• 제목/요약/키워드: Process and Resource models

검색결과 142건 처리시간 0.024초

유전 알고리듬을 적용한 지능형 ATP 시스템 개발 (Development of Intelligent ATP System Using Genetic Algorithm)

  • 김태영
    • 지능정보연구
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    • 제16권4호
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    • pp.131-145
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    • 2010
  • ERP, SCM 등과 같은 기업용 정보 시스템을 활용함에 있어, 고객의 문의에 따라 제품 판매 가능 유무와 가능일자를 계산하여 통보해 주는 지능형 ATP 시스템은 전산 정보를 활용하여 고객 만족도를 최대화할 수 있는 유용한 기능이라고 할 수 있다. 그렇지만 공급 사슬 환경에서 ATP 시스템을 적용하려고 할 경우, 고객이 문의해 온 Retailer에게 납품 가능한 모든 분배센터(Distribution Center)와 공장(Plant)의 미래 시점의 재고량 변화와 운송 능력 등을 모두 고려하여야 하므로 계산량이 방대한 NP-Complete 문제가 된다. 따라서 시스템 사용자가 빠른 시간 내에 해를 구하여 고객에게 결과를 알려 줄 수 있는 ATP 시스템의 개발은 공급 사슬 관리를 효과적으로 활용하기 위하여 반드시 필요한 일이라고 할 수 있다. 본 논문에서는 동적 생산 함수의 개념을 이용하여 비 정수 타임 랙을 고려하여 ATP 시스템을 모델링하고, 해당 수리 모형으로부터 효율적으로 해를 얻기 위하여 유전 알고리듬을 개발하였다. 비 정수 타임 랙을 활용한 ATP 시스템은 비 정수 타임 랙을 올림이나 내림을 통하여 정수화 시킨 후 모형 수립하는 기존의 방법보다 정교하게 현실을 반영할 수 있고, ATP 시스템을 위한 유전 알고리듬의 진화 시스템은 문제크기가 작은 것에서부터 큰 것까지 최적해에 매우 근사한 값을 매우 빠른 시간 내에 풀 수 있음을 알 수 있었다.

통계적 3차 모멘트 기반의 목적함수를 이용한 NSRP 모형의 극치강우 재현능력 평가 (Evaluation of extreme rainfall estimation obtained from NSRP model based on the objective function with statistical third moment)

  • 조혜미;김용탁;유재웅;권현한
    • 한국수자원학회논문집
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    • 제55권7호
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    • pp.545-556
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    • 2022
  • 수공구조물 설계 및 수자원 계획에서는 목표연도 이상의 수문기상자료를 활용하는 것이 추천된다. 강우 자료의 확장을 위해 추계학적 강수 모의 모형을 활용하는데, Bartlett-Lewis Rectangular Pulse Modified Model (BLRPM)과 Neyman-Scott Rectangular Pulse Model(NSRPM)이 대표적이다. 이 모형들은 확률분포의 매개변수 조합을 통해 추정되는 통계적 모멘트와 관측값의 통계적 모멘트를 반복 비교하여 최적 매개변수를 추정한다. 그러나 상대적으로 적은 관측값을 이용하여 매개변수를 추정하는 것은 부적절하게 정의된 문제(ill-posed problem)에 해당하며, 최적화 과정에서 매개변수 추정이 어려울 뿐만 아니라, 매개변수의 변동성도 매우 크다. 또한, 일부 연구에서 드러나듯이, 모형 매개변수 추정과정에서 다양한 목적함수를 활용해도 2차 모멘트에 국한되어 있어, 극치 강수량 재현에는 한계가 있다. 따라서 본 연구는 3차 모멘트를 포함한 목적함수를 활용하여 NSRPM 매개변수를 추정하고, 기존 2차 모멘트를 이용한 매개변수 접근방법과 극치강수량 재현 측면에서 비교를 수행하였다. 그 결과, 목적함수의 왜곡도 포함 여부에 따라 1, 2차 모멘트는 큰 차이를 나타내지 않았지만, 극치강우 재현 측면에서는 왜곡도를 포함한 경우가 포함하지 않은 경우보다 개선된 결과를 나타냈다.

