• Title/Summary/Keyword: Batch method

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Neural Predictive Coding for Text Compression Using GPGPU (GPGPU를 활용한 인공신경망 예측기반 텍스트 압축기법)

  • Kim, Jaeju;Han, Hwansoo
    • KIISE Transactions on Computing Practices
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    • v.22 no.3
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    • pp.127-132
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    • 2016
  • Several methods have been proposed to apply artificial neural networks to text compression in the past. However, the networks and targets are both limited to the small size due to hardware capability in the past. Modern GPUs have much better calculation capability than CPUs in an order of magnitude now, even though CPUs have become faster. It becomes possible now to train greater and complex neural networks in a shorter time. This paper proposed a method to transform the distribution of original data with a probabilistic neural predictor. Experiments were performed on a feedforward neural network and a recurrent neural network with gated-recurrent units. The recurrent neural network model outperformed feedforward network in compression rate and prediction accuracy.

Biodegradation Kinetics of Diesel in a Wind-driven Bioventing System

  • Liu, Min-Hsin;Tsai, Cyuan-Fu;Chen, Bo-Yan
    • Journal of Soil and Groundwater Environment
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    • v.21 no.5
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    • pp.8-15
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    • 2016
  • Bioremediation, which uses microbes to degrade most organic pollutants in soil and groundwater, can be used in solving environmental issues in various polluted sites. In this research, a wind-driven bioventing system is built to degrade about 20,000 mg/kg of high concentration diesel pollutants in soil-pollution mode. The wind-driven bioventing test was proceeded by the bioaugmentation method, and the indigenous microbes used were Bacillus cereus, Achromobacter xylosoxidans, and Pseudomonas putida. The phenomenon of two-stage diesel degradation of different rates was noted in the test. In order to interpret the results of the mode test, three microbes were used to degrade diesel pollutants of same high concentration in separated aerated batch-mixing vessels. The data derived thereof was input into the Haldane equation and calculated by non-linear regression analysis and trial-and-error methods to establish the kinetic parameters of these three microbes in bioventing diesel degradation. The results show that in the derivation of μm (maximum specific growth rate) in biodegradation kinetics parameters, Ks (half-saturation constant) for diesel substance affinity, and Ki (inhibition coefficient) for the adaptability of high concentration diesel degradation. The Ks is the lowest in the trend of the first stage degradation of Bacillus cereus in a high diesel concentration, whereas Ki is the highest, denoting that Bacillus cereus has the best adaptability in a high diesel concentration and is the most efficient in diesel substance affinity. All three microbes have a degradation rate of over 50% with regards to Pristane and Phytane, which are branched alkanes and the most important biological markers.

Study on Dipping method of Knit-CPB process (침지방법에 따른 니트 CPB소재의 염색성비교 연구)

