• Title/Summary/Keyword: batch test

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Implementation of AI-based Object Recognition Model for Improving Driving Safety of Electric Mobility Aids (객체 인식 모델과 지면 투영기법을 활용한 영상 내 다중 객체의 위치 보정 알고리즘 구현)

  • Dong-Seok Park;Sun-Gi Hong;Jun-Mo Park
    • Journal of the Institute of Convergence Signal Processing
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    • v.24 no.2
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    • pp.119-125
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    • 2023
  • In this study, we photograph driving obstacle objects such as crosswalks, side spheres, manholes, braille blocks, partial ramps, temporary safety barriers, stairs, and inclined curb that hinder or cause inconvenience to the movement of the vulnerable using electric mobility aids. We develop an optimal AI model that classifies photographed objects and automatically recognizes them, and implement an algorithm that can efficiently determine obstacles in front of electric mobility aids. In order to enable object detection to be AI learning with high probability, the labeling form is labeled as a polygon form when building a dataset. It was developed using a Mask R-CNN model in Detectron2 framework that can detect objects labeled in the form of polygons. Image acquisition was conducted by dividing it into two groups: the general public and the transportation weak, and image information obtained in two areas of the test bed was secured. As for the parameter setting of the Mask R-CNN learning result, it was confirmed that the model learned with IMAGES_PER_BATCH: 2, BASE_LEARNING_RATE 0.001, MAX_ITERATION: 10,000 showed the highest performance at 68.532, so that the user can quickly and accurately recognize driving risks and obstacles.

Quality Characteristics of Soy Reducing Sauce Made with Apple Concentrate (사과농축액을 이용한 간장조림소스의 품질특성)

  • Yin, Xue-Feng;Choi, Soo-Keun;NamKung, Young
    • Journal of the East Asian Society of Dietary Life
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    • v.21 no.6
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    • pp.823-829
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    • 2011
  • The study showed test results of Teriyaki sauce produced by apple concentrate instead of sugar in order to reduce the sugar content. We created four batches of soy sauce for testing. The Control batch was normal soy sauce. S1, S2, S3, and S4 were sauces made with different amounts of apple concentrate. The test results for the moisture contents, color value, sugar content, salinity, viscosity, pH and sensory evaluation (QDA, acceptance test) of all the types of sauce are as follows. The moisture contents of the Control was 50.80%, and for S4 was 35.14%. In chromaticity results, the L value of the Control was 10.85 which was the highest compared to samples which were in the range of 8.35~8.55. The value of a and b was highest in S4 and was lowest in Control. The sugar content was 53.53 $^{\circ}Brix$ in the Control, and 43.73 $^{\circ}Brix$ in S1. S1 showed 6.77% salinity, and S4 showed 5.37% salinity. The viscosity of S4 was highest at 60.33 cp, and Control showed the highest pH value of 4.82. The QDA of S4 showed the most intense brown color, which was 5.36. For gloss and soy sauce scent, no significant difference was found between the samples. Control showed a mild apple scent which was 1.45, and S1 showed the saltiest flavor which was 5.18. The sweet flavor for Control was 4.64, and S3 showed the strongest aftertaste from the test. No significant difference of appearance and acceptance was found between samples. S2 showed a scent of 5.09, which was the best. The savory taste of S3 was best, and was worst for S1. S3 showed the best overall interest which was 4.55. According to these results, S3 had the lowest sugar content, at 4%, and therefore had the highest possibility of being produced.

A Experimental Study on the Ready-mixed Shotcrete Using Granulated Blast Furnace Slag (고로슬래그 미분말을 혼입한 레디믹스트 숏크리트의 현장적용성에 관한 실험적 연구)

