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Development of Forecasting Model for Machine Learning-Based Landfill Leachate Generation Using Linear Interpolation 基于线性插值的机器学习垃圾渗滤液生成预测模型的建立
Pub Date : 2023-01-31 DOI: 10.4491/ksee.2023.45.1.11
In-Ha Choi, Kyeong-Hwan Cha, Kyung-Min Kim, Johng-Hwa Ahn
Objectives:The purpose of this study is to compare single models according to the missing value handling techniques for predicting leachate generation.Methods:Input factors such as landfill gas generation, and weather data (precipitation, wind speed, radiation, temperature, and relative humidity) were used from June 2002 to October 2018. Linear interpolation and mean method were used as the missing value handling technique. The experiment was conducted by dividing the data into train and test data according to the optimal ratio. Various single models were used, and the prediction performance of the model was compared and evaluated using coefficient of determination (R2).Results and Discussion:The gated recurrent unit (GRU) model was the best among the single models. In the GRU model, R2 was 0.867 for linear interpolation and R2 was 0.839 for the mean method, so that the GRU model using linear interpolation was most suitable for predicting leachate generation. In the ANN model, R2 of linear interpolation (0.862) was higher than that of mean method (0.828). In the long short-term memory (LSTM) model, R2 was 0.779 for linear interpolation and 0.762 for mean method. In the random forest (RF) model, R2 for linear interpolation (0.700) was also higher than that for the mean method (0.665). The model performance was excellent in the order GRU>ANN>LSTM>RF. The linear interpolation for the missing value handling technique was superior to the mean method in all models used in this experiment.Conclusion:The GRU using linear interpolation was the most suitable model for predicting landfill leachate generation.
目的:本研究的目的是根据缺失值处理技术来比较预测渗滤液生成的单一模型。方法:采用2002年6月至2018年10月的垃圾填埋气体产生等输入因子和气象数据(降水、风速、辐射、温度、相对湿度)。采用线性插值和均值法处理缺失值。将数据按最佳比例分成训练数据和测试数据进行实验。采用多种单一模型,采用决定系数(R2)对模型的预测性能进行比较和评价。结果与讨论:门控循环单元(GRU)模型在单一模型中效果最好。在GRU模型中,线性插值法的R2为0.867,均值法的R2为0.839,因此采用线性插值的GRU模型最适合预测渗滤液生成。在ANN模型中,线性插值法的R2(0.862)高于均值法的R2(0.828)。在长短期记忆(LSTM)模型中,线性插值法的R2为0.779,均值法的R2为0.762。在随机森林(random forest, RF)模型中,线性插值法的R2(0.700)也高于均值法(0.665)。该模型在GRU>ANN>LSTM>RF阶上表现优异。在本实验中使用的所有模型中,线性插值法处理缺失值的效果都优于均值法。结论:线性插值的GRU是预测垃圾渗滤液产生量最合适的模型。
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引用次数: 0
A study on the Characteristics of HAPs in Residential areas affected by Industrial Complex using SIFT-MS 基于SIFT-MS的工业园区影响下住区HAPs特征研究
Pub Date : 2023-01-31 DOI: 10.4491/ksee.2023.45.1.21
Im-Joo Choi, Dongwook Lee, Kyung-hak Tak, Jeong-Hui Jo
Objectives:The purpose of this study is to provide basic data so that the emission sources of industrial complexes can be effectively managed through a characteristic study of hazardous air pollutants in residential areas adjacent to the national industrial complex in Ulsan.Methods:In Yaeum-dong, a residential area near the industrial complex, SIFT-MS, which enables real-time continuous measurement, was used to identify the characteristics of VOCs and odorous substances.Results and Discussion:When looking at the concentrations by chemical substance group, aliphatic hydrocarbons accounted for a significant portion, showing different characteristics from other large cities. This indicates that the Yaeum-dong area is directly affected by the emission source of the nearby petrochemical complex. As an individual substance, ammonia showed the highest concentration among HAPs. Seasonal HAPs concentrations generally tended to be high in summer and low in winter. When examining concentrations by time of day, it showed characteristics of industrial areas affected by VOCs scattered and volatilized in national industrial complexes. In addition, it was confirmed that the characteristics of urban areas appearing in general metropolitan traffic congestion zones appeared at the same time. Compared with the results of other previous studies, in general, there was no significant difference in concentrations from the results of measurements in residential areas near petrochemical complexes. And it showed a much lower concentrations than the measured value in industrial complex. As a result of CPF analysis for estimating the source of pollutants, most HAPs showed high concentrations in the south wind direction, indicating that the measurement point was affected by the industrial complex.Conclusion:As a result of the study on the characteristics of HAPs in residential areas near the industrial complex, it can be estimated that both characteristics appear in industrial and urban areas.
