, Yoon-Kyu;Kim, Neung-Hoe;Kim, Do-Hoon;Lee, Dong-Hyun;In, Hoh Peter
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.5 no.10
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    • pp.1733-1750
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    • 2011
  • In the early stages of a software project, it is critical to understand the needs of the customers and elicit their customer requirements. Various requirements elicitation methods have been proposed. However, existing methods still have the limitations such as a limited number of target customers, limited expression of customers' opinions, and difficulty in collecting the customers' opinions continuously. A novel method for eliciting customer requirements is proposed by utilizing a social network service (SNS), which is a shared source of raw information of the customers' needs and opinions. The proposed method is validated to show its effectiveness in overcoming the limitations of existing methods.

Implementation Options and Economics of Phased UMTS Deployment

  • Grillo, Davide;Montagna, Maurizio;Alfano, Franco;Colombo, Antonio;Ricci, Simone
    • Journal of Communications and Networks
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    • v.4 no.4
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    • pp.282-291
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    • 2002
  • 3GPP (Third Generation Partnership Project) is defining UMTS (Universal Mobile Telecommunication System) releases which span the transition from GSM/UMTS coexistence to All-IP UMTS networks. The deployment of an UMTS network depends, in the first place, on the intended service offerings and the release an operator chooses to start service with. Other key decisions in-fluencing UMTS deployment relate to the timing of the functional enhancements and capacity increases along the economic life of the network. This paper gives an overview on the architectural and technical options for UMTS deployment. It also outlines the methodology underlying the business plan aimed at estimating the returns from investments in the UMTS infrastructure, thus helping to tune operators’ strategies for UMTS deployment.

Harmonization, Mobility Management, and Fixed-Mobile Convergence: Studies in the ITU-T Special Study Group on

  • Delmond, Frederic;Kim, Young-Kyun;Pandya, Raj;Pettitt, Bruce;Samou, Jean-Claude
    • Journal of Communications and Networks
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    • v.4 no.4
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    • pp.314-320
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    • 2002
  • The various sectors of the International Telecommunication Union (ITU) have been addressing the evolution of thirdgeneration and future wireless systems in the context of a comprehensive International Mobile Telecommunications 2000 (IMT-2000) project, and within the ITU’s Telecommunication Standardization Sector (ITU-T) a Special Study Group on “IMT-2000 and Beyond” has been established to address the network aspects of these emerging wireless systems. The Special Study Group (SSG) is playing a global role in this general area, in which a number of regional standards development organizations and a variety of industry forums are also active. This paper provides background information on the SSG and describes the SSG’s ongoing work addressing medium-term issues relating to convergence of fixed and mobile systems and the harmonization of evolving IMT-2000 systems. The paper also addresses related mobility management aspects.

데이터통신 컴퓨터망과 IMF에 대한 고찰

  • 조정완
    • 전기의세계
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    • v.23 no.6
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    • pp.41-46
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    • 1974
  • 근간 컴퓨터를 이용한 자료통신(Data Communication)과 컴퓨터들을 서로 연결하여 각기 갖고 있는 정보(Information)를 나누어 쓸 수 있는 컴퓨터망(Computer Network)에 관한 기술이 많이 개발되고 있다. 현재 우리나라에서는 컴퓨터망이 아직 형성되어 있지만 아니하나 멀리 떨어진 곳에서 원격단말장치(Reomote terminal)로써 컴퓨터와 자료통신할 수 있는 Terminal Network는 외환은행과 한국과학기술연구소(KIST)에서 구성하여 이용하고 있다. 또 한국과학원(KAIST)과 KIST에서 미니컴퓨터를 이용한 컴퓨터망에 대한 연구가 부분적으로 행해지고 있으며 행정의 EDPS화와 함께 행정 컴퓨터망에 관한 연구도 진행되고 있는것으로 알고 있다. 필자는 다음에 컴퓨터망의 형성의 필요성과 문제점을 분석 검토하고, 미국에서 이 분야의 개척자적인 역할을 한 ARPA(Advanced Research Project Agency)가 만든 ARPA 컴퓨터망에 대하여 소개하고 이 Network에서 채택하고 있는 IMP교환시스템의 Hardware의 구조와 Software의 기능에 대하여 고찰하고자 한다.

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A Study on the Collaboration Design System Operation and Component Using the Network in Architectural Design (건축계획에서 네트워크 구축을 통한 공동설계의 운영과 구성에 관한 연구)

  • 조성오
    • Korean Institute of Interior Design Journal
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    • no.18
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    • pp.9-15
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    • 1999
  • Computers and internet have the potential to radically development. But, computer is a just tool by itself. This study is control implement in a way that exploits the capacity of network of processors to execute many tasks concurrently in architectural desigv. The collaboration design system constituted integrated CAD (computer-aided design) system at the base of standardization database environment network and world wide web (WWW). Collaboration design management system is composed of Project Management, Part Management, Process Management , and Appraisement system. They can provide frameworks for effective coordination and management of design work in accordance with the Collaboration Design Support System operating rule accommodatingly. architectural data can be collaboration design environment accessible through a web browser and located at a server. whenever their work investigated each others. Throughout process, the database acted as an individual design and it made them available in realtime. And they can have quick overview of the work. That way a continuous evaluation of best design was distinctly and highly. In the future, New architectural design methods are collaboration environment could result in productivity and quality.

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Performance Evaluation of SDN Controllers: RYU and POX for WBAN-based Healthcare Applications

  • Lama Alfaify;Nujud Alnajem;Haya Alanzi;Rawan Almutiri;Areej Alotaibi;Nourah Alhazri;Awatif Alqahtani
    • International Journal of Computer Science & Network Security
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    • v.23 no.7
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    • pp.219-230
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    • 2023
  • Wireless Body Area Networks (WBANs) have made it easier for healthcare workers and patients to monitor patients' status continuously in real time. WBANs have complex and diverse network structures; thus, management and control can be challenging. Therefore, considering emerging Software-defined networks (SDN) with WBANs is a promising technology since SDN implements a new network management and design approach. The SDN concept is used in this study to create more adaptable and dynamic network architectures for WBANs. The study focuses on comparing the performance of two SDN controllers, POX and Ryu, using Mininet, an open-source simulation tool, to construct network topologies. The performance of the controllers is evaluated based on bandwidth, throughput, and round-trip time metrics for networks using an OpenFlow switch with sixteen nodes and a controller for each topology. The study finds that the choice of network controller can significantly impact network performance and suggests that monitoring network performance indicators is crucial for optimizing network performance. The project provides valuable insights into the performance of SDN-based WBANs using POX and Ryu controllers and highlights the importance of selecting the appropriate network controller for a given network architecture.