• 제목/요약/키워드: Background monitoring

검색결과 806건 처리시간 0.026초

Discrimination model using denoising autoencoder-based majority vote classification for reducing false alarm rate

  • Heonyong Lee;Kyungtak Yu;Shiu Kim
    • Nuclear Engineering and Technology
    • /
    • 제55권10호
    • /
    • pp.3716-3724
    • /
    • 2023
  • Loose parts monitoring and detecting alarm type in real Nuclear Power Plant have challenges such as background noise, insufficient alarm data, and difficulty of distinction between alarm data that occur during start and stop. Although many signal processing methods and alarm determination algorithms have been developed, it is not easy to determine valid alarm and extract the meaning data from alarm signal including background noise. To address these issues, this paper proposes a denoising autoencoder-based majority vote classification. Training and test data are prepared by acquiring alarm data from real NPP and simulation facility for data augmentation, and noisy data is reproduced by adding Gaussian noise. Using DAEs with 3, 5, 7, and 9 layers, features are extracted for each model and classified into neural networks. Finally, the results obtained from each DAE are classified by majority voting. Also, through comparison with other methods, the accuracy and the false alarm rate are compared, and the excellence of the proposed method is confirmed.

산지에서의 환경보전형 농업을 위한 토양의 질 평가 -모니터링 시스템의 구축과 기초자료의 수집- (Soil quality Assessment for Environmentally Sound Agriculture in the Mountainous Soils - Installation of Monitoring System and Background Data Collection -)

  • 최중대;김정제;정진철
    • 한국농공학회지
    • /
    • 제39권2호
    • /
    • pp.113-123
    • /
    • 1997
  • This study was initiated to build runoff plots, install soil and water quality monitoring systems and collect background data from the plots and neighboring soils as the 1st year study of a 5 year project to assess soil quality and develop the management practices for environmentally sound agriculture in mountainous soils. Eleven $3{\times}15m$ runoff plots and monitoring systems were installed at a field of National Alpine Agricultural Experiment Station to monitor soil quality and discharge of nonpoint source pollutants. Corn and potato were cultivated under different fertilizer, tillage and residue cover treatments. The soil has a single-layered cluster structure that has a relatively good hydrologic properties and can adsorb a large amount of nutrient. Concentrations of T-N, $NH_4$-N, and $NO_3$-N of surface soil sampled in the winter were relatively high. Runoff quality in the winter and thawing season in the spring was largely dependent on surface freezing, snow accumulation, temperature, surface thawing depth and so on. Runoff during the thawing season caused serious soil erosion but runoff quality during the winter was relatively good. Serious wind erosion from unprotected fields after the fall harvest were obserbed and best management practices to reduce the erosion need to be developed.

  • PDF

대구지역 PM10 오염 관리를 위한 시간적 및 공간적 오염 특성 평가 (Evaluation of Temporal and Spatial PM10 Characteristics for Pollution Management in Daegu area)

  • 조완근;권기동
    • 한국환경과학회지
    • /
    • 제13권1호
    • /
    • pp.27-36
    • /
    • 2004
  • Present study analyzed the temporal and spatial characteristics of PM10 pollution in Metropolitan Daegu area based on air pollution monitoring station data and measurements of PM10 concentrations in background area in order to provide essential data for efficient PM10 pollution management. The significant variation of spatial and temporal PM10 concentrations in Daegu area was observed during the study years. The highest maximum PM10 concentration(332 $\mu\textrm{g}$/㎥), average concentration(88 $\mu\textrm{g}$/㎥) and frequency exceeding PM10 daily standard(150 $\mu\textrm{g}$/㎥) were all observed in Namsandong located near a major roadway. The hourly and weekly variations of PM10 concentrations had different pattern for the measurement sites. The monthly and seasonal concentrations exhibited a notable characteristic: the maximum concentration was obtained in spring season, most likely due to Yellow sand effects. Furthermore, this temporal variation of PM10 pollution varied with study site. Meanwhile, the PM10 values measured at the monitoring site, Manchondong, were comparable with those of a control site. The average PM10 concentration ranged from 23 $\mu\textrm{g}$/㎥ to 115 $\mu\textrm{g}$/㎥ with a mean value of 53 $\mu\textrm{g}$/㎥ in the former site and from 22 $\mu\textrm{g}$/㎥ to 91 $\mu\textrm{g}$/㎥ with a mean value of 45 $\mu\textrm{g}$/㎥ in the latter site.

Optimization of In-vivo Monitoring Program for Radiation Emergency Response

  • Ha, Wi-Ho;Kim, Jong Kyung
    • Journal of Radiation Protection and Research
    • /
    • 제41권4호
    • /
    • pp.333-338
    • /
    • 2016
  • Background: In case of radiation emergencies, internal exposure monitoring for the members of public will be required to confirm internal contamination of each individual. In-vivo monitoring technique using portable gamma spectrometer can be easily applied for internal exposure monitoring in the vicinity of the on-site area. Materials and Methods: In this study, minimum detectable doses (MDDs) for $^{134}Cs$, $^{137}Cs$, and $^{131}I$ were calculated adjusting minimum detectable activities (MDAs) from 50 to 1,000 Bq to find out the optimal in-vivo counting condition. DCAL software was used to derive retention fraction of Cs and I isotopes in the whole body and thyroid, respectively. A minimum detect-able level was determined to set committed effective dose of 0.1 mSv for emergency response. Results and Discussion: We found that MDDs at each MDA increased along with the elapsed time. 1,000 Bq for $^{134}Cs$ and $^{137}Cs$, and 100 Bq for $^{131}I$ were suggested as optimal MDAs to provide in-vivo monitoring service in case of radiation emergencies. Conclusion: In-vivo monitoring program for emergency response should be designed to achieve the optimal MDA suggested from the present work. We expect that a reduction of counting time compared with routine monitoring program can achieve the high throughput system in case of radiation emergencies.

