• 제목/요약/키워드: $PM_{10}$ and $PM_{2.5}$ concentration

검색결과 2,035건 처리시간 0.044초

Predicting PM2.5 Concentrations Using Artificial Neural Networks and Markov Chain, a Case Study Karaj City

  • Asadollahfardi, Gholamreza;Zangooei, Hossein;Aria, Shiva Homayoun
    • Asian Journal of Atmospheric Environment
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    • 제10권2호
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    • pp.67-79
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    • 2016
  • The forecasting of air pollution is an important and popular topic in environmental engineering. Due to health impacts caused by unacceptable particulate matter (PM) levels, it has become one of the greatest concerns in metropolitan cities like Karaj City in Iran. In this study, the concentration of $PM_{2.5}$ was predicted by applying a multilayer percepteron (MLP) neural network, a radial basis function (RBF) neural network and a Markov chain model. Two months of hourly data including temperature, NO, $NO_2$, $NO_x$, CO, $SO_2$ and $PM_{10}$ were used as inputs to the artificial neural networks. From 1,488 data, 1,300 of data was used to train the models and the rest of the data were applied to test the models. The results of using artificial neural networks indicated that the models performed well in predicting $PM_{2.5}$ concentrations. The application of a Markov chain described the probable occurrences of unhealthy hours. The MLP neural network with two hidden layers including 19 neurons in the first layer and 16 neurons in the second layer provided the best results. The coefficient of determination ($R^2$), Index of Agreement (IA) and Efficiency (E) between the observed and the predicted data using an MLP neural network were 0.92, 0.93 and 0.981, respectively. In the MLP neural network, the MBE was 0.0546 which indicates the adequacy of the model. In the RBF neural network, increasing the number of neurons to 1,488 caused the RMSE to decline from 7.88 to 0.00 and caused $R^2$ to reach 0.93. In the Markov chain model the absolute error was 0.014 which indicated an acceptable accuracy and precision. We concluded the probability of occurrence state duration and transition of $PM_{2.5}$ pollution is predictable using a Markov chain method.

PM 관측을 위한 스파르탄 시스템 (Introducing SPARTAN Instrument System for PM Analysis)

  • 엄수진;박상서;김준;이서영;조예슬;이승재
    • 대기
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    • 제33권3호
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    • pp.319-330
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    • 2023
  • As the need for PM type observation increases, Surface Particulate Matter Network (SPARTAN), PM samplers analyzes aerosol samples for PM mass concentration and chemical composition, were recently installed at two sites: Yonsei University at Seoul and Ulsan Institute of Science and Technology (UNIST) at Ulsan. These SPARTAN filter samplers and nephelometers provide the PM2.5 mass concentration and chemical speciation data with aerosol type information. We introduced the overall information and installation of SPARTAN at the field site in this study. After installation and observation, both Seoul and Ulsan sites showed a similar time series pattern with the daily PM2.5 mass concentration of SPARTAN and the data of Airkorea. In particular, in the case of high concentrations of fine particles, daily average value of PM2.5 was relatively well-matched. During the Yonsei University observation period, high concentrations were displayed in the order of sulfate, black carbon (BC), ammonium, and calcium ions on most measurement days. The case in which the concentration of nitrate ions showed significant value was confirmed as the period during which the fine dust alert was issued. From the data analysis, SPARTAN data can be analyzed in conjunction with the existing urban monitoring network, and it is expected to have a synergetic effect in the research field. Additionally, the possibility of being analyzed with optical data such as AERONET is presented. In addition, the method of installing and operating SPARTAN has been described in detail, which is expected to help set the stage for the observation system in the future.

졸복, Takifugu pardalis 정액의 성상과 정자 운동성 (Milt Property and Sperm Motility of Panther Puffer, Takifugu pardalis)

  • 고강희
    • 한국어류학회지
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    • 제19권2호
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    • pp.168-172
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    • 2007
  • 졸복의 정액의 물리화학적 성상과 정자운동성에 관한 기초자료를 얻었다. 졸복 정액의 평균농도, pH 및 삼투질농도는 각각 $12.1{\pm}3.2{\times}10^9/mL$, $8.2{\pm}0.3$, $385.5{\pm}12.5mOsm/kg$ 였다. 정자는 정장의 삼투질농도($385.5{\pm}12.5mOsm/kg$)에 비해서 저장 또는 등장의 삼투질농도에서는 운동성이 억제된 반면, 장장에 비해 고장삼투질농도에서 정자의 운동이 개시되어 삼투질농도가 증가함에 따라 활발한 운동성을 보였다.

