• Title/Summary/Keyword: batch experiment

검색결과 452건 처리시간 0.028초

망간코팅 여재를 이용한 수용액상의 망간 제거연구 (Removal of Manganese(II) from Aqueous Solution Using Manganese Coated Media)

  • 김석준;김원기;이승목;양재규
    • 한국물환경학회지
    • /
    • 제26권3호
    • /
    • pp.454-459
    • /
    • 2010
  • This study investigated the applicability of manganese coated media such as manganese coated sand (MCS), manganese coated sericite (MCSe) and manganese coated starfish material calcined at $550^{\circ}C$ (MCSf) to remove Mn(II) in synthetic wastewater. Manganese coated media prepared at different pH was applied in the treatment of soluble Mn(II) in batch and column experiments at various Mn(II) concentrations. The amount of Mn coated on three different media was approximately 800~1100 mg/kg. From the stability test, negligible dissolution of Mn was observed above pH 3.0. In batch test, more than 40% of Mn(II) was removed by all sand media at various manganese concentrations. In order to see the effect of additional oxidant for the removal of Mn(II), 4 mg/L of hypochlorite was added in Mn(II) solution during column experiment. Breakthrough of Mn(II) was greatly retarded in the presence of hypochlorite in all column reactors packed with different media. Among the manganese coated media, MCSf prepared at pH 4 indicated the highest removal capacity. The removal efficiency of Mn(II) was also increased in the multi-layer system (0.5 g of MCS, MCSe, and MCSf each).

실험실 수준의 반응조 온도가 양돈폐수중 질소, 인의 처리에 미치는 영향 (Effect of Temperature on Treatment of Nitrogen and Phosphorus of Pig Wastewater in Bench Scale Reactor)

  • 박석환
    • 한국환경보건학회지
    • /
    • 제21권1호
    • /
    • pp.86-92
    • /
    • 1995
  • This study was performed to evaluate the effect of temperature on operating parameters for reactor in pig wastewater treatment using sequencing batch reactor method which is one of the biological treatment methods. Study was accomplished by experimental apparatus of bench scale, and the degradation rate coefficient and temperature correction factor were derived. The followings are the conclusions that were derived from this study. 1. In the characteristics of pig wastewater, concentrations of TKN and T-P were very high as 590 mg/l and 40 mg/l, respectively. 2. Removal efficiency of BOD and $COD_{Mn}$ as organic compound indicators were the highest mark as 97% at 25$\circ$C. 3. When temperature was incresed from 10$\circ$C to 25$\circ$C, removal efficiencies of TKN and T-P were proportionally increased. Especially, the former was greatly effected by temperature of reactor. 4. In experiment of bench scale, the degradation rate coefficients were increased as temperature increased, but decreased at the temperature range of 25~35$\circ$C. Temperature adjustment coefficients for $COD_{Mn}$, BOD, TKN and T-P were 1.1460, 1.1356, 1.1140 and 1.0565, respectively.

  • PDF

미세조류를 이용한 양돈폐수 고도처리에서 슬러지 및 이산화탄소의 첨가의 영향 (Effects of sludge and $CO_2$ addition on advanced treatment of swine wastewater by using microalgae)

  • 임병란;박기영;이기세;이수구
    • 상하수도학회지
    • /
    • 제25권3호
    • /
    • pp.307-312
    • /
    • 2011
  • The potential of algal-bacterial culture was investigated for advanced treatment of animal wastewater. Fed-batch experiments were carried out to examine treatability of nitrogen and phosphorus in different microbial consortium: Chlorella vulgaris, activated sludge, three microalgae strains (Scenedesmus, Microcystis, Chlorella) and Bacillus consortium, and three microalgae strains and sludge consortium. Single culture of C. vugaris showed the better efficiency for nitrogen removal but was not good at organic matter and phosphorus removal compared with activated sludge. Three microalgae and Bacillus consortium was best culture among the culture and consortium for pollutants removal tested in this experiment. Effect of $CO_2$ addition was studied by using three microalgae and Bacillus consortium. $CO_2$ addition enhanced T-P removal efficiency up to 60%. However, removal efficiencies of T-N and ammonia nitrogen reduced on the contrary.

