• Title/Summary/Keyword: Evaluation Tool Model

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Application of Deep Recurrent Q Network with Dueling Architecture for Optimal Sepsis Treatment Policy

  • Do, Thanh-Cong;Yang, Hyung Jeong;Ho, Ngoc-Huynh
    • Smart Media Journal
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    • v.10 no.2
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    • pp.48-54
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    • 2021
  • Sepsis is one of the leading causes of mortality globally, and it costs billions of dollars annually. However, treating septic patients is currently highly challenging, and more research is needed into a general treatment method for sepsis. Therefore, in this work, we propose a reinforcement learning method for learning the optimal treatment strategies for septic patients. We model the patient physiological time series data as the input for a deep recurrent Q-network that learns reliable treatment policies. We evaluate our model using an off-policy evaluation method, and the experimental results indicate that it outperforms the physicians' policy, reducing patient mortality up to 3.04%. Thus, our model can be used as a tool to reduce patient mortality by supporting clinicians in making dynamic decisions.

A Benchmarking Tool to Assess the Role of the Construction Manager in terms of Project Teamwork Supports

  • Kim, Chan-Kyu
    • Journal of the Korea Institute of Building Construction
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    • v.11 no.2
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    • pp.200-207
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    • 2011
  • Construction management services have been adopted for more than a decade and are continuously growing; however, the advantages of utilizing a construction management service are still not quite clear, regardless of many arguments can be made in their favor. The construction manager, as a coordinator, is supposed to smoothly facilitate the project teamwork in order to deliver a profitable and satisfactory project, not only for the owner's interests but also for the success of all project participants. This study has focused on the teamwork supports a construction manager can provide during project operations. This study developed a benchmarking tool to assess the construction manager's role in terms of its project teamwork supports, by utilizing the evaluation model and several case studies. In addition, this study also attempted to set the industry average and higher performance so that both the owner and the construction manager can self-assess, and more importantly, can improve project operation. The actual implementation of the benchmarking tool into on-going projects can allow the construction manager to understand the current operation and to make a better project process through teamwork.

Scene Generation of CNC Tools Utilizing Instant NGP and Rendering Performance Evaluation (Instant NGP를 활용한 CNC Tool의 장면 생성 및 렌더링 성능 평가)

  • Taeyeong Jung;Youngjun Yoo
    • IEMEK Journal of Embedded Systems and Applications
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    • v.19 no.2
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    • pp.83-90
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    • 2024
  • CNC tools contribute to the production of high-precision and consistent results. However, employing damaged CNC tools or utilizing compromised numerical control can lead to significant issues, including equipment damage, overheating, and system-wide errors. Typically, the assessment of external damage to CNC tools involves capturing a single viewpoint through a camera to evaluate tool wear. This study aims to enhance existing methods by using only a single manually focused Microscope camera to enable comprehensive external analysis from multiple perspectives. Applying the NeRF (Neural Radiance Fields) algorithm to images captured with a single manual focus microscope camera, we construct a 3D rendering system. Through this system, it is possible to generate scenes of areas that cannot be captured even with a fixed camera setup, thereby assisting in the analysis of exterior features. However, the NeRF model requires considerable training time, ranging from several hours to over two days. To overcome these limitations of NeRF, various subsequent models have been developed. Therefore, this study aims to compare and apply the performance of Instant NGP, Mip-NeRF, and DS-NeRF, which have garnered attention following NeRF.

A Development of Program Outcome(PO) Evaluation System of Non-face-to-face Capstone Design (비대면 설계교과목의 학습성과(PO) 평가체계 개발)