안산·시흥 산업단지 지역 PM2.5 중 이온, 탄소, 원소성분의 특성 연구 (A Study on the Characteristics of Ion, Carbon, and Elemental Components in PM2.5 at Industrial Complexes in Ansan and Siheung)

  • 이혜원;이승현;전정인;이정일;이철민
    • 한국환경보건학회지
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    • 제48권2호
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    • pp.66-74
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    • 2022
  • Background: The health effects of particulate matter (PM2.5) bonded with various harmful chemicals differ based on their composition, so investigating and managing their concentrations and composition is vital for long-term management. As industrial complexes emit considerable quantities of pollutants, higher PM2.5 concentrations and chemical component effects are expected than in other places. Objectives: We investigated the concentration distribution ratios of PM2.5 chemical components to provide basic data to inform future major emissions control and PM2.5 reduction measures in industrial complexes. Methods: We monitored five sites near the Ansan and Siheung industrial complexes from August 2020 to July 2021. Samples were collected and analyzed twice per week in spring/winter and once per week in summer/autumn according to the National Institute of Environmental Research in the Ministry of Environments' Air Pollution Monitoring Network Installation and Operation Guidelines. We investigated and compared composition ratios of 29 ions, carbon, and elemental components in PM2.5. Results: The analysis of PM2.5 components at the five sites revealed that ion components accounted for the greatest total mass at approximately 50% while carbon components and elemental components contributed 23~28% and 8~10%, respectively. Among the ionic components, NO3- occupies the greatest proportion. OC occupies the greatest proportion of the carbon components and sulphur occupies the greatest proportion of elemental components. Conclusions: This study investigated the concentration distribution ratios of PM2.5 chemical components in industrial complexes. We believe these results provide basic chemical component concentration ratio data for establishing future air management policies and plans for the Ansan and Siheung industrial complexes.

오미자 추출액을 이용한 젤리 제조에 관한 연구 (A Study on Making Jelly with Omija Extract)

  • 김정은;전희정
    • 한국식품조리과학회지
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    • 제6권3호통권12호
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    • pp.17-24
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    • 1990
  • 1. The major components of Omija were found as moisture (16.12%) crude fat (10.5%) crude protein (8.66%) crude ash (3.47%) reducing sugar (5.32%). 2. Omija jelly receipe were summarized as follow; (1) 5% of gelatin concentration was shown to be the most desirable. (2) 15% of sugar concentration was shown to be the most desirable. (3) 12, 15, 18 hrs. of extract time was not significantly different in Omija extract. (4) It was the most desirable for 30g of Omija to boil during 30 minutes in boiling Omija extract. 3. Result of Omija jelly by Instron that Hardness, Adhesiveness, Gumminess tend to increase as the addition level of gelatin concentration increased but Cohesiveness was changed irregularly. 4. Hardness Adhesiveness tend to increase as the addition level of increase as the addition level of sugar concentration increased but Cohesiveness Gumminess was not significant difference. 5. Hardness, Adhesiveness tend to increase as the addition level of extract time increased, but Cohesiveness, Gumminess was not significant difference. 6. Color value of Omija jelly (gelatin 5%, sugar 15%, 18hr. extract) was shown $x=7.94{\pm}0.047,\;y=4.24{\pm}0.047,\;z=6.34{\pm}0.067$ in Omija extract and Omija jelly (gelatin 5%, sugar 15%, Omija 50g, 30 minutes boiling) was shown $x=7.76{\pm}0.038,\;y=3.88{\pm}0.02,\;z=6.12{\pm}0.021$ in boiling Omija extract. 7. Appearance of Omija jelly had significant relationship with Cohesiveness by gelatin concentration and texture of Omija jelly had significant relationship with Adhesiveness by gelatin concentration. 8. Appearance of Omija jelly had significant relationship with Cohesiveness and texture of Omija jelly had significant relationship with Gumminess by boiling Omija extract.

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강원지방유우의 번식장해 발생실태 및 혈액학치에 관한 조사연구 II. 번식장해유우의 혈액학치에 관하여 (Studies on the Occurrence of Reproductive Disorder and Hematological Values of Dairy Cattle being raised in Kangweon District II. Hematology of Infertile Holstein Cows)

  • 고광두;김정익;김현기
    • 한국가축번식학회지
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    • 제12권3호
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    • pp.156-161
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    • 1988
  • Holstein cows being raised in the Kangweon district were examined on the values of hematology in infertile cows. The results obtained were as follows; 1. Erythrocyte count was 6.23$\pm$1.49$\times$106/㎣ 2. Hemoglobin was 10.6$\pm$2.00g/100ml 3. Hematocrit was 29.68$\pm$3.27ml/100ml 4. Mean corpuscular volume was 49.4$\pm$12.1$\mu$3 5. Mean corpuscular hemoglobin was 17.3$\pm$3.73pg 6. Mean corpuscular hemoglobin concentration was 35.7$\pm$6.37% 7. Thrombocytes were 324.06$\pm$88.11$\times$103/㎣ 8. Total leukocytes was 8.70$\pm$2.23$\times$103/㎣ 9. Neutrophils, lymphocytes, monicytes, eosiniohils and basophis were 34.44$\pm$6.39, 53.82$\pm$5.84, 2.17$\pm$2.18, 9.10$\pm$3.85 and 0.50$\pm$1.80%, respectively.