  • Lee, Jung-Ho;Lee, In-Yeol;Kim, Seung-Ho;Kim, Moon-Jung;Hwang, Chang-Soon;Cha, Yong-Ho
    • Proceedings of the Korean Society of Dyers and Finishers Conference
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    • 2012.03a
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    • pp.93-93
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    • 2012
  • 섬유산업은 그 제조 스트림이 높은 오염 부하와 에너지 다소비를 특징으로 하여 환경규제에 따라 기존 시장의 위축 가능성이 상존하고 있다. 특히 섬유산업의 주요 스트림 중의 하나인 염색가공 공정은 섬유에서 불순물을 제거하고 심미한 색상과 사용 목적에 적합한 성능을 부여하는 단계로 섬유제조 공정에서 가장 높은 부가가치를 부여하는 단계이나 고온의 물과 다양한 화공약품을 많이 사용하고 그 처리온도가 비교적 높아($100^{\circ}C$ 이상) 대표적인 폐수 발생 공정이자 에너지 다소비 공정이다. 섬유의 염색 방법 중 반연속방법인 CPB(Cold Pad Batch)염색은 반응성 염료와 알칼리의 혼합액으로 구성된 염액에 원단을 패딩한 후 상온에서 수 시간 배칭하고 수세 및 후처리하여 염색하는 방법으로 작업공정관리, 설비관리가 간편하고 에너지소비량 절감, 높은 생산성의 장점이 있다. CPB염색법은 주로 직물에 적용되어 보편화 되었으며, 작업공정 중 장력의 영향을 많이 받는 니트 소재에 적용되는 사례는 드물다. 직물류의 CPB 염색가공법은 대구 경북을 중심으로 연구진행이 활발히 이루어지고 있어 국내 100대 정도의 CPB 관련 장비가 직물제품에 한정되어 가동되고 있는 반면, 니트 CPB 관련 염색 가공 업체는 1곳에 불과한 실정이나 니트류에 대한 지속적인 수요 증가를 고려하면 니트 소재에 대한 CPB염색 적용은 시의적절한 필수요소라고 판단된다. 니트 소재에 대한 CPB염색가공 적용 시 나타나는 문제점은 작업원단의 변부 말림현상 발생, 전폭 상태에서의 색상차이인 listing현상, 원단의 첫도입부분과 끝부분의 색상차이인 tailing현상이며, 반복되는 작업 시 염색재현성을 확보하는 것으로 나타난다. 본 연구에서는 CPB염색 시 CPB Head 장치의 Padding 방식 즉, trough와 Nip type에 따른 염색 시 알칼리와 염료 투입에 따른 염색 재현성(Build up, Ending, 알칼리 안정성)을 비교해 보았으며, 이에 따른 염색제품의 물성 및 견뢰도를 확인하여 보다 효율적인 방식을 선별하였다.

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Enrichment of Ammonia-Oxidizing Bacteria for Efficient Nitrification of Wastewater

  • KIM WON-KYOUNG;CUI RONG;JAHNG DEOKJIN
    • Journal of Microbiology and Biotechnology
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    • v.15 no.4
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    • pp.772-779
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    • 2005
  • Ammonia-oxidizing bacteria (AOB) were enriched by repeating fed-batch cultivations in an AOB-selective medium of activated sludges from a domestic wastewater treatment plant. Enriched culture showed strong capabilities of ammonia oxidation [0.810 mg $NH_4^+$-N/mg mixed liquor suspended solids (MLSS)$\cdot$day] as well as $NO_x^-$-N production (0.617 mg $NO_x^-$-N/ mg MLSS$\cdot$day). Degree of enrichment was examined through fluorescent in situ hybridization (FISH) analyses using an AOB-specific Cy3-labeled oligonucleotide probe (NSOl90) and terminal-restriction fragment length polymorphism (T-RFLP) analyses. FISH analyses confirmed that the fraction of AOB among 4',6-diamidino-2-phenylindole (DAPI)-stained cells increased from about less than $0.001\%$ to approximately $42\%$ after enrichment of AOB, and T-RFLP analyses showed that bacterial community became simpler as enrichment was continued. When the enriched culture of AOB was added (150 mg/l as dry suspended solid) to the normal activated sludge (3,000 mg/l as dry suspended solid), nitrification efficiencies were improved from 0.020 mg $NO_x^-$-N/mg MLSS$\cdot$day to 0.041 mg $NO_x^-$-N/mg MLSS$\cdot$day in a synthetic wastewater and also from 0.0007 mg $NO_x^-$-N/mg MLSS$\cdot$day to 0.0918 mg $NO_x^-$-N/mg MLSS$\cdot$day in a real domestic wastewater. Therefore, it is expected that this enrichment method could be used for improving efficiency of nitrification in wastewater treatment plants.