다면 AHP 방법론을 활용한 역량 모델링과 국가기술자격제도 개선 방안 도출 (Competency Modeling Using AHP Methodology and Improvement of National Technical Qualification System)

  • 이재열;황승준
    • 산업경영시스템학회지
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    • 제40권4호
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    • pp.191-202
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    • 2017
  • The purpose of this study is to develop an engineer competency model using Analytical Hierarchy Process (AHP) to improve the national technical qualification system. Korea has managed technical human resources at the government level through the operation of a national technical qualification system that certifies engineers with national certificates or technical grades by laws. However, there have been increasing concerns that the government system is separated from global standards and does not reflect an engineer's comprehensive capabilities. For these reasons, the new architecture of the system has been continuously discussed and becomes a major policy issue of the Korean government. For the development of the engineer competency model, domestic and global models were separately structured using 554 valid questionnaires with a consistency ratio (CR) of 0.1 or less. The relative importance of engineer competency factors in a domestic model was career (0.383), qualification (0.253), academic degree (0.195), and job training (0.169) whereas the order in the global model was career (0.308), global ability (0.237), job training (0.175), domestic qualification (0.147), and academic degree (0.134). The results of AHP analysis indicated that the evaluation factors and methods recognized by engineers were different from a current government model focusing on domestic qualifications. There was also perceptual difference in the importance of engineer evaluation factors between groups depending on the type of organizations and markets. This means that it is necessary to reflect the characteristics of organizations and markets when evaluating engineer competency. Based on AHP analysis and literature reviews, this paper discussed how to develop a new engineer competency index (ECI) and presented two effective index models verified by simulation test using 59,721 engineers' information. Lastly, the paper discussed major findings of our empirical research and proposed policy alternatives for the improvement of a national engineer qualification system. The paper contributes to the management of technical human resources since it provides quantitative competency models that are objectively developed by reflecting market recognition and can be effectively used by the policy makers or firms.

Antecedents and Consequences of Innovation and Business Strategy on Performance and Competitive Advantage of SMEs

  • LESTARI, Setyani Dwi;LEON, Farah Margaretha;WIDYASTUTI, Sri;BRABO, Nora Andira;PUTRA, Aditya Halim Perdana Kusuma
    • The Journal of Asian Finance, Economics and Business
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    • 제7권6호
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    • pp.365-378
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    • 2020
  • The study aims to develop concepts originating through empirical research models to build superior competitiveness and optimal performance achievement. Therefore, to bridge these goals, the study addresses several indicators/items as a novelty, namely, entrepreneurship insight factors, market orientation, knowledge-sharing, innovation, managerial capability, product strategy, process and service improvement, resources capability to improve performance and increase competitiveness by empirical model direct, mediating and indirect effect. The total sample in this study is 497 eligible SMEs that partner with go-food in Makassar City. All research samples are the owner or the person in charge of the business; the data collection period is from May to December 2019. Data are collecting using a survey with 64 construct questions, summarized in seven manifest variables. The research method uses quantitative tools, with SMART-PLS as a statistical tool. This study develops sixteen hypotheses; all of the hypotheses are supported both directly, indirectly, and mediated. The study also found that the link based on CCT, RBV, and TAM Theory is the right choice of theories, as the foundation of this study was very reliable and valid. Indeed, all of the grounded methods have implications both in theory and its main application for the business in the online marketplace.

Design of Integrated Management System for Electronic Library Based on SaaS and Web Standard

  • Lee, Jong-Hoon;Min, Byung-Won;Oh, Yong-Sun
    • International Journal of Contents
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    • 제11권1호
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    • pp.41-51
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    • 2015
  • Management systems for electronic library have been developed on the basis of Client/Server or ASP framework in domestic market for a long time. Therefore, both service provider and user suffer from their high cost and effort in management, maintenance, and repairing of software as well as hardware. Recently in addition, mobile devices like smartphone and tablet PC are frequently used as terminal devices to access computers through the Internet or other networks, sophisticatedly customized or personalized interface for n-screen service became more important issue these days. In this paper, we propose a new scheme of integrated management system for electronic library based on SaaS and Web Standard. We design and implement the proposed scheme applying Electronic Cabinet Guidelines for Web Standard and Universal Code System. Hosted application management style and software on demand style service models based on SaaS are basically applied to develop the management system. Moreover, a newly improved concept of duplication check algorithm in a hierarchical evaluation process is presented and a personalized interface based on web standard is applied to implement the system. Algorithms of duplication check for journal, volume/number, and paper are hierarchically presented with their logic flows. Total framework of our development obeys the standard feature of Electronic Cabinet Guidelines offered by Korea government so that we can accomplish standard of application software, quality improvement of total software, and reusability extension. Scope of our development includes core services of library automation system such as acquisition, list-up, loan-and-return, and their related services. We focus on interoperation compatibility between elementary sub-systems throughout complex network and structural features. Reanalyzing and standardizing each part of the system under the concept on the cloud of service, we construct an integrated development environment for generating, test, operation, and maintenance. Finally, performance analyses are performed about resource usability of server, memory amount used, and response time of server etc. As a result of measurements fulfilled over 5 times at different test points and using different data, the average response time is about 62.9 seconds for 100 clients, which takes about 0.629 seconds per client on the average. We can expect this result makes it possible to operate the system in real-time level proof. Resource usability and memory occupation are also good and moderate comparing to the conventional systems. As total verification tests, we present a simple proof to obey Electronic Cabinet Guidelines and a record of TTA authentication test for topics about SaaS maturity, performance, and application program features.

