• Title/Summary/Keyword: R programming

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Hadoop and MapReduce (하둡과 맵리듀스)

  • Park, Jeong-Hyeok;Lee, Sang-Yeol;Kang, Da Hyun;Won, Joong-Ho
    • Journal of the Korean Data and Information Science Society
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    • v.24 no.5
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    • pp.1013-1027
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    • 2013
  • As the need for large-scale data analysis is rapidly increasing, Hadoop, or the platform that realizes large-scale data processing, and MapReduce, or the internal computational model of Hadoop, are receiving great attention. This paper reviews the basic concepts of Hadoop and MapReduce necessary for data analysts who are familiar with statistical programming, through examples that combine the R programming language and Hadoop.

Development of a Combinational Evaluation Model for Building An Optimal R&D Project Portfolio (R&D 프로젝트의 최적 포트폴리오 구축을 위한 새로운 평가모형의 개발)

  • Gwon Cheol Sin;Park Jun Ho;Kim Bo Hyeon
    • Proceedings of the Korean Operations and Management Science Society Conference
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    • 2003.05a
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    • pp.972-975
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    • 2003
  • The purpose of this study is to integrate Decision Theory Approach(DTA) and OR Theory Approach(OTA) systemically. and to develop Combination Theory Approach to build an optimal R&D project portfolio by strategies. To Integrate two approaches. Utility theory is introduced. Evaluation Results aye converted into utility values by the utility functions and the values are optimized by 0-1 programming. Scoring method and Integer programming is used to evaluation a correspondence with a goal and to allocation the limiting resources. And utility function is used to reflect the preference of decision makers on the project evaluation.

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Exploring the Possibilities of Operation Data Use for Data-Driven Management in National R&D API Management System (데이터 기반 경영을 위한 국가R&D API관리시스템의 운영 데이터 활용 가능성 탐색)

  • Na, Hye-In;Lee, Jun-Young;Lee, Byeong-Hee;Choi, Kwang-Nam
    • The Journal of the Korea Contents Association
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    • v.20 no.4
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    • pp.14-24
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    • 2020
  • This paper aims to establish an efficient national R&D Application Programming Interface (API) management system for national R&D data-driven management and explore the possibility of using operational data according to the recent global data openness and sharing policy. In accordance with the trend of opening and sharing of national R&D data, we plan to improve management efficiency by analyzing operational data of the national R&D API service. For this purpose, we standardized the parameters for the national R&D APIs that were distributed separately by integrating the individual APIs to build a national R&D API management system. The results of this study revealed that the service call traffic of the national R&D API has shown 554.5% growth in the year as compared to the year 2015 when the measurement started. In addition, this paper also evaluations the possibility of using operational data through data preparation, analysis, and prediction based on service operations management data in the actual operation of national R&D integrated API management system.

An Improved Dynamic Programming Approach to Economic Power Dispatch with Generator Constraints and Transmission Losses

  • Balamurugan, R.;Subramanian, S.
    • Journal of Electrical Engineering and Technology
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    • v.3 no.3
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    • pp.320-330
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    • 2008
  • This paper presents an improved dynamic programming (IDP) approach to solve the economic power dispatch problem including transmission losses in power systems. A detailed mathematical derivation of recursive dynamic programming approach for the economic power dispatch problem with transmission losses is presented. The transmission losses are augmented with the objective function using price factor. The generalized expression for optimal scheduling of thermal generating units derived in this article can be implemented for the solution of the economic power dispatch problem of a large-scale system. Six-unit, fifteen-unit, and forty-unit sample systems with non-linear characteristics of the generator, such as ramp-rate limits and prohibited operating zones are considered to illustrate the effectiveness of the proposed method. The proposed method results have been compared with the results of genetic algorithm and particle swarm optimization methods reported in the literature. Test results show that the proposed IDP approach can obtain a higher quality solution with better performance.

