• Title/Summary/Keyword: 건강성능지표

Search Result 14, Processing Time 0.034 seconds

Performance Evaluation between Models for Smoker Classification Based on Health Examination Data (건강검진 데이터 기반 흡연자 분류를 위한 모형별 성능 분석)

  • Yun, Jisun;Yu, Heonchang
    • Proceedings of the Korea Information Processing Society Conference
    • /
    • 2018.10a
    • /
    • pp.648-651
    • /
    • 2018
  • 흡연여부를 감별하는 지표가 있지만 반감기 등 여러 가지 요인에 따라 결과가 변한다는 단점이 있다. 그렇기 때문에 흡연여부 감별 시 외부요인에 영향을 덜 받는 지표가 필요하게 되었다. 그래서 흡연 여부 감별하는데 적합한 모형을 찾아 외부요인에 영향이 적은 지표를 개발에 도움이 될 것을 기대하며 연구를 진행하였다. 실험은 국민건강보험공단에서 제공한 건강검진정보데이터를 기반으로, SVM, Logistic Regression, KNN 등의 머신러닝 모델을 이용하여 흡연 여부를 감별하는 것을 진행한다. 이 실험은 속성에 따른 모형의 성능변화와 학습데이터 수에 따른 모형의 성능변화에 대한 2가지 측면에서 모델의 성능을 측정하였다. 모델의 평가는 정확도(accuracy), 정밀도(precision), 재현율(recall), 조화 평균(f1-score)으로 진행하였으며, 약 70퍼센트 정도의 정확도와, 60퍼센트 대의 재현율을 보인다. 실험 결과, SVM이 속성에 따른 모형의 성능 변화 실험에서는 63%의 재현율, 학습데이터 수에 따른 성능 변화 실험에서는 68%의 재현율을 보여, 흡연자 판별에 가장 좋은 성능을 보였다. 또한 재현율을 기준으로 실험 차수별로 가장 좋은 성능을 보인 모델과 가장 저조한 성능을 보인 모델의 차이를 비교한 결과, '속성에 따른 모형의 성능 변화 실험'에서는 최고 36%의 차이를 보였으며, '학습데이터 수에 따른 성능 변화 실험'에서 최고 42%의 차이를 보여 주었다. 이에 판별을 위한 속성도 중요하지만, 적합한 모형 선택 또한 중요하다는 것을 확인하였다.

A Study on the Evaluation Indicators of Healthy Housing Quality of Multi-Family Housing (공동주택의 건강성능 평가지표 개발에 관한 연구)

  • Cho, Sung-Heui;Kang, Na-Na
    • Journal of the Korean housing association
    • /
    • v.22 no.1
    • /
    • pp.43-55
    • /
    • 2011
  • The purpose this study is to develop indicators that measure the healthy housing condition of multi-family housing. The major findings are as follow: first, healthy housing was defined by physical, mental, social, and management aspects and proposed the conceptual model of hierarchy structure of evaluation of healthy housing by literature reviews. Second, evaluating items were selected based on literature reviews of existing indicators and preceding studies about both domestic and overseas multi-family housing. The evaluating indicators were identified as a total of 87 evaluating items which were composed of four dimensions and 16 attributes on the basis of the conceptual model. They cover comprehensive scope of the multi-family housing such as unit, building, complex, and site. Third, as the measurement, the 5-point ordinal scale measure was suggested. The evaluating measurement including measure standards, measure methods, and measure contents were developed by each evaluating items. Lastly, the weighting of evaluating indicators was developed by AHP method conducted by survey of an expert group. Items were identified as high contributors or low contributors. The weighting of these items could suggest several evaluations according to the situation. The level of healthy housing condition may be evaluated by both total evaluation and a specific field of evaluation.