  • Choi, Hee-Sup;Kim, Dong-Min;Jang, Pil-Sung;Seo, Sin-Seuk
    • Journal of the Korean Geotechnical Society
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    • v.25 no.6
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    • pp.31-45
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    • 2009
  • The aim of this study is to evaluate the applicability of Granulated Blast Furnace Slag to the development of the Powdered Ready-mixed Shotcrete. First of all, after accomplishing SEM analysis and Leaching Test, the laboratory and field experiments for evaluating the utility of Granulated Blast Furnace Slag were performed. As a result of SEM and Leaching test, the environmental stability was confirmed. That is, non-detection of harmful lists and dense shotcrete structure result from mixing Granulated Blast Furnace Slag. As a result of lab. and field test, Blast Furnace Slag is superior to Plain Batch in improving strength and durability. And it will be able to improve to some extent the problem caused by the delayed reaction of existing Granulated Blast Furnace Slag with alkali activated material. Also the proper amount of Granulated Blast Furnace Slag is estimated to be under 30%. Finally, it is possible that Granulated Blast Furnace Slag can apply to economical recycling and development of the Ready-mixed Shotcrete for its price is only about 5% of Silica-finne's price.

Research of Corrosion Control Technology for the Product Water of SWRO(Seawater Reverse Osmosis) by using liquid lime (액상소석회를 이용한 SWRO 생산수의 부식제어 연구)

  • Kim, Min-Chul;Hwang, Kyu-Won;Woo, Dal-Sik;Yoon, Seok-Min;Kwak, Myung-Hwa
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.12 no.1
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    • pp.529-536
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    • 2011
  • In this study, we confirmed that the SWRO(Sea Water Reverse Osmosis) production water has more hard corrosiveness than the tap water by fundamental experiment. According to the result, the target of this study was aimed at developing maintenance and anti-corrosion method. In the early stages of the research, batch tests using mild steel coupons and electrochemical experiments were applied to compare the corrosiveness between SWRO production water and the tap water. After then, two corrosion control methods for SWRO production water were applied. Liquid lime($Ca(OH)_2$) and Carbon Dioxide($CO_2$) were inserted and compared with the combination of liquid lime with phosphate corrosion inhibitor and carbon dioxide. The water qualities were evaluated through LSI(Langelier Saturation Index) and proper injection ratio was deduced by the result. Since then, simulated loop system test were performed to evaluate anti-corrosion effect depending on corrosion inhibitors. Subsequently, carbon steel pipes equipped at the loop system were detached for SEM, EDX and XRD analysis to acquire quantitative and qualitative data of the major corrosion products inside the pipes. In conclusion, the controled groups with anti-corrosion techniques applied were effective by appearing 97.4% and 90.9% of improvements in both case of liquid lime and the liquid lime with a phosphate corrosion Inhibitor. furthermore, major components of scale were iron oxides, on the other hand, protective effect of film formation by calcium carbonate($CaCO_3$) could be confirmed.

Deodorization of H2S, CH3SH in Soil Filter Reactors Packed with Montmorillonites, Rice Hulls and Thickening-activated Sludge (Montmorillonites, 왕겨 및 농축활성슬러지를 충진한 토양상에서의 H2S, CH3SH의 제거)

  • Kim, Hwan-Gi;Park, Chan-Soo
    • Journal of Korean Society of Environmental Engineers
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    • v.22 no.1
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    • pp.43-52
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    • 2000
  • Deodorization characteristics and removal rate of sulfur-containing odor have been investigated in the soil filter reactors packed with montmorillonites (Mont.), rice hulls(Rh.), and thickening-activated sludge(Ts.). And variation of pH and $SO_4{^{2-}}$ with the removal of malodorous sulfur compounds have been investigated together. As compared removal rate of montmorillonites between wet and dry condition for sulfur compounds through batch test, it showed that wet condition was better than dry one; removal ratio, as wet/dry, was $H_2S$ of 1.2 and $CH_3SH$ of 1.9, and decrease of pH and increase of $SO_4{^{2-}}$ concentration in the wet condition also showed to be larger than in dry condition. In continuous test for biological deodorization experiment, removal rate of sulfur compounds in reactor packed with Mont., Rh. and Ts, was more than 98 %, and the variation of static pressure was maintained stably under condition of SV $150h^{-1}$, LV 4.2 mm/sec and SV $200h^{-1}$, LV 5.6 mm/sec, and in reactor packed with Mont. and Rh., $H_2S$ was 76.4 % to 87.2 % and $CH_3SH$ was 87.8 % to 93.3 % under the same condition. From above results, it ascertained that it can obtain the high deodorization efficiency by inoculating thickening-activated sludge in soil filter using montmorillonites.