目的:本研究旨在通过对蔚山国家工业综合体附近居民区有害空气污染物的特征研究,为有效管理工业综合体的排放源提供基础数据,能够进行实时连续测量的传感器被用于识别挥发性有机物和气味物质的特征。结果与讨论:从化学物质组的浓度来看,脂肪烃占了很大一部分,表现出与其他大城市不同的特征。这表明Yaeum dong地区直接受到附近石化综合体排放源的影响。作为一种单独的物质,氨在HAP中表现出最高的浓度。季节性HAP浓度通常在夏季较高,在冬季较低。在按时间检测浓度时,它显示了受国家工业综合体中分散和挥发的挥发性有机物影响的工业区的特征。此外,还证实了在一般大都市交通拥堵区出现的城市区域特征同时出现。与以往其他研究的结果相比,总的来说,石化综合体附近居民区的浓度测量结果没有显著差异。它的浓度比工业综合体中的测量值低得多。作为估算污染物来源的CPF分析结果,大多数HAP在南风方向显示出高浓度,表明测量点受到工业综合体的影响。结论:通过对工业综合体附近居民区HAP特征的研究,可以估计工业区和城市区都存在HAP特征。
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引用次数: 1
Halloysite-Magnesium Silicate Composites as Adsorbent for Removal of Methylene Blue and Heavy Metals from Aqueous Solution Halloysite硅酸镁复合材料作为吸附剂去除水溶液中亚甲基蓝和重金属
Pub Date : 2023-01-31 DOI: 10.4491/ksee.2023.45.1.1
Junyeong Jeon, J. Jeon, S. Shin, Younki Lee
Objectives : The thermal stability of halloysite and magnesium silicate is discussed in terms of microstructural change and adsorption behavior to optimize their composite as an absorbent for methylene blue (MB) and heavy metal ions removal from an aqueous solution.Methods : Halloysite-magnesium silicate tubular composites with high adsorption capacity of methylene blue and heavy metal ions were prepared with extrusion and consequent firing. To define the firing temperature of the tubular media, the microstructure and the adsorption equilibrium characterized the thermal stability of halloysite and magnesium silicateResults and Discussion : The magnesium silicate used in this study shows broad peaks in x-ray diffraction; however, the treatment of 750℃ induces its crystallization. The specific surface area of the magnesium silicate is also gradually decreased along with the firing temperature increase. No significant degradation in methylene blue adsorption capacity for magnesium silicate is observed until 500℃-treatment. However, the higher firing temperature reduces the capacity: 6.9%P, 27.3%P, and 91.2%P decrease for 600℃, 700℃, and 750℃, respectively. Regardless of heat treatment, the Langmuir isotherm equation represents the adsorption equilibria well compared to the Freundlich model. The tubular media of the halloysite – 30 wt% of magnesium silicate fired at 600℃ exhibits a high specific surface area of 115 m2 g-1 and a relative porosity of 43.5%. Compared to the halloysite-only tubular media, the adsorption capacity of the composites is significantly improved with the incorporation of magnesium silicate. The adsorption capacity of 168h for methylene blue is more than tripled, 29.8 mg g-1, and the adsorption capacity of Cr(III), Cu(II), and Zn(II) is also greatly enhanced by more than 4.8 times.Conclusion : The thermal stability of magnesium silicate is investigated for use as an additive adsorbent in terms of the microstructure and the adsorption capacity. Even at 600℃ of the firing temperature, magnesium silicate shows a higher specific surface area and higher adsorption capacity of MB compared to those of the halloysite; the adsorption fits well into Langmuir behavior. The addition of magnesium silicate into the halloysite media significantly enhances its adsorption capacity for MB and heavy metal ions such as Cr(III), Cu(II), and Zn(II).
目的:从微观结构变化和吸附行为的角度讨论了海洛石和硅酸镁的热稳定性,以优化其复合材料作为从水溶液中去除亚甲基蓝(MB)和重金属离子的吸收剂。方法:采用挤压烧结法制备对亚甲基蓝和重金属离子具有高吸附能力的Halloysite硅酸镁管状复合材料。为了确定管状介质的烧制温度,对其微观结构和吸附平衡进行了表征。结果与讨论:本研究中使用的硅酸镁在x射线衍射中显示出宽峰;但750℃处理使其结晶。硅酸镁的比表面积也随着焙烧温度的升高而逐渐减小。500℃处理后,亚甲蓝对硅酸镁的吸附能力没有明显下降。然而,较高的焙烧温度降低了容量:600℃、700℃和750℃分别降低了6.9%P、27.3%P和91.2%P。与Freundlich模型相比,无论热处理如何,Langmuir等温线方程都能很好地代表吸附平衡。在600℃下烧制的含30%硅酸镁的halloysite管状介质具有115 m2 g-1的高比表面积和43.5%的相对孔隙率。与仅含Halloysites的管状介质相比,加入硅酸镁显著提高了复合材料的吸附能力。168h对亚甲蓝的吸附能力增加了两倍多,达到29.8mg g-1,对Cr(III)、Cu(II)和Zn(II)的吸附能力也大大提高了4.8倍以上。结论:从微观结构和吸附性能两方面考察了硅酸镁作为添加剂吸附剂的热稳定性。在烧成温度为600℃时,硅酸镁对MB的比表面积和吸附能力均高于水铝石;该吸附很好地符合Langmuir行为。将硅酸镁添加到辉沸石介质中显著提高了其对MB和重金属离子如Cr(III)、Cu(II)和Zn(II)的吸附能力。
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引用次数: 0
A Study on the Optimal Management Technology of the On-site Sodium Hypochlorite Generator for Disinfection By-products Reduction 现场次氯酸钠发生器消毒副产物减量化优化管理技术研究
Pub Date : 2022-12-31 DOI: 10.4491/ksee.2022.44.12.525
N. Park, Suk-min Yoon, Sang-min Park, Hyeon-jeong Yun, Mi-ae Yun, Young-joo Lee