Study on Analysis of Performance to Surrogate modeling Method for Battery State Estimation (리튬이온 배터리 상태 추정을 위한 근사모델링 방법과 그 성능 분석을 통한 수명 예측에 대한 연구)

  • Kang, Deokhun;Lee, Pyeng-Yeon;Jang, Shinwoo;Kim, Jonghoon
    • Proceedings of the KIPE Conference
    • /
    • 2019.11a
    • /
    • pp.206-207
    • /
    • 2019
  • 리튬이온 배터리의 상태를 모니터링 하는 방법에 있어서, 대표적으로 배터리의 충전 상태(SOC)와 배터리의 건강 상태(SOH)를 추정하여 상태 지표로 사용된다. 본 연구에서는 리튬 이온 배터리의 상태 지표를 위한 용량 정보의 추정을 데이터 기반의 근사 모델을 이용하여 수행하였다. 다양한 근사 모델링 방법을 적용하여 추정되는 용량 정보를 비교하고, 모델링 방법에 따른 용량 추정 성능을 확인하였다. 또한, 이를 바탕으로 리튬이온 배터리의 용량을 예측하고 예측 성능을 분석하였다. 본 연구를 통하여 근사모델을 이용하는 경우, 리튬이온 배터리의 용량 추정은 물론 예측을 수행하는 방법으로서의 활용 가능성을 확인하였으며, 또한 제안하는 방법을 이용하여 보유하고 있는 모니터링 데이터를 활용하여 리튬이온 배터리의 성능을 평가하는데 있어 효과적으로 활용될 수 있을 것으로 판단된다.

  • PDF

Schematic Sustainability Assessment Model in Residential Area Using Residential Performance Management System (RPMS) (거주성능관리시스템(RPMS)을 이용한 주거지 지속가능성 평가모형 연구)

  • Lee, Hee-Won;Lee, Sang-Hyun;Kim, Young-Suk
    • Journal of the Korea Academia-Industrial cooperation Society
    • /
    • v.12 no.4
    • /
    • pp.1954-1961
    • /
    • 2011
  • The concept of sustainability in residential area is closely related to the notion of amenity, livability, health and interchangeably used with the terms of urban growth management, urban regeneration, new urbanism, urban village movement, compact development, smart growth and the quality of residential environment. Residential Performance Management System (RPMS This system is developed granted by 'Korea Institute of Construction & Transportation Technology Evaluation and Planning' (KICTEP) during 2005-2008.)is a kind of decision making supportive program developed for the evaluation and assessment of various urban performances. It can be utilized for various purposes by many of urban related expert like planner, manager, etc. This study investigate the schematic model for the applying the indicators of quality of residential environment developed by SDI (Seoul Development Institute) using RPMS.

Review of Assessing Soil Quality Criteria for Environmentally-Sound Agricultural Practics and Future Use (환경적으로 안전한 농업과 미래용도를 위한 토질 기준 평가 검토)

  • Doug Young Chung
    • Journal of Korea Soil Environment Society
    • /
    • v.3 no.2
    • /
    • pp.127-145
    • /
    • 1998
  • Unlike water or air quality standards that have been established by legislation using potential human health impact as the primary criterion, soil quality depends on the soils primary function and its relevant environmental factors, which is much more site- and soil specific. A properly characterized soil quality assessment system should serve as an indicator of the soil capacity to produce safe and nutritious food, to enhance human and animal health, and to overcome degrative processes. For our proposed example, a high quality soil with regard to maintaining an adequate soil productivity as a food production resources must accommodate soil and water properties, food chain, sustainability and utilization, environment, and profitability, that (i) facilitate water transfer and absorption, (ii) sustain plant growth, (iii) resist physical degradation of soil, (iv) produce a safe food resources, (v) cost-effective agricultural management. Possible soil quality indicators are identified at several levels within the framework for each of these functions. Each indicator is assigned a priority or weight that reflects its relative importance using a multi-objective approach based on principles of systems to be considered. To do this, individual scoring system is differentiated by the several levels from low to very high category or point scoring ranging from 0 to 10, And then weights are multiplied and products are summed to provide an overall soil quality rating based on several physical and chemical indicators. Tlne framework and procedure in developing the soil quality assessment are determined by using information collected from an alternative and conventional farm practices in the regions. The use of an expanded framework for assessing effects of other processes, management practices, or policy issues on soil quality is also considered. To develop one possible form for a soil quality index, we should permit coupling the soil characteristics with assessment system based on soil properties and incoming and resident chemicals. The purpose of this paper is to discuss approaches to defining and assessing soil quality and to suggest the factors to be considered.