FUZZY NUMBER LINEAR PROGRAMMING: A PROBABILISTIC APPROACH (3)

  • maleki, H.R.;Mashinchi, M.
    • Journal of applied mathematics & informatics
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    • v.15 no.1_2
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    • pp.333-341
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    • 2004
  • In the real world there are many linear programming problems where all decision parameters are fuzzy numbers. Several approaches exist which use different ranking functions for solving these problems. Unfortunately when there exist alternative optimal solutions, usually with different fuzzy value of the objective function for these solutions, these methods can not specify a clear approach for choosing a solution. In this paper we propose a method to remove the above shortcoming in solving fuzzy number linear programming problems using the concept of expectation and variance as ranking functions

LP 모형에 의한 한국 정보산업기술의 R&D 투자규모 결정사례

  • 백관호;이규헌
    • Journal of Technology Innovation
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    • v.4 no.1
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    • pp.27-47
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    • 1996
  • The information technology, such as computer, telecommunication, semi- conductor and software technology, is very crucial to enhance the overall level of industrial technology. The workability of linear programming to decide the R&D investment of information technology has been tested in this paper. The case study of Korea during the year 1995 - 2004 suggests that we should enlarge the total investment volume especially on the software technology.

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Development of Machine Vision System based on PLC (PLC 기반 머신 비전 시스템 개발)

  • Lee, Sang-Back;Park, Tae-Hyoung;Han, Kyung-Sik
    • Journal of Institute of Control, Robotics and Systems
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    • v.20 no.7
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    • pp.741-749
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    • 2014
  • This paper proposes a machine vision module for PLCs (Programmable Logic Controllers). PLC is the industrial controller most widely used in factory automation system. However most of the machine vision systems are based on PC (Personal Computer). The machine vision system embedded in PLC is required to reduce the cost and improve the convenience of implementation. In this paper, we newly propose a machine vision module based on PLC. The image processing libraries are implemented and integrated with the PLC programming tool. In order to interface the libraries with ladder programming, the ladder instruction set was also designed for each vision library. By use of the developed system, PLC users can implement vision systems easily by ladder programming. The developed system was applied to sample inspection system to verify the performance. The experimental results show that the proposed system can reduce the cost of installing as well as increase the ease-of-implementation.

A Multi-period Behavioral Model for Portfolio Selection Problem

  • Pederzoli, G.;Srinivasan, R.
    • Journal of the Korean Operations Research and Management Science Society
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    • v.6 no.2
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    • pp.35-49
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    • 1981
  • This paper is concerned with developing a Multi-period Behavioral Model for the portfolio selection problem. The unique feature of the model is that it treats a number of factors and decision variables considered germane in decision making on an interrelated basis. The formulated problem has the structure of a Chance Constrained programming Model. Then empoloying arguments of Central Limit Theorem and normality assumption the stochastic model is reduced to that of a Non-Linear Programming Model. Finally, a number of interesting properties for the reduced model are established.

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Constrained Integer Multiobjective Linear Fractional Programming Problem

  • Thirwani, Deepa;Arora, S.R.
    • Journal of the Korean Operations Research and Management Science Society
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    • v.21 no.3
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    • pp.227-236
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    • 1996
  • In this paper an algorithm based on cutting plane approach is developed which constructs all the efficient p-tuples of multiobjective integer linear fractional programming problem. The integer solution is constrained to satisfy and h out of n additional constraint sets. A numerical illustration in support of the proposed algorithm is developed.

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Optimal Power Flow with Linear Programming (선형계획법을 이용한 최적조류계산)

  • Jung, G.H.;Baek, Y.S.;Song, K.B.;Chu, J.B.;Won, J.R.
    • Proceedings of the KIEE Conference
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    • 2000.11a
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    • pp.145-148
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    • 2000
  • This paper presents new algorithm which is based on LP(Linear Programming) that guarantee convergence. It is considered to minimize generation cost and load shedding as object function subject to various constraints. The proposed algorithm use sensitivity matrix to re-dispatch generation power, so the total CPU time is saved.

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