Objectives : The purpose of this study is to suggest operating conditions that can minimize the disinfection by-products of sodium hypochlorite produced in on-site sodium hypochlorite generators.Methods : The characteristics of disinfection by-products were investigated by operating conditions (dissolved water type, brine concentration, temperature of electrolytic cell inflow water, pH of electrolytic cell inflow water and electrolyzer current density) using a on-site sodium hypochlorite generator(5 kg/day).Results and Discussion : The concentration of disinfection by-products (chlorate, bromate) according to the type of dissolved water was found to be high in the order of softened water > tap water > RO treated water. As the brine concentration increased, chlorate decreased and bromate increased. The optimal saline concentration was found to be 3% or more. As temperature of electrolytic cell inflow water increases,, chlorate decreases and bromate increases. The difference in the concentration of disinfection by-products(chlorate, bromate) according to the pH of electrolytic cell inflow water is not large, and the appropriate pH is determined to be about 7 when the free available chlorine and disinfection by-products are taken into account. Also, as the current density increases, the chlorate increases and bromate showed a decreasing trend.Conclusion : It has been shown that the concentration of disinfection by-products can be minimized when operating within the operating range suggested by the on-site sodium hypochlorite generator manufacturer, and some operating conditions are thought to have been suggested by the manufacturer to protect the electrolyzer cells. As the market for on-site sodium hypochorite generator gradually expands, it is expected that improved facilities will be continuously released in consideration of the stricter standards for disinfection by-products.
目的:本研究的目的是提出可以最大限度地减少现场次氯酸钠发生器中产生的次氯酸钠消毒副产物的操作条件。方法:采用现场次氯酸钠发生器(5kg/天),通过操作条件(溶解水类型、盐水浓度、电解槽进水温度、电解槽出水pH值和电解槽电流密度)研究消毒副产物的特性(氯酸盐、溴酸盐)根据溶解水的类型按软化水>自来水>RO处理水的顺序较高。随着盐水浓度的增加,氯酸盐减少,溴酸盐增加。发现最佳盐水浓度为3%或更高。随着电解槽进水温度的升高,氯酸盐减少,溴酸盐增加。根据电解池流入水的pH,消毒副产物(氯酸盐、溴酸盐)的浓度差异不大,并且当考虑到游离可用氯和消毒副产物时,确定合适的pH为约7。此外,随着电流密度的增加,氯酸盐增加,溴酸盐呈下降趋势。结论:已经表明,当在现场次氯酸钠发生器制造商建议的操作范围内操作时,消毒副产物的浓度可以最小化,并且一些操作条件被认为是制造商建议的,以保护电解槽。随着现场次氯酸钠发生器市场的逐步扩大,考虑到消毒副产品的标准更加严格,预计改进后的设施将不断推出。
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引用次数: 1
Monitoring of Microplastics and Styrene Oligomers in the Atmosphere 大气中微塑料和苯乙烯低聚物的监测
Pub Date : 2022-12-31 DOI: 10.4491/ksee.2022.44.12.627
B. Kwon
Objectives:Plastic pollution is a very important environmental issue. The objective of this study is to monitor microplastics and styrene oligomers (SOs) as artificial chemical species that can be derived from polystyrene (PS) plastics. Methods:In order to achieve the above objective, this study collected atmospheric samples from the air of Gwangju City and Jeju Island and analyzed the concentrations of microplastics and SOs chemical species using Fourier transformed infrared spectroscopy (FTIR) and gas chromatography/mass spectroscopy (GC/MS). In this study, a stainless steel filter was used for the sampling of microplastics and SOs species.Results and Discussion:In 2019, the average concentration of SOs in the atmosphere of Gwangju City was 0.24 (± 0.56) µg/m3, and in 2020, the average concentration of SOs in Gwangju City was 0.10 (± 0.16)µg/m3. Those average concentration in Jeju Island in 2020 was monitored to be 0.11 (± 0.07) µg/m3. Moreover, the concentration of microplastics present in the atmosphere of Gwangju City and Jeju Island in 2020 ranged from 0.13 particles/m3 to 1.13 particles/m3. In this time, 9 types of microplastics were detected, and the most frequently detected microplastics were polyethylene (PE), polypropylene (PP), ethylene vinyl acetate (EVA), and acrylate materials. The monitored microplastic shapes were both fibers and fragments, suggesting that atmospheric microplastics are mainly released from fibers or caused by friction and breakage. Consequently, SOs and microplastics can be new pollution indicators for evaluating air quality. Conclusion:This study is the first attempt to monitor SOs compounds and microplastics, so it is expected to contribute to the evaluation of the extent of plastic pollution.
