• 제목/요약/키워드: Decision Cost

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데이터마이닝 기법을 이용한 건강보험공단의 수술 통계량 근사치 추정 -허니아 수술을 중심으로- (Estimation of a Nationwide Statistics of Hernia Operation Applying Data Mining Technique to the National Health Insurance Database)

  • 강성홍;서숙경;양영자;이애경;배종면
    • Journal of Preventive Medicine and Public Health
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    • 제39권5호
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    • pp.433-437
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    • 2006
  • Objectives: The aim of this study is to develop a methodology for estimating a nationwide statistic for hernia operations with using the claim database of the Korea Health Insurance Cooperation (KHIC). Methods: According to the insurance claim procedures, the claim database was divided into the electronic data interchange database (EDI_DB) and the sheet database (Paper_DB). Although the EDI_DB has operation and management codes showing the facts and kinds of operations, the Paper_DB doesn't. Using the hernia matched management code in the EDI_DB, the cases of hernia surgery were extracted. For drawing the potential cases from the Paper_DB, which doesn't have the code, the predictive model was developed using the data mining technique called SEMMA. The claim sheets of the cases that showed a predictive probability of an operation over the threshold, as was decided by the ROC curve, were identified in order to get the positive predictive value as an index of usefulness for the predictive model. Results: Of the claim databases in 2004, 14,386 cases had hernia related management codes with using the EDI system. For fitting the models with applying the data mining technique, logistic regression was chosen rather than the neural network method or the decision tree method. From the Paper_DB, 1,019 cases were extracted as potential cases. Direct review of the sheets of the extracted cases showed that the positive predictive value was 95.3%. Conclusions: The results suggested that applying the data mining technique to the claim database in the KHIC for estimating the nationwide surgical statistics would be useful from the aspect of execution and cost-effectiveness.

준설물질 유효활용 및 처분을 위한 평가에 있어 생체지표 활용의 재고 (Significance of Biomarkers in the Assessment of Dredged Materials for Beneficial Reuses and Disposal)

  • 원은지;최진영;김경련
    • 환경영향평가
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    • 제25권6호
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    • pp.466-476
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    • 2016
  • 준설은 수저퇴적물을 관리하는 데에 있어 유용한 공법 중 하나로 수심유지, 수환경관리 등 다양한 목적으로 사용되며 준설사업에서 발생되는 수저준설물질(주로 토사 성분)은 임의로 폐기물로 간주되어 폐기물 배출해역에 투기되어왔다. 그러나 준설물질은 여러 목적의 토목사업의 재료로 사용할 수 있기 때문에 준설물질을 자원화할 수 있도록 제도적으로 보장해 줄 필요성이 대두되고 있다. 최근 퇴적물을 평가하는 데에 있어 기존의 오염물질 함량 기준이 생물 영향과 직접 연관되지 않는 한계를 극복하기 위해 생체지표 연구가 수행되고 있다. 생체지표는 오염물질의 노출과 영향을 진단하는 지표로서 다양한 연구에 유용하게 사용될 수 있다. 본 논문에서는 퇴적물의 위해성 평가에 있어 생체지표를 활용하는 것이 가지는 장점을 보여주고 생체지표를 활용한 해양퇴적물의 오염 및 건강성 그리고 준설물질의 처리와 유효활용을 위한 의사결정에 있어 그 유용성을 보여주고자 한다.

효율적인 주파수 변조된 초음파 파형 발생을 위한 최적화된 시그마 델타 변조 기법 (Optimized Sigma-Delta Modulation Methodology for an Effective FM Waveform Generation in the Ultrasound System)

  • 김학현;한호산;송태경
    • 대한의용생체공학회:의공학회지
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    • 제28권3호
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    • pp.429-440
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    • 2007
  • A coded excitation has been studied to improve the performance for ultrasound imaging in term of SNR, imaging frame rate, contrast to tissue ratio, and so forth. However, it requires a complicated arbitrary waveform transmitter for each active channel that is typically composed of a multi-bit Digital-to-Analog Converter (DAC) and a linear power amplifier (LPA). Not only does the LPA increase the cost and size of a transmitter block, but it consumes much power, increasing the system complexity further and causing a heating-up problem. This paper proposes an optimized 1.5bit fourth order sigma-delta modulation technique applicable to design an efficient arbitrary waveform generator with greatly reduced power dissipation and hardware. The proposed SDM can provide a required SQNR with a low over-sampling ratio of 4. To this end, the loop coefficients are optimized to minimize the quantization noise power in signal band while maintaining system stability. In addition, the decision level for the 1.5 bit quantizer is optimized for a given input waveform, which results in the SQNR improvement of more than 5dB. Computer simulation results show that the SQNR of a FM(frequency modulated) signal generated by using the proposed method is about 26dB, and the peak side-lobe level (PSL) of its compressed waveform on receive is -48dB.