Solid-State Fermentation for the Production of Meroparamycin by Streptomyces sp. strain MAR01

  • El-Naggar, Moustafa Y.;El-Assar, Samy A.;Abdul-Gawad, Sahar M.
    • Journal of Microbiology and Biotechnology
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    • v.19 no.5
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    • pp.468-473
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    • 2009
  • The antibiotic meroparamycin was produced in the free culture system of Streptomyces sp. strain MAR01. Five solid substrates (rice, wheat bran, Quaker, bread, and ground corn) were screened for their ability to support meroparamycin production in solid-state fermentation. In batch culture, wheat bran recorded the highest antibacterial activity with the lowest residual substrate values. The highest residual substrate values were recorded for both ground corn and Quaker. On the other hand, no antibacterial activity was detected for rice as a solid substrate. The use of the original strength of starch-nitrate medium in the solid-state fermentation gave a lower antibacterial activity compared with the free culture system. Doubling the strength of this medium resulted in the increase in the activity to be equivalent to the free culture. The initial pH (7.0) of the culture medium and 2 ml of spore suspension (1 ml contains $5{\times}10^{9}spores/ml$) were the optima for antibiotic production. The water was the best eluent for the extraction of the antibiotic from the solid-state culture. Ten min was enough time to extract the antibiotic using a mixer, whereas, 60 min was required when shaking was applied. Semicontinuous production of meroparamycin using a percolation method demonstrated a more or less constant antibacterial activity over 4 runs ($450-480{\mu}g/ml$). The semicontinuous production of the antibiotic was monitored in a fixed-bed bioreactor and the maximum activity was attained after the fourth run ($510{\mu}g/ml$) and the overall process continued for 85 days.

Adsorption Treatment of Petroleum Oil on Aqueous Phase (수용액중에 함유된 석유화합물들의 흡착처리에 관한 연구)

  • Lee, T.H.;Son, B.C.;Lee, S.B.;Kim, l.H.
    • Analytical Science and Technology
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    • v.5 no.1
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    • pp.1-5
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    • 1992
  • The adsorption amount of petroleum oil on XAD-4, XAD-7 and replacement adsorbents as rice bran, rice straw and sawdust were studied by using batch method measured in the optimum adsorption condition. The adsorption capacity of rice bran and rice straw of petroleum oil were excellent as well as adsorption ability about 50% of XAD resins and adsorption capacity of their replacement adsorbents were increased with optimum condition that pyrolysis time was 30 min. at $200^{\circ}C$. Adsorption ability of sawdust was very weak on the 30% MeOH aqueous medium but adsorption ability was range of about 50% of XAD resin's adsorption capacity on the 0.5M NaCl aqueous medium. Adsorption ability of rice bran and rice straw showed the same adsorption capacity even if difference external structure. Therefore, showing that rice bran and rice straw were have to good adsorption ability as replacement adsorbent for XAD resins.

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Preparation of Pressure Sensitive Adhesive Using Reactive Polyurethane Resin and the Effect of Interfacial Crosslinking on the Adhesion Property (반응성 폴리우레탄 레진을 이용한 Pressure Sensitive Adhesive 제조 및 계면 가교 반응이 점착 물성에 미치는 영향)

  • Shin, Jin Sup;Kim, Ji Heon;Cheong, In Woo;Kim, Jung Hyun
    • Applied Chemistry for Engineering
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    • v.16 no.1
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    • pp.81-85
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    • 2005
  • Pressure sensitive adhesive (PSA) was prepared by semi-batch emulsion polymerization of acryl monomers in the presence of reactive and non-reactive carboxylated polyurethane resin (PUR). Effects of the PUR type, its content, and crosslinker feeding method on the adhesive properties of the PSA was investigated. In this experiment, the PSA prepared with the reactive PUR showed better adhesive property then the PSA with the non-reactive PUR. Especially, peel strength of the PSA, where acetoacetoxy ethyl methacrylate and 1,6-hexane diamine as crosslinkers were introduced, was dramatically enhanced in severe humidity condition due to the interfacial crosslinking.

Evaluation of Biogas Production Performance and Dynamics of the Microbial Community in Different Straws