스마트 팩토리 환경에서 클라우드와 학습된 요소 공유 방법 기반의 효율적 엣지 컴퓨팅 설계 (Design of Efficient Edge Computing based on Learning Factors Sharing with Cloud in a Smart Factory Domain)

  • 황지온
    • 한국정보통신학회논문지
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    • 제21권11호
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    • pp.2167-2175
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    • 2017
  • 최근 사물인터넷은 인공지능의 발전, 연결된 기기의 증가와 클라우드 시스템의 높은 성능으로 인해 급격하게 발전하고 있다. 많은 기기와 센서로부터 생산되는 엄청난 양의 데이터들은 지능적 진단, 추천 서비스 뿐 아니라 스마트 관제 서비스와 같이 서비스 영역의 확대를 이끌고 있다. 엣지 컴퓨팅(Edge Computing)에 대한 연구는 높은 성능을 지닌 하드웨어를 바탕으로 작은 또 하나의 서버로써의 역할에 국한되어 연구되고 있다. 그러나 데이터를 분석하고 의미성에 따른 서비스를 구현하기 위해서는 범용적 서버로써의 역할보다는 도메인에 특화된 기능과 요구사항을 지녀야 한다. 스마트 팩토리에서의 엣지는 제한적 필터링, 사전 포맷팅을 포함하는 전처리와 그룹 컨텍스트 융합, 지역적 룰의 관리 등을 필요로 한다. 따라서 본 논문에서는 공장 특성에 맞는 효율성과 강건함 측면을 강조하는 요구사항들을 도출하고, 클라우드와 학습된 요소 공유 방법을 기반으로 하는 엣지 컴퓨팅의 구조를 제안하고자 한다. 이 엣지는 네트워크 자원 소모를 감소시키고 룰과 학습화된 모델의 변경을 쉽게 할 수 있도록 한다.

한의 외래환자분류체계 개선 및 평가 (Revision and Evaluation of Korean Outpatient Groups-Korean Medicine)

  • 류지선;임병묵;이병욱;김창훈;한창호
    • 대한한의학회지
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    • 제35권3호
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    • pp.93-102
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    • 2014
  • Objectives: This study aimed at revising the Korean Out-patient Groups for Korean Medicine (KOPG-OM, version 1.0) based on clinical similarity and resource use, by using the accumulated claims data, and evaluating the validity of the revised classification system. Methods: A clinical specialist panel involving 19 specialists from 8 Korean medicine (KM) specialty areas reviewed the classification tree, diagnosis groups and procedure groups in terms of clinical similarity. Several models of outpatient grouping were formulated, with the validity of each tested based on the $R^2$ coefficient of determination for the treatment costs of all visits. To add age splits, the variances of treatment costs by age groups were also analyzed. These statistical analyses were performed using KM claims data of National Health Insurance from 2010 to 2012. Results: The classification tree designed via panel discussions was used to allocate outpatient cases to 26 diagnosis groups, with cases involving procedures such as acupuncture, moxibustion and cupping, then allocated to 9 procedure groups in each diagnosis group. The cases without procedures were categorized into the visit index - medication group. This process resulted in 298 outpatient groups. The $R^2$ values for treatment costs of all visits ranged from 0.38 to 0.69 depending on the providers' types. Conclusions: The revised model of KOPG-KM has a higher validity for outpatient classification than the current system and can provide better management of the costs of outpatient care in KM.