目标:塑料污染是一个非常重要的环境问题。本研究的目的是监测微塑料和苯乙烯低聚物(SO)作为可从聚苯乙烯(PS)塑料中提取的人工化学物质。方法:为了实现上述目标,本研究从光州市和济州岛的空气中采集了大气样本,并使用傅里叶变换红外光谱(FTIR)和气相色谱/质谱(GC/MS)分析了微塑料和硫化学物质的浓度。在本研究中,使用不锈钢过滤器对微塑料和硫物种进行采样。结果与讨论:2019年,光州市大气中SOs的平均浓度为0.24(±0.56)µg/m3,2020年,光洲市的SOs平均浓度为0.10(±0.16)µg/m3。据监测,2020年济州岛的平均浓度为0.11(±0.07)微克/立方米。此外,2020年光州市和济州岛大气中存在的微塑料浓度在0.13颗粒/立方米到1.13颗粒/立方米之间。本次共检测到9种微塑料,检测频率最高的微塑料为聚乙烯(PE)、聚丙烯(PP)、乙烯醋酸乙烯酯(EVA)和丙烯酸酯材料。监测到的微塑料形状既有纤维也有碎片,这表明大气中的微塑料主要是从纤维中释放出来的,或者是由摩擦和断裂引起的。因此,二氧化硫和微塑料可以成为评估空气质量的新污染指标。结论:本研究首次尝试监测SOs化合物和微塑料,有望为塑料污染程度的评估做出贡献。
{"title":"Monitoring of Microplastics and Styrene Oligomers in the Atmosphere","authors":"B. Kwon","doi":"10.4491/ksee.2022.44.12.627","DOIUrl":"https://doi.org/10.4491/ksee.2022.44.12.627","url":null,"abstract":"Objectives:Plastic pollution is a very important environmental issue. The objective of this study is to monitor microplastics and styrene oligomers (SOs) as artificial chemical species that can be derived from polystyrene (PS) plastics. Methods:In order to achieve the above objective, this study collected atmospheric samples from the air of Gwangju City and Jeju Island and analyzed the concentrations of microplastics and SOs chemical species using Fourier transformed infrared spectroscopy (FTIR) and gas chromatography/mass spectroscopy (GC/MS). In this study, a stainless steel filter was used for the sampling of microplastics and SOs species.Results and Discussion:In 2019, the average concentration of SOs in the atmosphere of Gwangju City was 0.24 (± 0.56) µg/m3, and in 2020, the average concentration of SOs in Gwangju City was 0.10 (± 0.16)µg/m3. Those average concentration in Jeju Island in 2020 was monitored to be 0.11 (± 0.07) µg/m3. Moreover, the concentration of microplastics present in the atmosphere of Gwangju City and Jeju Island in 2020 ranged from 0.13 particles/m3 to 1.13 particles/m3. In this time, 9 types of microplastics were detected, and the most frequently detected microplastics were polyethylene (PE), polypropylene (PP), ethylene vinyl acetate (EVA), and acrylate materials. The monitored microplastic shapes were both fibers and fragments, suggesting that atmospheric microplastics are mainly released from fibers or caused by friction and breakage. Consequently, SOs and microplastics can be new pollution indicators for evaluating air quality. Conclusion:This study is the first attempt to monitor SOs compounds and microplastics, so it is expected to contribute to the evaluation of the extent of plastic pollution.","PeriodicalId":52756,"journal":{"name":"daehanhwangyeonggonghaghoeji","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2022-12-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"43388682","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
The estimation of DBPs formation potential depending on the molecular structure of natural organic matter 基于天然有机物分子结构的DBPs形成潜力估算
Pub Date : 2022-12-31 DOI: 10.4491/ksee.2022.44.12.552
Daye Kang, Sung-Jun Lee, Jongkwan Park
Objectives:Since natural organic matter(NOM) is generated from an ecosystem, it has various characteristics depending on its origin. Especially, aquatic NOM reduces an efficiency of water treatment system and forms disinfection-by-products(DBPs) as a precursor. In this study, DBP formation potential was estimated according to the molecular structure of NOMs resulted by pyrolysis-gas chromatography-mass spectrometer(py-GC-MS). Methods:Five NOM samples were characterized: Suwannee River NOM(SRNOM), Mississippi River NOM(MRNOM), Nakdong River NOM(NR), NOM in effluent of Jinhae wastewater treatment plant(WP), and NOM in a small stream(SG) in Changwon city. The various analytical instruments were used including TOC analyzer, UV spectrometer, fluorescence spectrometer, and size-exclusion chromatography. After freeze drying of NOMs, molecular structure of samples was identified by py-GC-MS. Results and Discussion:Molecular weights of SRNOM and MRNOM were similar each other (~1400Da). The others(NR,WP,SG) were larger than the SRNOM and MRNOM. Hydrophobicity of the samples followed the order: SRNOM≒MRNOM > NR > WP > SG. Py-GC-MS results showed that SRNOM and MRNOM contain high portion of humic components. Otherwise, NR, WP, SG have protein which is originated from microbials. The DBP formation potential of SRNOM and MRNOM were the highest.Conclusion:This research shows the different characteristics of NOMs originated from different source. The results confirmed that NOM contained high portion of humic components results in the formation of high concentration of DBPs.