Effects of Self-Checked Monitoring Home Exercises on Gait, Balance, Strength, and Activities of Daily Living in People with Parkinson's Disease

  • Lim, Chaegil
    • 국제물리치료학회지
    • /
    • 제11권1호
    • /
    • pp.1940-1949
    • /
    • 2020
  • Background: Self-checked monitoring home exercises are recommended for preventing falls among people with Parkinson's disease. However, as these home exercises are performed autonomously by patients without professional management, their accuracy and efficiency can be compromised. Objective: To investigate the effects of providing regular training sessions to patients and caregivers and of patient self-monitoring of exercise performance following the implementation of a self-checked monitoring exercise program for people with Parkinson's disease. Design: Randomized Pretest-Posttest Control Group Design. Methods: We provided regular self-checked monitoring home exercise and general home exercise programs to 30 participants for 12 weeks. Once a month at the first, fifth, and ninth-week sessions, a rehabilitation team attended the Parkinson's group education. In addition to the subject in the experimental group perform the home exercises program to provide feedback regarding the home exercises program and to carry out a self-monitoring checklist performance for 12 weeks. Results: The 10 m walk test, functional reach test, and sit to stand test and the modified Barthel index significantly improved in the self-checked monitoring home exercise group. Conclusion: These results suggest that self-checked home exercise programs, which facilitate safety and consistent performance of exercises at home, are beneficial for people with Parkinson's disease.

핵심 객체 추출에 기반한 비주거 시설의 화재불꽃 추출에 관한 기초 연구 (A Basic Study on the Fire Flame Extraction of Non-Residential Facilities Based on Core Object Extraction)

  • 박창민
    • 디지털산업정보학회논문지
    • /
    • 제13권4호
    • /
    • pp.71-79
    • /
    • 2017
  • Recently, Fire watching and dangerous substances monitoring system has been being developed to enhance various fire related security. It is generally assumed that fire flame extraction plays a very important role on this monitoring system. In this study, we propose the fire flame extraction method of Non-Residential Facilities based on core object extraction in image. A core object is defined as a comparatively large object at center of the image. First of all, an input image and its decreased resolution image are segmented. Segmented regions are classified as the outer or the inner region. The outer region is adjacent to boundaries of the image and the rest is not. Then core object regions and core background regions are selected from the inner region and the outer region, respectively. Core object regions are the representative regions for the object and are selected by using the information about the region size and location. Each inner region is classified into foreground or background region by comparing its values of a color histogram intersection of the inner region against the core object region and the core background region. Finally, the extracted core object region is determined as fire flame object in the image. Through experiments, we find that to provide a basic measures can respond effectively and quickly to fire in non-residential facilities.

산림 활엽수 지역의 강우유출수 유출특성 및 EMC 산정 (Determination of EMC and Washoff Characteristics of Stormwater Runoff from Broad-Leaved Forest Areas)

  • 강창국;이소영;조안;이재운;김이형
    • 환경영향평가
    • /
    • 제18권6호
    • /
    • pp.393-399
    • /
    • 2009
  • The water of rivers and lakes are affecting by point and nonpoint source pollutions. The point source pollution can be controlled by establishing the treatment plants. However, nonpoint source pollution by various human activities is not easy to be controlled because it is difficult to determine the exits of the water flow and have many exit points. Due to contribution of nonpoint source pollution, the achievement ratio of water quality in rivers and lakes is not high. TMDL is the outstanding water quality control policy because all of the pollutant loadings from the watershed area are counting on the input loads. Our aqua-ecosystem has self-purification process by biological, physical and ecological processes. The self-purification process can remove the pollutant load from background concentrations. Usually forest area is main source of background concentrations. In Korea, about 70% of the national boundary area consists of mountains. This study is conducting as part of long-term monitoring to determine the Event Mean Concentration during a storm. The monitoring was performed on a broad-leaved tree area.

IoT기반 원격환자모니터링을 위한 생체신호 측정 알고리즘 설계 및 구현 (Design and Implementation of Biological Signal Measurement Algorithm for Remote Patient Monitoring based on IoT)

  • 정애란;유용민;이상준
    • 예술인문사회 융합 멀티미디어 논문지
    • /
    • 제8권6호
    • /
    • pp.957-966
    • /
    • 2018
  • 최근 들어 고령화 및 1인 가구 증가로 인해 IoT기반 원격환자모니터링에 대한 요구가 증대되고 있다. 본 논문에서는 원격환자모니터링을 위한 다중의 IR-UWB레이더를 이용한 비접촉식 생체신호측정시스템을 제안하였다. 기존에는 생체신호처리를 위해 배경차분알고리즘을 적용하였으나, 전압노이즈, 계단현상 등의 에러 발생을 없애고자 다중 배경차분 알고리즘을 적용하였다. 다중배경차분알고리즘은 이전 클러터와 현재 클러터의 변화량을 계산하여 신호를 추출하며, 본 연구에서는 SVD알고리즘을 이용하였다. 개선된 다중배경차분알고리즘을 생체신호측정에 응용하여 고속 푸리에 변환을 통해 호흡수를 계산하였다. 제안한 IR-UWB레이더를 이용한 시스템 및 다중배경차분알고리즘의 검증을 위해 호흡수 측정을 진행하였다. Neulog사의 부착형 공기압착식 호흡측정기를 대조군으로 실험한 결과 97.36%의 정밀도를 확보함으로서 본 연구의 타당성을 검증하였다. 구현된 알고리즘은 기존의 접촉식 웨어러블 방식의 불편함을 개선하였다.