  • PDF

YOLOv5-based Chimney Detection Using High Resolution Remote Sensing Images (고해상도 원격탐사 영상을 이용한 YOLOv5기반 굴뚝 탐지)

  • Yoon, Young-Woong;Jung, Hyung-Sup;Lee, Won-Jin
    • Korean Journal of Remote Sensing
    • /
    • v.38 no.6_2
    • /
    • pp.1677-1689
    • /
    • 2022
  • Air pollution is social issue that has long-term and short-term harmful effect on the health of animals, plants, and environments. Chimneys are the primary source of air pollutants that pollute the atmosphere, so their location and type must be detected and monitored. Power plants and industrial complexes where chimneys emit air pollutants, are much less accessible and have a large site, making direct monitoring cost-inefficient and time-inefficient. As a result, research on detecting chimneys using remote sensing data has recently been conducted. In this study, YOLOv5-based chimney detection model was generated using BUAA-FFPP60 open dataset create for power plants in Hebei Province, Tianjin, and Beijing, China. To improve the detection model's performance, data split and data augmentation techniques were used, and a training strategy was developed for optimal model generation. The model's performance was confirmed using various indicators such as precision and recall, and the model's performance was finally evaluated by comparing it to existing studies using the same dataset.

Implementation of the ECG Monitoring System for Home Health Care Using Wiener Filtering Method (Wiener Filtering 기법을 적용한 홈헬스케어용 심전도 신호 모니터링 시스템 구현)

  • Jeong, Do-Un;Kim, Se-Jin
    • Journal of the Institute of Convergence Signal Processing
    • /
    • v.9 no.2
    • /
    • pp.104-111
    • /
    • 2008
  • The ECG is biomedical electrical signal occurring on the surface of the body due to the contraction and relaxation of the heart. This signal represents an extremely important measure for health monitoring, as it provides vital information about a patient's cardiac condition and general health. ECG signals are contaminated with high frequency noise such as power line interference, muscle artifact and low frequency nose such as motion artifact. But it is difficult to filter nose from ECG signal, and errors resulting from filtering can distort a ECG signal. The present study implemented a small-size and low-power ECG measurement system that can remove motion artifact for convenient health monitoring during daily life. The implemented ECG monitoring system consists of ECG amplifier, a low power microprocessor, bluetooth module and monitoring program. Amplifier was designed and implemented using low power instrumentation amplifier, and microprocessor was interfaced to the ECG amplifier to collect the data, process, store and feed to a transmitter. And bluetooth module used to wirelessly transmit and receive the vital sign data from the microprocessor to an PC at the receiving site. In order to evaluate the performance of the implemented system, we assessed motion artifact rejection performance in each situation with artificially set condition using adaptive filter.

  • PDF

A Hair Density Measuring Scheme Using Smartphone (스마트폰을 이용한 모발 밀도 측정 기법)