  • Li, Xue;Liu, Yan-Hua;Zhang, Xin;Ge, Chang-Ming;Piao, Ren-Zhe;Wang, Wei-Dong;Cui, Zong-Jun;Zhao, Hong-Yan
    • Journal of Microbiology and Biotechnology
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    • v.27 no.3
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    • pp.524-534
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    • 2017
  • The development and utilization of crop straw biogas resources can effectively alleviate the shortage of energy, environmental pollution, and other issues. This study performed a continuous batch test at $35^{\circ}C$ to assess the methane production potential and volatile organic acid contents using the modified Gompertz equation. Illumina MiSeq platform sequencing, which is a sequencing method based on sequencing-by-synthesis, was used to compare the archaeal community diversity, and denaturing gradient gel electrophoresis (DGGE) was used to analyze the bacterial community diversity in rice straw, dry maize straw, silage maize straw, and tobacco straw. The results showed that cumulative gas production values for silage maize straw, rice straw, dry maize straw, and tobacco straw were 4,870, 4,032.5, 3,907.5, and $3,628.3ml/g{\cdot}VS$, respectively, after 24 days. Maximum daily gas production values of silage maize straw and rice straw were 1,025 and $904.17ml/g{\cdot}VS$, respectively, followed by tobacco straw and dry maize straw. The methane content of all four kinds of straws was > 60%, particularly that of silage maize straw, which peaked at 67.3%. Biogas production from the four kinds of straw was in the order silage maize straw > rice straw > dry maize straw > tobacco straw, and the values were 1,166.7, 1,048.4, 890, and $637.4ml/g{\cdot}VS$, respectively. The microbial community analysis showed that metabolism was mainly carried out by acetate-utilizing methanogens, and that Methanosarcina was the dominant archaeal genus in the four kinds of straw, and the DGGE bands belonged to the phyla Firmicutes, Bacteroidetes, and Chloroflexi. Silage maize is useful for biogas production because it contains four kinds of straw.

Kinetic studies using a linear regression analysis for a sorption phenomenon of 17a-methyltestosterone by Salvinia cucullata in an active plant reactor

  • Adnan, Fahrizal;Thanasupsin, Sudtida Pliankarom
    • Environmental Engineering Research
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    • v.21 no.4
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    • pp.384-392
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    • 2016
  • The aim of this study was to investigate the removal efficiency of $17{\alpha}$-methyltestosterone (MT) from aqueous solution by Salvinia cucullata Roxb. ex Bory in an active plant-based reactor with a specific focus on linear regression analysis for the sorption phenomena of MT onto the plant roots. A high performance liquid chromatographic method using UV detection (245 nm) was used to analyse the samples. The batch experiments of the active plant reactor (APR) were established to investigate the ability of Salvinia cucullata to remove MT from the liquid phase. The results revealed that 40% and 60% removal of MT from the liquid phase was observed at 5 min. and at 4 h, respectively. Salvinia cucullata can effectively remove MT from the aqueous solution in APRs. Kinetic studies revealed that the sorption phenomena of MT by Salvinia is best described using a linearized pseudo - second order model. Based on the kinetic parameters, it is likely that during the first 4 h of the contact (t = 0 to t = 4 h) sorption is the major driving mechanism of the disappearance of MT from aqueous solutions. However, at higher MT concentrations, diffusivity of MT has a significant effect on the migration of MT from the bulk stream to the root surface. The isotherm analysis revealed that the sorption kinetics favourably followed pseudo second-order. The results of isotherm analysis have indicated that the sorption of MT onto the root surfaces of Salvinia cucullata was favourable and almost irreversible.

Adsorption Behavior of Metal ions by Na-Cellulose (Na-셀룰로스에 대한 금속이온들의 흡착성에 관한 연구)

  • Lee, Tack-Hyuck;Yoon, Koog-Joong
    • Analytical Science and Technology
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    • v.7 no.3
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    • pp.271-276
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    • 1994
  • A Na-cellulose adsorbent was prepared by treating Sigma S-5504 cellulose with 2M NaOH and examined the adsorption behavior between metal ions and Na-cellulose in aqueous solution with batch method. Considering ion exchange capacity of Na-cellulose, the adsorption ratio of the Na-cellulose to metals charge equivalent indicated that the adsorption result from ion exchanging between metal ions and Na-cellulose. The enthalpy for the metal adsorption on the Na-cellulose was calculated to -18kcal/mol, which value was compared to those of carboxymethylcellulose(CMC) and Dowex 50W-X8, these result suggested that the adsorption on Na-cellulose resulted from ion exchange adsorption.

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