공간최적화 모델을 활용한 환경계획의 공간화 방안 (Suggestion for Spatialization of Environmental Planning Using Spatial Optimization Model)

  • 윤은주;이동근;허한결;성현찬
    • 한국환경복원기술학회지
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    • 제21권2호
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    • pp.27-38
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    • 2018
  • Environmental planning includes resource allocation and spatial planning process for the conservation and management of environment. Because the spatialization of the environmental planning is not specifically addressed in the relevant statutes, it actually depends on the qualitative methodology such as expert judgement. The results of the qualitative methodology have the advantage that the accumulated knowledge and intuition of the experts can be utilized. However, it is difficult to objectively judge whether it is enough to solve the original problem or whether it is the best of the possible scenarios. Therefore, this study proposed a methodology to quantitatively and objectively spatialize various environmental planning. At first, we suggested a quantitative spatial planning model based on an optimization algorithm. Secondly, we applied this model to two kinds of environmental planning and discussed about the model performance to present the applicability. Since the models were developed based on conceptual study site, there was a limitation in showing possibility of practical use. However, we expected that this study can contribute to the fields related to environmental planning by suggesting flexible and novel methodology.

Feasibility Evaluation of High-Tech New Product Development Projects Using Support Vector Machines

  • 신택수;노전표
    • 한국지능정보시스템학회:학술대회논문집
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    • 한국지능정보시스템학회 2005년도 공동추계학술대회
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    • pp.241-250
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    • 2005
  • New product development (NPD) is defined as the transformation of a market opportunity and a set of assumptions about product technology into a product available for sale. Managers charged with project selection decisions in the NPD process, such as go/no-go choices and specific resource allocation decisions, are faced with a complicated problem. Therefore, the ability to develop new successful products has identifies as a major determinant in sustaining a firm's competitive advantage. The purpose of this study is to develop a new evaluation model for NPD project selection in the high -tech industry using support vector machines (SYM). The evaluation model is developed through two phases. In the first phase, binary (go/no-go) classification prediction model, i.e. SVM for high-tech NPD project selection is developed. In the second phase. using the predicted output value of SVM, feasibility grade is calculated for the final NPD project decision making. In this study, the feasibility grades are also divided as three level grades. We assume that the frequency of NPD project cases is symmetrically determined according to the feasibility grades and misclassification errors are partially minimized by the multiple grades. However, the horizon of grade level can be changed by firms' NPD strategy. Our proposed feasibility grade method is more reasonable in NPD decision problems by considering particularly risk factor of NPD in viewpoints of future NPD success probability. In our empirical study using Korean NPD cases, the SVM significantly outperformed ANN and logistic regression as benchmark models in hit ratio. And the feasibility grades generated from the predicted output value of SVM showed that they can offer a useful guideline for NPD project selection.

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The effect of UV-C irradiation and EDTA on the uptake of Co2+ by antimony oxide in the presence and absence of competing cations Ca2+ and Ni2+

  • Malinen, Leena;Repo, Eveliina;Harjula, Risto;Huittinen, Nina
    • Nuclear Engineering and Technology
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    • 제54권2호
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    • pp.627-636
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    • 2022
  • In nuclear power plants and other nuclear facilities the removal of cobalt from radioactive liquid waste is needed to reduce the radioactivity concentration in effluents. In liquid wastes containing strong organic complexing agents such as EDTA cobalt removal can be problematic due to the high stability of the Co-EDTA complex. In this study, the removal of cobalt from NaNO3 solutions using antimony oxide (Sb2O3) synthesized from potassium hexahydroxoantimonate was investigated in the absence and presence of EDTA. The uptake studies on the ion exchange material were conducted both in the dark (absence of UV-light) and under UV-C irradiation. Ca2+ or Ni2+ were included in the experiments as competing cations to test the selectivity of the ion exchanger. Results show that UV-C irradiation noticeably enhances the cobalt sorption efficiency on the antimony oxide. It was shown that nickel decreased the sorption of cobalt to a higher extent than calcium. Finally, the sorption data collected for Co2+ on antimony oxide was modeled using six different isotherm models. The Sips model was found to be the most suitable model to describe the sorption process. The Dubinin-Radushkevich model was further used to calculate the adsorption energy, which was found to be 6.2 kJ mol-1.