目的:天然有机物质(NOM)是由生态系统产生的,根据其来源的不同,它具有不同的特征。特别是,水生NOM降低了水处理系统的效率,并形成消毒副产物(DBPs)作为前体。本研究通过热解-气相色谱-质谱联用(py-GC-MS)测定NOMs的分子结构,估算DBP的形成势。方法:选取苏万尼河NOM(SRNOM)、密西西比河NOM(MRNOM)、洛东江NOM(NR)、镇海污水处理厂出水NOM(WP)和昌原市一小河(SG)中的5个NOM样品进行表征。采用TOC分析仪、紫外分光光度计、荧光分光光度计、排样色谱等多种分析仪器。NOMs冷冻干燥后,用py-GC-MS鉴定样品的分子结构。结果与讨论:SRNOM与MRNOM分子量相近(~1400Da)。NR、WP、SG均大于SRNOM和MRNOM。样品的疏水性依次为:SRNOM≒MRNOM > NR > WP > SG。Py-GC-MS结果表明,SRNOM和MRNOM含有较高比例的腐殖质成分。另外,NR、WP、SG中含有来源于微生物的蛋白质。SRNOM和MRNOM的DBP形成电位最高。结论:不同来源的NOMs具有不同的特性。结果证实,NOM中含有较高比例的腐殖质成分,从而形成高浓度的dbp。
{"title":"The estimation of DBPs formation potential depending on the molecular structure of natural organic matter","authors":"Daye Kang, Sung-Jun Lee, Jongkwan Park","doi":"10.4491/ksee.2022.44.12.552","DOIUrl":"https://doi.org/10.4491/ksee.2022.44.12.552","url":null,"abstract":"Objectives:Since natural organic matter(NOM) is generated from an ecosystem, it has various characteristics depending on its origin. Especially, aquatic NOM reduces an efficiency of water treatment system and forms disinfection-by-products(DBPs) as a precursor. In this study, DBP formation potential was estimated according to the molecular structure of NOMs resulted by pyrolysis-gas chromatography-mass spectrometer(py-GC-MS). Methods:Five NOM samples were characterized: Suwannee River NOM(SRNOM), Mississippi River NOM(MRNOM), Nakdong River NOM(NR), NOM in effluent of Jinhae wastewater treatment plant(WP), and NOM in a small stream(SG) in Changwon city. The various analytical instruments were used including TOC analyzer, UV spectrometer, fluorescence spectrometer, and size-exclusion chromatography. After freeze drying of NOMs, molecular structure of samples was identified by py-GC-MS. Results and Discussion:Molecular weights of SRNOM and MRNOM were similar each other (~1400Da). The others(NR,WP,SG) were larger than the SRNOM and MRNOM. Hydrophobicity of the samples followed the order: SRNOM≒MRNOM > NR > WP > SG. Py-GC-MS results showed that SRNOM and MRNOM contain high portion of humic components. Otherwise, NR, WP, SG have protein which is originated from microbials. The DBP formation potential of SRNOM and MRNOM were the highest.Conclusion:This research shows the different characteristics of NOMs originated from different source. The results confirmed that NOM contained high portion of humic components results in the formation of high concentration of DBPs.","PeriodicalId":52756,"journal":{"name":"daehanhwangyeonggonghaghoeji","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2022-12-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"46562396","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A Study on the Construction of Fuel Cell Electric Vehicle and Hydrogen Charging Station Supply Activation(mainly in Gyeongsangbuk-do) 燃料电池电动汽车建设与氢充电站供应激活研究(主要在庆尚北道)
Pub Date : 2022-12-31 DOI: 10.4491/ksee.2022.44.12.560
Dong Sub Lee, Jin Su Park, Y. Sim
In order to reduce various environmental pollutants and green house gas emissions caused by the use of fossil fuels, countries around the world are making various efforts to revitalize the supply of eco-friendly vehicles such as FCEVs(fuel cell electric vehicles) and electric vehicles. As a policy to revitalize the supply of eco- friendly cars, it is pushing for purchase subsidies and tax reduction policies, and aims to supply 6.7 million fuel cell electric vehicles and 310 hydrogen charging stations by 2022. Meanwhile in order for eco-friendly cars to be activated, various policies such as subsidies, vehicle price reduction, easing various regulatory policies, and promoting incentive policies are needed, but above all, installing charging facilities is important to revitalize eco-friendly vehicles. In this study, the current status of the FCEV industry and the promotion strategy according to the supply of FCEVs were presented to revitalize the supply of the FCEVs suitable for the situation in Gyeongsangbuk-do. The first, practical hydrogen utilization measures should be prepared first in purchasing business vehicles through a plan to supply FCEVs, expand subsides to revitalize the supply of FCEVs, and secure subsidies for operation of hydrogen charging stations. The second, it is necessary to build a hydrogen production base in Gyeongsangbuk-do to expand the FCEV infrastructure, build an institutional plan to revitalize FCEVs, and reduce hydrogen costs through green hydrogen production and production base construction. The third, it is necessary to train professionals, in the hydrogen industry and promote the transformation of local people’s perception of hydrogen and hydrogen charging stations. Therefore, Gyeongsangbuk-do can secure competitiveness in the hydrogen industry by supplying FCEVs and expanding hydrogen charging stations, and contribute for forstering the hydrogen economy, a key driving force for future innovation growth and energy conversion.