탄산칼슘 담체를 이용한 폐수내의 인 제거 (Phosphorus Removal from Wastewater by CaCO3 Media)

  • 김문기;박재홍;이광현;주현종
    • 한국물환경학회지
    • /
    • 제25권4호
    • /
    • pp.515-521
    • /
    • 2009
  • In this study, the applicability of $CaCO_3$ as a seed material for crystallization reaction was tested. $CaCO_3$ was ground to lesser than 425 mesh and was made to media mixed with binder. Batch experiment was to investigate the ${PO_4}^{3-}-P$ removal efficiency of different parameters such as $CaCO_3$ dosage and binder ratio, size, type and mass of media. In addition, the effect of phosphorus removal from wastewater was tested using a lab-scaled crystallization reactor. At the results of the batch test, phosphorus removals were improved with increasing $CaCO_3$ dosage and media mass but were decreased with increasing media size. Moreover, phosphorus removals were influenced by specific surface area but media type. The average T-P and ${PO_4}^{3-}-P$ removal efficiency in a lab-scaled crystallization reactor with $CaCO_3$ media for wastewater were shown to be 60.2% and 60.3% for 18 days of operation time.

LSTM 및 Conv1D-LSTM을 사용한 공급 사슬의 티어 예측 (Prediction of Tier in Supply Chain Using LSTM and Conv1D-LSTM)

  • 박경종
    • 산업경영시스템학회지
    • /
    • 제43권2호
    • /
    • pp.120-125
    • /
    • 2020
  • Supply chain managers seek to achieve global optimization by solving problems in the supply chain's business process. However, companies in the supply chain hide the adverse information and inform only the beneficial information, so the information is distorted and cannot be the information that describes the entire supply chain. In this case, supply chain managers can directly collect and analyze supply chain activity data to find and manage the companies described by the data. Therefore, this study proposes a method to collect the order-inventory information from each company in the supply chain and detect the companies whose data characteristics are explained through deep learning. The supply chain consists of Manufacturer, Distributor, Wholesaler, Retailer, and training and testing data uses 600 weeks of time series inventory information. The purpose of the experiment is to improve the detection accuracy by adjusting the parameter values of the deep learning network, and the parameters for comparison are set by learning rate (lr = 0.001, 0.01, 0.1) and batch size (bs = 1, 5). Experimental results show that the detection accuracy is improved by adjusting the values of the parameters, but the values of the parameters depend on data and model characteristics.

하천오염분석에 관한 연구 (A Study on the Stream Pollution Analysis)

  • 김건흥
    • 물과 미래
    • /
    • 제19권4호
    • /
    • pp.321-328
    • /
    • 1986
  • Warburg 실험장치와 회분식 폭기조를 사용하여 하천의 저질을 대상으로 징생물에 의한 분해가능물질의 처리정도와 화학적산소요구량, 총유기성 및 암모니아성 질소, 총유기탄소의 변화를 측정하였다. Warburg 실험장치는 빛을 차단하고 2$0^{\circ}C$로 운영하여 징생물의 시료에 대한 산소소비율, 탈산소계수, 일단계 탄소화합물의 생화학적 산소요구량을 구했으며, 회분식 폭기조는 실혼에서 운영하여 폭기에 의한 COD, TKN 및 TOC의 시간별 처리도를 구하여 상관관계를 조사하였다. 실험결과 시료의 TOC는 매우 높았으나 Warburg 실험장치에 의해 48시간 운영한 후, 초기 TOC의 10% 미만이 징생물에 의한 분해가능 물질로 나타났으며 이들의 상관관계는 찾지 못하였다. 순간산소요구량이 커서 하천의 준설등에 의해 급격히 용존산소가 소비되 수질을 악화시킬 염려가 있었다.

  • PDF

호기/혐기 조건에서 Membrane을 이용한 NDMA(N-nitrosodimethylamine)제거 (NDMA(N-nitrosodimethylamine) Removal Uising Membrane at Aerobic and Anaerobic Conditions)

  • 김희주;정진욱;최창규;김문일
    • 한국방재학회:학술대회논문집
    • /
    • 한국방재학회 2008년도 정기총회 및 학술발표대회
    • /
    • pp.417-420
    • /
    • 2008
  • Recently, the interest in NDMA(N-nitrosodimethylamine) has increased due to its recognition as a pollutant by Ontario Ministry of Environment and Energy and California Department of Health Sciences. It is, in fact, one of the DBPs(Disinfection By-products) which appears due to chlorination and is reported to be fatal if exposed continuously to human body. Due to uncertainty in mechanism to remove it, its treatment is not yet carried out. In this experiment, treatment of biological NDMA is carried out by letting it adsorbed on Granular Sludge and then filtering the medium through MF(Microfiltration) and UF(Ultrafiltration) membranes. Granular Sludge is adapted to aerobic and anaerobic conditions for 7 days and the experimental conditions are MLSS of 8000mg/L, COD of 250mg/L, TN of 12.5mg/L, and TP of 2.5mg/L. Several batch tests were carried out and samples were collected with the interval of 1 hour. Samples were measured by LSC(Liquid scintillation counter) after filtering by MF and UF. In batch test with granular sludge the permeate concentrations(removal efficiencies) of NDMA by MF and UF were 71.7ng/L(32.0%) and 62.0ng/L(43.7%) at aerobic state, and 52.0ng/L(49.2%) and 47.6ng/L(58.9%) at anaerobic state, respectively. Hence, UF membrane showed about 10% more removal efficiency than MF and removal efficiency at anaerobic condition was 15% more than that at aerobic condition.