'72국제해상충돌방지규칙을 고려한 충돌위험도 결정 시스템 (Collision risk considering the international regulations for preventing collisions at sea, 1972)

  • 강일권;김형석;김민석;김정창;이아름
    • 수산해양기술연구
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    • 제45권2호
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    • pp.106-113
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    • 2009
  • For the safety and cost reduction in the navigation, the automatic and intelligent system has been developed for the vessel, and the most important factor in the system is to decide the collision risk exactly. In this paper, we propose an advanced collision risk decision system for collision avoidance of the system. The conventional researches using DCPA and TCPA for calculating the collision risk have a problem to produce a same collision risk regardless of bearings for the ships, if they are located in the same distance from own ship. To solve this problem, in addition to DCPA and TCPA, we introduce the factor of VCD(variation of compass degree) and constant, CR which derived from COLREG'72(International Regulation for Preventing Collision at Sea, 1972) for evaluating the collision risk including even the burden of own ship navigator due to the encountering angle of each vessels. We decided the collision risk legally by the rule considering the relative situation of vessels. And therefore, the proposed system has two advantages, of which one is to produce more detail collision risk and another is to reflect the real underway situation in conformity with the rule.

네트워크 외부효과를 고려한 두 단계 공급체인에서의 신기술 도입과 확산속도에 대한 연구 : 구매자-공급자간 관계 요인에 대한 모형 (Adoption and Diffusion Speed of New Technology with Network Externality in a Two-level Supply Chain : An Approach to Relative Factors in Buyer-Supplier Relationships)

  • 최대헌
    • 한국경영과학회지
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    • 제38권3호
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    • pp.51-70
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    • 2013
  • This paper develops a model to predict the adoption and level of usage of network technology in a two-level supply chain with buyer-supplier relationships. A firm's adoption of a new technology depends not only on its own beliefs of the new technology's costs and benefits, but also on the adoption decisions of other firms in the supply chain. A model first analyzes an individual supplier's decision about a new technology adoption considering with multiple suppliers and buyers. Individual suppliers' decisions are aggregated with a population model to project how new technology diffuses across the supply chain and examine the pattern of diffusion process. This study found that as more firms adopt in initial periods, the total amount of information to the potential adopters in the population increases, and then the number of firms persuaded by the information increases as the process moves up the distribution of adoption process. We consider three factors influencing the diffusion speed of the new technology in a supply chain network : mean benefits, cost sharing, and information provision. This study examines how such factors affect the reduction of threshold levels, which implies that reductions in threshold levels have an aggregate effect by accelerating the rate of adoption. In particular, we explore relationship factors available in practice in a buyer-supplier relationship and numerically examines how these relationship factors contribute to increase the diffusion speed of the technology in a two-level supply chain.

시뮬레이션 기반의 지상지연 프로그램 적용방안에 관한 연구 - 제주국제공항을 사례로 - (A Study on Simulation-based Method for Implementation of Ground Delay Program for Jeju International Airport)

  • 이영종;조지은;백호종
    • 한국항공운항학회지
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    • 제23권1호
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    • pp.41-48
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    • 2015
  • Being a cost-efficient solution for alleviating the traffic congestion in airspace, Air Traffic Flow Management (ATFM) has drawn more attentions from not only air traffic controllers but also researchers in the field of Air Traffic Management (ATM). Among other ATFM initiatives, it is believed that Ground Delay Program (GDP) could be effectively applied to reduce the congestion particularly in the relatively small airspace with dense traffic demand. This paper introduces a novel way that suggests flights to be delayed on the departing airports together with amount of the delays (in time) for those flights to be delayed. Adopting a fast-time simulation for predicting airspace delay of each flight for a given flight plan, the method is designed to iteratively and incrementally adjust the departure times in the plan towards reducing total airspace delays. Applying the method to Jeju airport with a hypothetically high demand, the paper demonstrates the airspace delay could be significantly reduced by applying GDP at Gimpo airport where more than 60% of Juju-bound flights departure. Although the simulation model needs to be calibrated and validated for the real-world application, the results clearly shows that the approach can possibly implemented as a tool for preparing the daily plan at the pre-tactical stage defined in the ICAO ATFM manual.

강도함수 특성에 근거한 소프트웨어 최적 방출시기에 관한 비교 연구 (The Comparative Study of Software Optimal Release Time Based on Intensity Function property)

  • 김희철;박형근
    • 한국산학기술학회논문지
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    • 제11권4호
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    • pp.1239-1247
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    • 2010
  • 본 연구에서는 소프트웨어 제품을 개발하여 테스팅을 거친 후 사용자에게 인도하는 시기를 결정하는 방출문제에 대하여 연구되었다. 인도시기에 관한 모형은 무한 고장수에 의존하는 비동질적인 포아송 과정을 적용하였다. 이러한 포아송 과정은 소프트웨어의 결함을 제거하거나 수정 작업 중에도 새로운 결함이 발생될 가능성을 반영하는 모형이다. 강도함수는 여러 수명 분포들을 적합시키는데 효율적인 특성을 가진 콤페르쯔, 파레토, 로그-로지스틱 패턴을 이용하였다. 따라서 소프트웨어 요구 신뢰도를 만족시키고 소프트웨어 개발 및 유지 총비용을 최소화 시키는 방출시간이 최적 소프트웨어 방출 정책이 된다. 본 논문의 수치적인 예에서는 고장 간격 시간 자료를 적용하고 모수추정 방법은 최우추정법과 추세분석을 통하여 자료의 효율성을 입증한 후 최적 방출시기를 추정하였다.