  • Lee, Kyu-Nyo;Park, Ki-Moon;Choi, Ji-Eun;Kwon, Youngmi
    • Journal of Engineering Education Research
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    • v.24 no.4
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    • pp.21-29
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    • 2021
  • The objective of this research is to devise a BARS evaluation system as a performance evaluation plan for non-face-to-face capstone design and to verify the validity through the expert FGI as the remote education is highlighted as a new normal standard in the post corona epoch. The conclusion of this research is as follows. First, the non-face-to-face capstone design is a competency centered subject that allows you to develop the engineering and majoring knowledge and its function and attitude, and the achievement of program outcome is the objective competency, and the researcher proposes the BARS method evaluation, one of competency evaluation method, as a new performance evaluation plan. Second, for the evaluation of PO achievement of non-face-to-face capstone design, the researcher deduced 20 behavior identification standard(anchor) of BARS evaluation system, and developed the achievement standard per 4 levels. Third, as the evaluation tool of non-face-to-face capstone design, the presentation data(PPT), presentation video, product such as trial product(model), non-face-to-face class participation video, discussion participating video, team activity report, and result report for the evidential data of BARS evaluation were appeared as proper. Finally, the BARS evaluation plan of non-face-to-face capstone design would be efficiently made through the establishment of evaluation plan, the establishment of grading standard of BARS evaluation scale, the determination of evaluation subject and online BARS evaluation site.

A Case Study on the Evaluation of Environmental Health Status Focused on Multiple Impact and Environmental Justice (다중 영향 및 환경정의를 고려한 지역 환경보건수준 평가 사례연구)

  • Park, Choong-hee;Han, Hye-ji;Lee, Young-mee;Yoo, Si-eun;Jung, Da-young;Chu, Yeon-hee
    • Journal of Environmental Health Sciences
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    • v.46 no.1
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    • pp.22-34
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    • 2020
  • Objectives: Based on the concept of environmental justice, we developed an evaluation model for setting and adopting the direction of environmental health policy using environmental health indicators and statistics from the local governments of Seoul, including environmentally susceptible populations. Methods: We selected a total of 20 variables based on data officially released from national and local governments. After the classification of these variables into the five components of environmental pressure, environmental status, environmental disease, sensitive population, and socioeconomic status, a basic model was constructed to calculate the relative scores of the local governments. Results: The cumulative impact scores for assessment of environmental health status were similar to those of the environmental pressure and status components. The highest five cumulative impact scores fell between 114 and 147. Local government A reported the highest scores and had high environmental pressure, environmental status and socioeconomic status. In addition, the evaluation of the other four local governments indicated that they exhibited above average scores for environmental pressure and environmental status, two did so for environmental disease, and four for sensitive population. Conclusion: We constructed a model to evaluate the environmental health status of the local governments of Seoul based on cumulative impact scores under the concept of environmental justice. As an approach for studying environmentally vulnerable areas through relative ranking, this model was feasible for policy-setting. In addition, this approach would be an analytically useful tool for decision-makers.

Community-Based Participatory Approaches and a Social Ecological Model for School-Based Sex Education (학교 성교육을 위한 지역사회 참여형 접근법과 사회생태학 모델)

  • Yoo, Seung-Hyun
    • The Journal of Korean Society for School & Community Health Education
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    • v.7
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    • pp.19-32
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    • 2006
  • Research supports that participatory strategies are central to the success of school-based sex education. Community-based participatory approaches are increasingly recognized as a central strategy for school-based sex education for their orientation towards participant engagement in program planning, content development, implementation, and evaluation. In combination with the community-based participatory approaches, a social ecological model holds values as a tool for facilitation and planning, and potentially as an evaluation aide for school-based sex education programs. This paper describes core concepts and principles of the community-based participatory research; illustrates a social ecological model organized for school-based sex education based on qualitative evaluation results of an abstinence education program in the United States ; and suggests application strategies of the presented approaches in school-based sex education in Korea.

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The Development and Application of Elementary Mathematics Performance Assessment Model for Student Development (학생성장을 위한 초등수학 수행평가모델의 개발 및 적용)

  • Choi-Koh, Sang Sook;Park, Mangoo;Kang, Kyung Eun;Kim, Hye Young
    • Communications of Mathematical Education
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    • v.29 no.4
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    • pp.625-642
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    • 2015
  • The purpose of this study was to develop and verify the feedback-enhanced performance assessment model through a variety of assessment strategies focused on the development of students. In order to achieve the purpose of this study, we analyzed the achievements of the sixth grade curriculum standards and set the central achievement standards in core competencies. We then established an evaluation plan to take advantage of a variety of methods and develop an assessment tool for process-based evaluation during lessons. We applied this assessment model to 6th grade students while teaching and learning mathematics in the classroom. The result of applying the performance evaluation model showed the improvement of students' reflective thinking ability. Also, some students who was not achieved at the level of 'N' could develop to the level of 'N + 1'. A long term research using various assessment strategies should be continued for effective help of students' mathematical development.