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국내공정시험기준과 ISO 방법을 이용한 고정오염원 미세먼지 (PM10, PM2.5) 측정 방법 및 입경분율 비교: 석탄화력발전소, 석유정제시설 중심으로 (Comparison of Measurement Methods and Size Fraction of Fine Particles (PM10, PM2.5) from Stationary Emission Source Using Korean Standard and ISO: Coal Power Plant and Refinery)

  • 윤종상;한세현;정용원;전기준
    • 한국대기환경학회지
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    • 제33권4호
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    • pp.342-350
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    • 2017
  • We report mass concentration and size fraction of TPM, $PM_{10}$ and $PM_{2.5}$ according to Korea standard test method (ES 01301.1 and ES 01317.1) and ISO 23210 methods. Particulate matters were sampled in large stationary emission sources such as a coal power plant and B-C oil refinery. The Korea standard test method PM mass concentrations showed 3~3.5 times larger than the cascade impactor method. On the other hand, the size fraction results showed less than 5% difference (i.e. $PM_{2.5}/PM_{10}$) between two methods. Moreover, the correlation coefficient ($r^2$) is 0.84 between TPM results of the Korea standard test method and CleanSYS. These results suggested not only improvement of current test criteria in terms of technical and theoretical aspects. Further, additional measurements are required in various large stationary sources to compare current field data.

STZ-당뇨 흰쥐에서 규칙적인 Treadmill운동이 골격근 제 4 형 당수송체에 미치는 영향 (Effects of Regular Treadmill Running on GLUT4 Protein of Skeletal Muscle in STZ-diabetic Rats)

  • 김종연;배형일;박소영;김용운;이석강
    • Journal of Yeungnam Medical Science
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    • 제15권2호
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    • pp.341-349
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    • 1998
  • STZ-당뇨 흰쥐에서 규칙적인 treadmill운동이 당 및 지질대사와 골격근 제 4 형 당수송체에 미치는 영향을 연구한 본 논문의 결과를 요약하면 다음과 같다. 규칙적인 운동시작시와 4주간 운동후의 체중증가는 정상군에 비하여 당뇨-대조군은 정상군의 72%수준으로 증가의 정도가 작았으나 운동에 의하여 정상군의 92% 수준으로 회복되었다. 혈장 포도당(mg/dl)은 정상군의 $103{\pm}6.4$에 비하여 당뇨-대조군은 $143{\pm}3.1$로 증가하였으나 운동에 의하여 $115{\pm}2.9$로 낮아졌다. 혈장 인슐린(${\mu}U/ml$)은 정상군의 $19{\pm}4.9$에 비하여 당뇨-대조군 및 당뇨-운동군에서 각각 $8{\pm}2.0$$9{\pm}2.1$로 낮았다. 혈장 유리지방산(${\mu}Eq/l$)은 정상군의 $469{\pm}33.6$에 비하여 당뇨-대조군 및 당뇨-운동군은 각각 $491{\pm}69.5$$398{\pm}91.8$로 각군간의 유의한 차이가 없었다. 혈장 중성지방(mg/dl)은 대조군의 $42{\pm}4.1$에 비하여 당뇨-대조군은 $58{\pm}7.2$로 높았으며 당뇨-운동군은 $47{\pm}5.4$로 운동에 의하여 개선되는 양상을 보였다. 혈장 총콜레스테롤(mg/dl)은 정상군의 $54{\pm}3.9$에 비하여 당뇨-대조군은 $64{\pm}5.2$로 다소 높았으나 통계적인 유의성은 없었으나 운동에 의하여 $43{\pm}3.2$로 정상군보다 오히려 감소하였다. HDL-콜레스테롤(mg/dl)은 정상군의 $22{\pm}0.8$에 비하여 당뇨-대조군 및 당뇨-운동군은 각각 $23{\pm}1.9$$24{\pm}1.3$으로 차이가 없었다. 골격근 당원 (mg/gm wet weight)은 족척근에서 정상군의 $3.2{\pm}0.46$에 비하여 당뇨-대조군은 $2.6{\pm}0.39$(정상군의 81%), 당뇨-운동군은 $2.4{\pm}0.47$(정상군의 75%)로 각각 낮았다. 체중에 대한 가자미근 무게 비 (x $10^{-4}$)는 정상군의 $4.58{\pm}0.259$에 비하여 당뇨-대조군은 $4.22{\pm}0.301$(정상군의 92%)로 낮았으나 당뇨-운동군은 $5.06{\pm}0.153$(정상군의 110%)으로 정상군보다도 오히려 높았다. 골격근 제 4 형 당수송체 단백은 가자미근에서 정상군에 비하여 당뇨-대조군에서 낮았으나 운동에 의하여 정상수준으로 회복되었다. 이상의 결과로 미루어 보아 규칙적인 트레드밀 운동은 당뇨유도에 의해 악화된 혈장 포도당과 중성지방, 총콜레스테롤을 개선시키는 작용을 가지며 혈장 포도당 개선 기전의 하나로서 운동이 당뇨유도에 의해 감소된 골격근 당수송체의 양을 증가시키는 것으로 사료된다.

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