为了减少使用化石燃料造成的各种环境污染物和温室气体排放,世界各国正在努力恢复燃料电池汽车(fcev)和电动汽车等环保汽车的供应。作为激活环保汽车供应的政策,政府正在推进购买补贴和减税政策,并计划到2022年供应670万辆燃料电池汽车和310个氢燃料充电站。同时,为了激活环保汽车,需要补贴、降低汽车价格、放松各种监管政策、促进激励政策等各种政策,但最重要的是,安装充电设施对环保汽车的振兴至关重要。在本研究中,提出了燃料电池汽车产业的现状和根据燃料电池汽车的供应来促进战略,以振兴适合庆尚北道情况的燃料电池汽车的供应。首先,应制定氢燃料电池汽车供应计划、扩大氢燃料电池汽车供应补贴、确保氢充电站运营补贴等,在购买商用车辆时首先制定切实可行的氢利用对策。第二,在庆尚北道建设氢气生产基地,扩大氢燃料电池汽车基础设施,制定氢燃料电池汽车振兴制度计划,通过绿色氢气生产和生产基地建设,降低氢气成本。第三,要培养专业人才,在氢能行业,推动当地民众对氢气和氢充电站的认知转变。因此,庆尚北道可以通过提供氢燃料电池汽车(fcev)和扩大氢气充电站,确保氢产业的竞争力,并为培育未来创新成长和能源转换的核心动力——氢经济做出贡献。
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引用次数: 0
Water Quality Analysis and Chl-a Prediction of 15 Large-scale Freshwater Lakes in Korea by Multivariate Statistical Analysis 韩国15个大型淡水湖水质分析及叶绿素a的多元统计预测
Pub Date : 2022-12-31 DOI: 10.4491/ksee.2022.44.12.589
Dong Hwi Lee, Eue-tae Kang, J. Joo, Hyeon Woo Go, C. Ahn, Yong Hyeon Bae, Kwang-Duck Song
Objectives:A large-scale freshwater lake is a freshwater lake with a storage of 5,000,000 tons or more among freshwater lakes. It is located at the end of the basin, so complex and various pollutants flow in from a wide basin, and it has a characteristic of longer retention and greater accumulation for a long time in the lake. Since the continuous inflow and accumulation of non-point pollution sources for agricultural purpose occurred due to the repeated reuse of agricultural water near freshwater lakes, and the complex water use and occurred drainage structure, water pollution is aggravating. In this study, the main pollution sources of large-scale freshwater lakes were derived through multivariate statistical analysis using various water quality factors for efficient freshwater lake management. The analysis is performed out to predict the future Chlorophyll-a(Chl-a) and to identify major factors affecting algal growth, and to use them as establish effective countermeasures to improve water quality based on the characteristics of freshwater lakes algal growth the future.Methods:In the case of GanWol(GW), GeumGang(GG), GeumHO(GeH), NamYang(NY), DaeHo(DH), BuNam(BN), SapGyo(SG), ASan(AS), YoungSan(YS), YoungAm(YA) in the water environment information system operated by the Ministry of Environment, water quality data on a monthly basis for 10 years from January, 2011 to December, 2020 were collected from three point measurement located in the lake. In the case of GoHeung(GoH), GunNae(GN), Busa(BS), SeokMoon(SM), and HaeNam(HN), water quality data were collected on a quarterly basis for 5 years from April 2015 to March 2019 from one point measurement located in the lake.Results and Discussion:As a result of Korean trophic state index (TSIko) analysis, most of the large-scale freshwater lakes in the central region of the West Sea were classified as Hypertrophic, and all of the large-scale freshwater lakes in the southern region of the West Sea were classified as Eutrophic. Based on the results from factor analysis and principal component analysis, countermeasures against organic matters, nutrients, and algal bloom in terms of type of large-scale freshwater lake should be prepared. As a result of multiple linear regression analysis for Chl-a prediction, large-scale freshwater lakes in the central region of the West Sea had higher explanatory rates than large-scale freshwater lakes