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Comparison of Soil Washing for Heavy Metal Contaminated Shooting Range Using Various Extracts (다양한 추출용매를 이용한 중금속 오염 사격장 토양세척 비교)

  • Lee, Jun-Ho;Park, Kap-Song
    • Economic and Environmental Geology
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    • v.43 no.2
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    • pp.123-136
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    • 2010
  • In order to remediate heavy metal contaminated Nong island, Maehyang-ri shooting range soils through the batch reactor scale washing were evaluated. The experiment texture soil of N3 in the Nong island at north side incline was (g)mS containing 12.9% gravel, 47.0% sand, 35.1% silt and 5.0% clay. And the N3 soil area was contaminated with Cd($22.5\pm1.9$ ppm), Cu($35.5\pm4.0$ ppm), Pb($1,279.0\pm5.1$ ppm) and Zn($403.4\pm9.8$ ppm). The EDTA(ethylene diamine tetra acetic acid, $C_{10}H_{16}N_2O_8$) in the N3 soil was observed as most effective extractants among the 5 extractants(citric acid, EDTA, phosphoric acid, potassium phosphate and oxalic acid) tested. And chemical partitioning of heavy metals after washing N3 soil with EDTA was evaluated. Removal efficiency of residual fractions was higher than that of non-residual fractions. To choose EDTA extractant which is the most effective in soil washing technology using batch reactor process cleaning Pb and Zn contaminated sits; Pb and Zn removal rates were investigated 92.4%, 94.0% removal(1,000 mM, soil:solution=5, $20^{\circ}C$, 24 hour shaking, pH=2, 200 RPM), respectively. The results of the batch test showed that the removal efficiency curve was logarithmic in soil was removal. Thus, EDTA washing process can be applied to remediate the Pb and Zn contaminated soil used in this study.

Thermal Characteristics of Waste Organic Sludges Discharged from an Chemical Product Manufacturing Industry (화학제품제조업에서 배출되는 폐 유기성슬러지의 열적 특성)

  • Kim, Min-Choul;Lee, Gang-Woo;Lee, Man-Sig;Shon, Byung-Hyun
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.9 no.6
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    • pp.1745-1753
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    • 2008
  • We analyzed the physical and chemical properties such as proximate analysis, ultimate analysis, heating values, thermogravimetric analysis, and combustion test for the organic sludge discharged from chemical and petrochemical product manufacturing industries in the industrial complex. The average combustible and ash content of organic sludges from chemical and petrochemical product manufacturing industries were 17.42%, 7.45%, and 18.25%, 4.22%, respectively. The C, H, O, N, and S compositions for chemical and petrochemical product manufacturing industries were 33.06, 4.34, 24.81, 5.18, and 0.72%. And those compositions for petrochemical product manufacturing industries were 36.58, 4.74, 26.79, 5.09, and 0.49%, respectively. From the TGA test, the minimum temperature for combustion of the sludge discharged from B company was $700^{\circ}C$ for direct use for energy and 2 sludges(F and N companies) were about $600^{\circ}C$. According to the basic combustion test, high concentration of CO was formed because oxidation and pyrolysis reaction take place in the batch type reactor at the same time. From this phenomena we could obtain the significant data for the overheating and breakage of furnace.

Dewatering Filtrate Treatment with Center Well Depth of Secondary Clarifier in Small Sewage Treatment Plant (소규모하수처리시설의 이차침전조 내통길이 변화를 통한 탈수여액의 처리)

  • Choi, Jung-Su;Kim, Hyun-Gu;Lee, Dong-Ho;Joo, Hyun-Jong
    • Journal of Korean Society of Environmental Engineers
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    • v.35 no.10
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    • pp.694-702
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    • 2013
  • The purpose of this study is to evaluate a de-watering filtrate treatment and the possibility of securing biological treatment capacity by changing the structure of the secondary clarifier. Accordingly, the column test was conducted to determine the effect of polymer in the de-watering filtrate on sludge sedimentation. Also, the characteristics of de-watering filtrate processing was evaluated through batch test and continuous processing operation. The results showed that sludge settling velocity increased with higher polymer concentration, and that effluent SS concentration was found to decrease. Regarding processing characteristics of de-watering filtrate, the removal efficiency of TSS and TBOD5 increased as the length of secondary clarifier was longer. Also, comparing injections into anoxic tank and secondary clarifier, de-watering filtrate by continuous infusion treatment process showed stability in both conditions. Therefore, by modifying the structure of secondary clarifier, efficient processing of de-watering filtrate is expected to be possible and processing capacity of small sewage treatment plants is considered to be improved.