Project Delivery Systems and Project Performance;An Evaluation Model for Public Construction Projects (공공건설사업의 발주방식 선정 및 성과평가 모델)

  • Yu, Il-Han;Kim, Kyung-Rai
    • Proceedings of the Korean Institute Of Construction Engineering and Management
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    • 2007.11a
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    • pp.41-47
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    • 2007
  • The selection of the reasonable project delivery system (PDS) is crucial for a successful performance of a project, which means to achieve project objectives. Furthermore, the project performance has been tightly related to the selection of PDS appropriate to pertinent project characteristics. In this context, the ministry of finance and economy of Korea launched two new project delivery systems called "Best Value Contract (Design-Bid-Build)" and "Bridging Contract (Design-Build)" in October of 2007 by revising enforcement ordinances of "Act on Contracts to Which the State is a Party". For efficient operation of the new project delivery systems, this paper suggested a PDS selection model which supports decision making of the reasonable PDS for a pertinent project by assessing characteristics of the public construction projects, both quantitatively and qualitatively. In addition, a PDS performance evaluation model was proposed in order to get feedback on the result of the PDS selection and the operation for the succeeding project. The standard models suggested in this paper might be used as a tool to support the decision making of the public organizations.

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Structural Reliability Evaluation on Solder Joint of BGA and TSSOP Components under Random Vibration using Reliability and Life Prediction Tool of Sherlock (신뢰성 수명예측 도구 Sherlock을 활용한 랜덤진동에서의 BGA 및 TSSOP 솔더 접합부의 구조 신뢰성 평가)

  • Park, Tae-Yong;Park, Jong-Chan;Park, Hoon;Oh, Hyun-Ung
    • Journal of the Korean Society for Aeronautical & Space Sciences
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    • v.45 no.12
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    • pp.1048-1058
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    • 2017
  • One of the failure mechanism of spaceborne electronics is a fatigue fracture on solder joint under launch random vibration. Thus, a necessity of early diagnosis through the fatigue life evaluation on solder joint arises to prevent such potential risk of failure. The conventional life prediction methods cannot assure the accuracy of life estimation results if the packaging type changes, and also requires much time and effort to construct the analysis model of highly integrated PCB with various packaging types. In this study, we performed life prediction of PCB based on a reliability and life prediction tool of sherlock as a new approach for evaluating the structural reliability on solder joint, and those prediction results were validated by fatigue tests. In addition, we also investigated an influence of solder height on the fatigue life of solder joint. These results indicated that the Sherlock is applicable tool for evaluating the structural reliability of spaceborne electronic.

A Programming Language Learning Model Using Educational Robot (교육용로봇을 이용한 프로그래밍 학습 모형 - 재량활동 및 특기적성 시간에 레고 마인드스톰의 Labview 언어 중심으로 -)

  • Moon, Wae-Shik
    • Journal of The Korean Association of Information Education
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    • v.11 no.2
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    • pp.231-241
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    • 2007
  • With a focus on LabView language to program Lego Mindstoms Robot in afterschool class to help children develop their special ability and aptitude. The purpose of this research was to make proposal for programming learning method using a robot as an algorithm learning tool to improve creative problem solving ability. To do this, robot programming training program in the amount of 30th period and teaching aids thereof were developed, and 6th grade primary school children were taught up to 30th period, then after, they were evaluated accordingly. Results from analysis of evaluation of achievement level with a focus on outcomes according to each period revealed that learners understood most of contents of curriculum. In view of such results from evaluation, it is judged that the curriculum as well as teaching aids that devised and created have been constituted in order that school children will be able to have developed a shared understanding of their learning sufficiently, and to put it into practice easily. Through these hands-on experiences in the course of researches, researcher could have confirmed the possibility of success for robot-programming training class as new creative algorithm learning tool in the primary school curriculum.

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