in the southern region of the West Sea, but all were analyzed below 0.8, suggesting that the accuracy was not high.Conclusions:BOD, COD, TOC, T-N, and T-P concentration of freshwater lakes in the central region of the West Sea have more deterioating water quality than freshwater lakes in the southern region of the West Sea, suggesting that organic pollutants and nutrients need to be managed. As a result of the factor analysis, it is judged that organic matter & algae type nutrient type, and complex type classification, and appropriate water quality management measures for ea
目的:大型淡水湖是淡水湖中储水量在500万吨以上的淡水湖。它位于流域的末端,复杂多样的污染物从宽阔的流域流入,具有在湖中滞留时间较长、蓄积时间较大的特点。由于淡水湖附近农业用水的反复回用,以及复杂的用水方式和已发生的排水结构,导致农业用面源不断流入和积累,水污染日益加剧。本研究利用各种水质因子进行多元统计分析,得出大型淡水湖的主要污染源,为淡水湖的有效管理提供依据。通过对未来淡水湖藻类生长特征的分析,预测未来淡水湖藻类的叶绿素-a(Chl-a),找出影响藻类生长的主要因素,并以此为依据制定有效的水质改善对策。方法:以环境部运营的水环境信息系统中的甘月(GW)、金刚(GG)、锦湖(GeH)、南阳(NY)、大湖(DH)、富南(BN)、五桥(SG)、峨山(AS)、永山(YS)、永南(YA)为例,收集2011年1月至2020年12月10年的逐月水质数据。以高兴(GoH)、郡内(GN)、布沙(BS)、石门(SM)、海南(HN)为例,从2015年4月到2019年3月的5年时间里,每季度收集一次湖泊的水质数据。结果与讨论:通过韩国营养状态指数(TSIko)分析,西海中部大部分大型淡水湖为富营养型,西海南部所有大型淡水湖均为富营养型。根据因子分析和主成分分析的结果,应根据大型淡水湖的类型,制定有机质、养分和藻华的防治对策。对Chl-a预测进行多元线性回归分析发现,西海中部大尺度淡水湖的解释率高于西海南部大尺度淡水湖,但分析结果均在0.8以下,精度不高。结论:西海中部淡水湖的BOD、COD、TOC、T-N和T-P浓度比西海南部淡水湖的水质恶化程度更严重,需要对有机污染物和营养物质进行管理。通过因子分析,判断出有机质&藻类类型、营养类型,并进行复杂类型分类,需要针对每种类型采取相应的水质管理措施。所有用于预测Chl-a的回归模型均以p<0.05进行分析,各预测公式的自变量对解释Chl-a有意义。Chl-a受各种水质因素的复杂作用而变化,同时判断还应考虑降水、日照时间、流量等水质外部产品的影响。今后,如果将较长时期的水质因素与外部因素进行综合回归,通过增大R2值,可以得到解释率稍高的模型。
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引用次数: 0
Methodology for Topographic Survey of Carbon Absorption Sources in Stream Wetland Using Industrial Drone 基于工业无人机的河流湿地碳吸收源地形调查方法
Pub Date : 2022-12-31 DOI: 10.4491/ksee.2022.44.12.616
Y. Yoon, S. Yun
As the increase of carbon dioxide in atmospheric accelerates climate change, various efforts have been performed to reduce carbon worldwide. Recently, as the concept of green carbon stored and sequestrated through photosynthesis by land plants has been emphasized to reduce carbon content from environments, the importance of carbon absorption survey for plant groups analysis of terrestrial ecosystems such as forests and river wetlands is increasing. Carbon absorption sources in terrestrial ecosystems exist in various forms of plant, soil, and topography, and represent various carbon absorption through physical, chemical and biological reactions between each other depending on the location and height of the plant groups. In this study, an industrial RTK drone capable of taking high-resolution images was used for efficient carbon absorption survey in Damyang stream wetland. Based on the global navigation satellite system by RTK, the location could be corrected in real time, and ecosystem surveys could be conducted on the height of the terrain with RTK drone. The point cloud technique of the high-density surface model was used to analyze the three-dimensional topography of areas that are difficult to access. Using the photo survey function of the RTK drone, it is expected to play an important role in understanding the total amount of green carbon of terrestrial ecosystems and carbon circulation of the land ecosystem by enabling the creation of topographic maps of stream wetlands, and riparian vegetation with complex terrain.