  • Kim, Woogeol;Kim, Hyungjun;Rew, Jehyeok;Hwang, Eenjun
    • Proceedings of the Korea Information Processing Society Conference
    • /
    • 2015.10a
    • /
    • pp.1416-1419
    • /
    • 2015
  • 최근 건강에 대한 일반인들의 관심이 증가하면서 스마트 헬스케어 시장 규모가 기하급수적으로 커지고 있다. 특히 탈모 관련 헬스케어 시장의 경우, 국내 탈모 인구의 증가로 인해 탈모의 예방이나 관리 등 탈모 관련 어플리케이션이 빠르게 등장하고 있다. 모발 밀도는 탈모의 정도를 판단하기 위한 가장 기본적인 모발 특징 중 하나이지만, 모발의 밀도를 측정하기 위한 명확한 영상처리 기법이나 소프트웨어의 개발은 여전히 미진한 상태이다. 이에 본 논문에서는 스마트폰에 탈부착이 가능한 포터블 카메라에서 촬영된 두피 모발 현미경 영상에서 모발의 밀도를 측정하고 이를 기반으로 사용자 중심의 탈모 진단 플랫폼을 구축하고자 한다. 모발 밀도의 측정은 Contrast Stretching과 Morphology Processing을 이용한 전처리, 스켈레톤 이미지의 변환, 그리고 라인 끝점 검색 알고리즘의 적용 등 크게 세 단계로 진행된다. 제안하는 기법의 성능 평가를 위해, 50배율 포터블 카메라로 촬영한 두피 영상 30개에 대해 밀도 측정을 수행하였으며 그 결과 92.88%의 정확도를 얻었다. 결과적으로 제안하는 기법은 단순 두피 현미경 영상으로 탈모의 지표가 될 수 있는 모발 밀도를 측정하는 데 충분히 효과적임을 알 수 있다.

Comparison of The Importance of Evaluation Items for Landscape Performance and Sustainability Using Analytic Network Process (ANP) (ANP기법을 이용한 조경성능 및 친환경 평가항목 중요도 비교)

  • Ryu, Myeung-Ji;Lee, Hyung-Sook
    • Journal of the Korean Institute of Landscape Architecture
    • /
    • v.47 no.6
    • /
    • pp.45-52
    • /
    • 2019
  • As international criteria and standards are required in the fields of design and construction, landscape performance must also be considered not only for the value of the landscape but also for providing quality assurance and sustainability. Given the lack of research on landscape performance, the present research was purposed to analyze the importance of potential assessment categories and items using an analytical network process. A list of assessment items, which is composed of 20 items and 6 categories, was derived through a literature review and a preliminary survey of 11 landscape professionals. An ANP model was established and a survey was conducted among 30 landscape practitioners to determine the weight of priorities considering the criteria. The results of ANP showed that the categories of site selection, preservation and health, and convenience had high priorities while materials had the lowest importance score. For the assessment items, a monitoring plan was the highest importance, followed by cultural/ historic preservation, management cost reduction, and natural ground areas. Despite the difficulties in quantifying landscape achievements, most respondents agreed that there needs to be an evaluation system for landscape performance in order to assure the quality and sustainability of landscape development. More research and discussion are needed to develop an assessment system for landscape performance that is applicable to Korean context.

Extraction Method of Geometry Information for Effective Analysis in Tongue Diagnosis (설진 유효 분석을 위한 혀의 기하정보 추출 방법)

  • Eun, Sung-Jong;Kim, Jae-Seung;Kim, Keun-Ho;WhangBo, Taeg-Keun
    • The Journal of the Korea Contents Association
    • /
    • v.11 no.12
    • /
    • pp.522-532
    • /
    • 2011
  • In Oriental medicine, the status of a tongue is the important indicator to diagnose the condition of internal organs in a body. A tongue diagnosis is not only convenient but also non-invasive, and therefore widely used in Oriental medicine. But tongue diagnosis has some problems that should be objective and standardized, it also exhaust the diagnosis tool that can help for oriental medicine doctor's decision-making. In this paper, to solve the this problem we propose a method that calculates the tongue geometry information for effective tongue diagnosis analysis. Our method is to extract the tongue region for using improved snake algorithm, and calculates the geometry information by using convex hull and In-painting. In experiment, our method has stable performance as 7.2% by tooth plate and 8.5% by crack in region difference ratio.