Technology Readiness Level Assignment to Industrial Plant System Life Cycle

  • Salim, Shelly;Jo, Raehyeok;Lee, Taekyeong;Lee, Joongyoon
    • 시스템엔지니어링학술지
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    • 제11권2호
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    • pp.1-11
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    • 2015
  • During the industrial plant system life cycle, required technologies are developed and assessed to analyze their performance, risks and costs. The assessment is called technology readiness assessment (TRA) and the measure of readiness is called technology readiness level (TRL). The TRL consists of 9 levels and through the TRL assessment, the technology to be developed and its components are assigned to their appropriate TRL. TRL assessment should be performed in each life cycle stages to monitor the technology readiness and analyze the potential risks and costs. However, even though the concept of TRL has been largely adopted by numerous organizations and industry, direct and clear assignment of target TRL for each life cycle stage has been overlooked. Direct mapping/assignment of target TRL for each life cycle has benefits as follow: (1) the technical risks condition of each life cycle stage can be better understood, (2) cost incurred if the technology development is failed can be analyzed in each life cycle stage, and (3) more effective decision making because the technology readiness achievement for each life cycle stages is agreed beforehand. In this paper, we propose a steel-making plant system life cycle and TRL assignment to each of the system life cycle stage. By directly assigning target TRL for each life cycle stages, we look forward to a more coordinated (in terms of exit criteria) and highly effective (in terms of technical risks identification and eventually prevent project failure) technology development and assessment processes.

유비쿼터스 센서 네트웍을 이용한 겨울철 도로기상정보 시스템 (A Winter Road Weather Information System Using Ubiquitous Sensor Network)

  • 윤근영;김남호;최황규;정도영;최신형;김기택
    • 한국멀티미디어학회논문지
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    • 제14권3호
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    • pp.392-402
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    • 2011
  • 겨울철 강설 및 도로결빙으로 인하여 불편함 뿐만 아니라 예상치 못한 사고를 당할 위험성이 있어 이에 대한 적절한 대책이 필요하다. 산간지역의 급경사도로 등에 도로조건을 감지하는 시스템이 설치되고 있지만 비용이 고가이기 때문에 많은 지역에 설치하고 있지 못하는 실정이다. 본 논문에서는 강설과 결빙 등 겨울철 도로기상정보를 체계적으로 수집하는 도로기상정보 수집시스템을 제안하였다. 디지털 온도센서, 적외선 온도센서, 초음파 센서 및 CMOS 카메라와 구동모터를 사용하여 센서 등 멀티미디어 데이터를 수집하고 측정한 데이터를 유비쿼터스 센서 네트웍(USN)을 이용하여 서버에 전송하기 위해 두 가지 타입의 제어통신보드를 구성하였다. 서버프로그램의 구성과 수집된 데이터를 이용하여 상황을 판단하는 방안을 함께 제시하였으며, 구성된 시스템의 성능을 실험을 통해 도로에서의 적용가능성을 확인하였다.

전슬관절치환술을 위한 3차원 영역기반 영상정합 기술 (Region-Based 3D Image Registration Technique for TKR)

  • 기재홍;서덕찬;박흥석;윤인찬;이문규;유선국;최귀원
    • 대한의용생체공학회:의공학회지
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    • 제27권6호
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    • pp.392-401
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    • 2006
  • Image Guided Surgery (IGS) system which has variously tried in medical engineering fields is able to give a surgeon objective information of operation process like decision making and surgical planning. This information is displayed through 3D images which are acquired from image modalities like CT and MRI for pre-operation. The technique of image registration is necessary to construct IGS system. Image registration means that 3D model and the object operated by a surgeon are matched on the common frame. Major techniques of registration in IGS system have been used by recognizing fiducial markers placed on the object. However, this method has been criticized due to additional trauma, its invasive protocol inserting fiducial markers in patient's bone and generating noise data when 2D slice images are acquired by image modality because many markers are made of metal. Therefore, this paper developed shape-based registration technique to improve the limitation of fiducial marker based IGS system. Iterative Closest Points (ICP) algorithm was used to match corresponding points and quaternion based rotation and translation transformation using closed form solution applied to find the optimized cost function of transformation. we assumed that this algorithm were used in Total Knee replacement (TKR) operation. Accordingly, we have developed region-based 3D registration technique based on anatomical landmarks and this registration algorithm was evaluated in a femur model. It was found that region-based algorithm can improve the accuracy in 3D registration.