随着大气中二氧化碳的增加加速了气候变化,全世界都在努力减少碳排放。最近,随着陆地植物通过光合作用储存和封存绿色碳的概念被强调以减少环境中的碳含量,碳吸收调查对森林和河流湿地等陆地生态系统植物群分析的重要性越来越大。陆地生态系统中的碳吸收源存在于各种形式的植物、土壤和地形中,代表着根据植物群的位置和高度,通过彼此之间的物理、化学和生物反应进行的各种碳吸收。本研究采用能够拍摄高分辨率图像的工业RTK无人机对丹阳溪湿地进行了有效的碳吸收调查。基于RTK全球导航卫星系统,可以实时校正位置,并使用RTK无人机对地形高度进行生态系统调查。采用高密度表面模型的点云技术对难以进入的区域进行三维地形分析。利用RTK无人机的照片测量功能,通过创建溪流湿地和地形复杂的河岸植被的地形图,有望在了解陆地生态系统的绿碳总量和陆地生态系统碳循环方面发挥重要作用。
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引用次数: 0
Evaluation of the Feasibility of Foam Glass as Filter Media in Rain Garden 泡沫玻璃作为雨水花园过滤介质的可行性评价
Pub Date : 2022-12-31 DOI: 10.4491/ksee.2022.44.12.603
Hyeon Woo Go, Soo-Young Moon, H. Kim, So Ye Jang, E. Kang, J. Joo
Objectives:In order to recycle and resource waste glass, the feasibility of foam glass as filter media was evaluated, and column experiments using foam glass media were conducted to confirm the applicability as filter media in rain garden. Through this experiment, various design factors to be considered can be derived in application of foam glass media in the rain garden.Methods:Sieve analysis and SEM/EDS analysis were conducted to confirm the physicochemical properties of the foam glass. Column experiments filled with only foam glass and mixtures of sand and foam glass were conducted to simulate rain garden to evaluate the removal efficiency of suspended solids and turbidity using the foam glass media, head difference (Δh) and hydraulic conductivity (K) changes, and calculation of filtered suspended solids loading using both discrete and cumulative mass approach. Finally, comparison of filtration performance with various filter media used in LID facilities was performed to evaluate the feasibility of foam glass media in rain garden.Results and Discussion:Since foam glass media has a lower density than water, homogeneous particle size, and smooth surface with pores of various sizes, foam glass media effectively induces internal capture and external adsorption of suspended solids. Foam glass media has been applied to high suspended solids and turbidity removal efficiency. As the suspended solids inflow load increased, clogging occurred in the pores and the removal efficiency gradually decreased, but the foam glass media with lower density than water was continuously disturbed and rearranged due to the head difference energy, and some clogging were alleviated by rearrangement of pores and channels. The load of suspended solids in precipitated, adsorbed, and retained on the foam glass was calculated using the effluent sample (discrete) collected at regular time intervals and the continuously accumulated sample (cumulative) from the output. The filtered suspended solids load calculated using the cumulative mass approach was higher due to the estimation of the amounts of suspended solids remaining in the filtration column is lower because the samples (discrete) collected at regular time intervals from the output do not reflect the amount of suspended solids that change over time. Thus, the amounts of suspended solids removed through the filtration process can be much more accurately estimated using the cumulative samples. Finally, when comparing the removal efficiency with other filter media, foam glass can be used as excellent filter media with higher removal efficiency and greater lifespan.Conclusion:Foam glass media with smooth surface, pores of various sizes, and lower density than water can rearrange and regenerate pores to alleviate some clogging, resulting in high suspended solids and turbidity removal efficiency for a long period of time. Considering that the amount of suspended solids filtered is determined by various factors such as particle
目的:为了回收和资源化废玻璃,评估了泡沫玻璃作为过滤介质的可行性,并使用泡沫玻璃介质进行了柱实验,以证实其作为过滤介质在雨水花园中的适用性。通过该实验,可以得出泡沫玻璃介质在雨水花园中应用时需要考虑的各种设计因素。方法:采用筛分分析和扫描电镜/能谱分析对泡沫玻璃的理化性质进行了表征。通过仅填充泡沫玻璃以及沙子和泡沫玻璃混合物的柱实验来模拟雨水花园,利用泡沫玻璃介质、水头差(Δh)和水力传导率(K)的变化以及使用离散和累积质量法计算过滤悬浮固体负荷来评估悬浮固体和浊度的去除效率。最后,对LID设施中使用的各种过滤介质的过滤性能进行了比较,以评估泡沫玻璃介质在雨水花园中的可行性。结果与讨论:由于泡沫玻璃介质的密度低于水,颗粒大小均匀,表面光滑,孔隙大小不等,泡沫玻璃介质有效地诱导了悬浮固体的内部捕获和外部吸附。泡沫玻璃介质已被应用于高悬浮固体和浊度去除效率。随着悬浮固体流入负荷的增加,孔隙发生堵塞,去除效率逐渐降低,但密度低于水的泡沫玻璃介质由于水头差能量而不断受到干扰和重排,孔隙和通道的重排缓解了部分堵塞。使用以规则时间间隔收集的流出物样品(离散的)和来自输出的连续累积的样品(累积的)来计算沉淀、吸附和保留在泡沫玻璃上的悬浮固体的负载。使用累积质量法计算的过滤悬浮固体负荷较高,这是因为对残留在过滤柱中的悬浮固体量的估计较低,因为以规则时间间隔从输出中收集的样本(离散)没有反映随时间变化的悬浮固体的量。因此,使用累积样品可以更准确地估计通过过滤过程去除的悬浮固体的量。最后,当将去除效率与其他过滤介质进行比较时,泡沫玻璃可以用作具有更高去除效率和更长寿命的优秀过滤介质。结论:泡沫玻璃介质表面光滑,孔隙大小不一,密度比水低,可以重新排列和再生孔隙,缓解一些堵塞,长期保持较高的悬浮物和除浊效率。考虑到过滤的悬浮固体量由悬浮固体的粒度和分布、孔隙率、深度、线速度和流入负荷等多种因素决定,因此有必要通过长期的现场实验对使用泡沫玻璃介质进行可行性测试。使用累积样品可以更准确地估计通过过滤过程去除的悬浮固体的量。
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