A study on the mediating effect of intellectual wellness in the relationship between physical and emotional wellness of caregivers of children with disabilities (장애아동 주양육자의 물리적환경과 정서적 환경 관계에서 지적 웰니스의 매개 작용)

  • Kang, Jisoon;Lee, Hyunju;Shim, Oksu
    • Journal of the Korean Applied Science and Technology
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    • v.38 no.2
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    • pp.497-510
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    • 2021
  • The purpose of this study is to investigate the mediating effect on intellectual wellness between the physical and emotional wellness of the caregivers of children with disabilities and to provide the relevant data necessary for the response of the caregivers of disabled children. The study subjects were 177 caregivers of children with disabilities, and data were collected from June 2019 to November 2019. Data analysis was performed using the PROCESS macro. Independent sample t-test and one-way batch analyses were conducted to analyze the general characteristics and variables of the collected data. Through this, Scheffé's post-test was performed for variables with statistically significant differences. The relationship between variables was analyzed by Pearson correlation and hierarchical multiple accounting analyses. The results of the study indicate that the physical and intellectual wellness of the main caregivers of children with disabilities provide a direct effect on their emotional wellness as well, and that intellectual wellness provides a mediating effect between physical wellness and emotional wellness. It was found that the influence of the physical environment of children with disabilities is also important, but emotional wellness can be improved only when the main caregivers are provided with an appropriate and sufficient intellectual education. Therefore, the expansion of various educational programs for the main caregivers of children with disabilities could contribute to the improvement of their own overall wellness.

Comparison of Bacterial Numbers and Treatment Efficiencies in Bioreactors of Various Advanced Wastewater Treatment Processes (다양한 고도폐수처리공정에서의 생물반응조 세균수와 처리효율과의 비교)

  • Sung, Gi Moon;Cho, Yeon-Je;Kim, Sung Kyun;Park, Eun Won;Yu, Ki Hwan;Lee, Sang-Hyeon;Lee, Dong-Geun;Park, Seong Joo
    • Journal of Korean Society on Water Environment
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    • v.25 no.2
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    • pp.329-334
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    • 2009
  • Bacterial numbers, such as endospore-formers, and treatment efficiencies were investigated for Rotating Activated Bacillus Contactors (RABC) and other advanced wastewater treatment processes including anaerobic-anoxic-oxic (A2O), sequencing batch reactor (SBR) and biological aerated filter (BAF). Endospore-forming bacterial numbers in the RABC showed 129-fold higher levels than those of the existing advanced systems. RABC process demonstrated the highest bacterial numbers in its bioreactors (paired t-test, p<0.01). RBC biofilms and aeration tanks of the RABC system showed 131- and 476-fold higher than other existing advanced processes, respectively. Mean treatment efficiencies of the existing systems were 83.5% for chemical oxygen demand (COD), 59.1% for total nitrogen (TN) and 76.8% for total phosphorus (TP). However, RABC process removed 96.9% for COD, 96.9% for TN and 91.9% for TP for highly concentrated food wastewater (COD>1,500 mg/L, TN>150 mg/L, TP>50 mg/L). Treatment efficiency was significantly reduced when the numbers of Bacillus genus in the bioreactors decreased below $10^6CFU/mL$. The automated RABC (A-RABC), in which dissolved oxygen concentrations are automatically controlled, showed higher treatment efficiencies compared to the RABC process. The RABC system maintained sufficient bacterial numbers for the effective treatment of highly concentrated food wastewater. Moreover, final effluent was in agreement to water quality standards.