  • PDF

기계학습을 활용한 IoT 플랫폼의 이상감지 시스템 (Anomaly Detection System of IoT Platform using Machine Learning)

  • 임선열;최효근;이규열;이태훈;유헌창
    • 한국정보처리학회:학술대회논문집
    • /
    • 한국정보처리학회 2018년도 추계학술발표대회
    • /
    • pp.1001-1004
    • /
    • 2018
  • 많은 양의 데이터가 수집되는 산업분야에서의 IoT 플렛폼 활용도가 높아지면서 IoT플랫폼의 성능과 이상 감지가 중요한 요소가 되고 있다. 본 논문에서는 IoT 플랫폼의 데이터 수집 성능을 저해하지 않으면서 산업분야에 활용되는 디바이스의 이상을 감지하는 시스템을 제안한다. 제안한 시스템은 Soft Real-time 서비스를 제공하기 위해 데이터 전송주기를 고려한 Micro Batch를 활용했으며, 실험에는 산업분야의 이상 상황에 대한 자료수집이 사전에 이루어지기 어려운 상황을 고려해 Hotelling's $T^2$를 활용한 분석모델을 적용하였고 Hotelling's $T^2$는 이상징후를 사전에 감지하였다.

이온교환법에 의한 탈질소공정개발의 기초연구 I. 회분식 실험 (Basic Study for Development of Denitrogenation Process by lon Exchange I. Batch Experiment)

  • 채용곤;이동환;김장일;윤태경;주창식;이민규
    • 생명과학회지
    • /
    • 제7권2호
    • /
    • pp.73-78
    • /
    • 1997
  • 시판되고 있는 강염기성 $Cl^{-}$형의 음이온 교환수지를 사용하여 회분식 질산성 질소 제거 실험을 행하여 다음과 같은 결과를 얻었다. 수지의 종류에 따라 제거특성은 달랐다. 수지의 량이 많을수록, 계의 온도가 톡을 수록 질산성 질소이 제거효율은 높아졌다. 원수의 농도는 낮을수로그 원수의 공급유속은 느릴수록 질산성 질소의 제거효율이 좋았다. 음이온에 디한 겔형 이온교환수지인 SA 10A의 선택성은 ${SO_4}^{2-}>{No_3}^->NO_{2-}>{HCO_3}^-$로써 이온가 수가 높은 이온일수록 선택성이 증가하고 은 이온가인 경우에는 원자번호가 클수록 그리고 수화반경이 작을수록 선택성이 증가하였다. 증가하였다.

  • PDF

HRT 변경에 따른 호기성 그래뉼 슬러지의 오염원 제거효율에 미치는 영향 (Effects of Different Hydraulic Retention Times on Contaminant Removal Efficiency Using Aerobic Granular Sludge)

  • 김현구;안대희
    • 한국환경과학회지
    • /
    • 제28권8호
    • /
    • pp.669-676
    • /
    • 2019
  • The purpose of this study was to evaluate the effects of different Hydraulic Retention Times (HRTs) on the contaminant removal efficiency using Aerobic Granular Sludge (AGS). A laboratory-scale experiment was performed using a sequencing batch reactor, and the Chemical Oxygen Demand (COD), nitrogen, orthophosphate removal efficiency, AGS/MLSS ratio, and precipitability in accordance with the HRT were evaluated. As a result, the COD removal efficiency was not significantly different with the reduction in HRT, and at a HRT of 6 h, the removal rate was slightly increased owing to the increase in organic loading rate. The nitrogen removal efficiency was improved by injection of influent division at a HRT of 6 h. As the HRT decreased, the MLSS and AGS tended to increase, and the sludge volume index finally decreased to 50 mL/g. In addition, the size of the AGS gradually increased to about 1.0 mm. Therefore, the control of HRT provides favorable conditions for the stable formation of AGS, and is expected to improve the contaminant removal efficiency with the selection of a proper operation strategy.