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Chemical oxygen demand reduction in coffee wastewater through chemical flocculation and advanced oxidation processes 被引量:7
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作者 ZAYAS Pérez Teresa GEISSLER Gunther HERNANDEZ Fernando 《Journal of Environmental Sciences》 SCIE EI CAS CSCD 2007年第3期300-305,共6页
The removal of the natural organic matter present in coffee processing wastewater through chemical coagulation-flocculation and advanced oxidation processes (AOP) had been studied. The effectiveness of the removal o... The removal of the natural organic matter present in coffee processing wastewater through chemical coagulation-flocculation and advanced oxidation processes (AOP) had been studied. The effectiveness of the removal of natural organic matter using commercial flocculants and UV/H202, UV/O3 and UV/H2O2/O3 processes was determined under acidic conditions. For each of these processes, different operational conditions were explored to optimize the treatment efficiency of the coffee wastewater. Coffee wastewater is characterized by a high chemical oxygen demand (COD) and low total suspended solids. The outcomes of coffee wastewater treatment using coagulation-flocculation and photodegradation processes were assessed in terms of reduction of COD, color, and turbidity. It was found that a reduction in COD of 67% could be realized when the coffee wastewater was treated by chemical coagulation-flocculation with lime and coagulant T-1. When coffee wastewater was treated by coagulation-flocculation in combination with UV/H2O2, a COD reduction of 86% was achieved, although only after prolonged UV irradiation. Of the three advanced oxidation processes considered, UV/H2O2, UV/O3 and UV/H2O2/O3, we found that the treatment with UV/H2O2/O3 was the most effective, with an efficiency of color, turbidity and further COD removal of 87%, when applied to the flocculated coffee wastewater. 展开更多
关键词 advanced oxidation processes coagulation-flocculation: coffee wastewater chemical oxygen demand (COD)
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Simultaneous Determination of Chemical Oxygen Demand (COD) and Biological Oxygen Demand (BOD5) in Wastewater by Near-Infrared Spectrometry 被引量:6
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作者 Qiong YANG Zhenyao LIU Jidong YANG 《Journal of Water Resource and Protection》 2009年第4期286-289,共4页
To rapidly determine the pollution extent of wastewater, the calibration models were established for deter-mination of Chemical Oxygen Demand and Biological Oxygen Demand in wastewater by partial least squares and nea... To rapidly determine the pollution extent of wastewater, the calibration models were established for deter-mination of Chemical Oxygen Demand and Biological Oxygen Demand in wastewater by partial least squares and near infrared spectrometry of 120 samples. Spectral data preprocessing and outliers’ diagnosis were also discussed. Correlation coefficients of the models were 0.9542 and 0.9652, and the root mean square error of prediction (RMSEP) were 25.24 mg?L-1 and 12.13 mg?L-1 in the predicted range of 28.40~528.0 mg?L-1 and 16.0~305.2 mg?L-1 for Chemical Oxygen Demand and Biological Oxygen Demand, respectively. By statistical significance test, the results of determination were compared with those of stan-dard methods with no significant difference at 0.05 level. The method has been applied to simultaneous de-termination of Chemical Oxygen Demand and Biological Oxygen Demand in wastewater with satisfactory results. 展开更多
关键词 Near-Infrared SPECTROMETRY WASTEWATER BIOLOGICAL oxygen demand chemical oxygen demand
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Environmental capacity of chemical oxygen demand in the Bohai Sea: modeling and calculation 被引量:5
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作者 赵喜喜 王修林 +2 位作者 石晓勇 李克强 丁东生 《Chinese Journal of Oceanology and Limnology》 SCIE CAS CSCD 2011年第1期46-52,共7页
A three-dimensional advection-diffusion model coupled with the degradation process is established for describing the transport of chemical oxygen demand (COD). Comparison of the simulated distribution of COD at the su... A three-dimensional advection-diffusion model coupled with the degradation process is established for describing the transport of chemical oxygen demand (COD). Comparison of the simulated distribution of COD at the surface in the Bohai Sea in August, 2001 with field observations, shows that the model simulates the dataset reasonably well. The Laizhou Bay, Bohai Bay, and Liaodong Bay were contaminated heavily near shore. Based on the optimal discharge flux method, the Environmental Capacity (EC) and allocated capacities of COD in the Bohai Sea are calculated. For seawater of Grades I to IV of the Chinese National Standard, the ECs of COD in the Bohai Sea were 77×104 t/a, 116×104 t/a, 154×104 t/a and 193×104 t/a, respectively. The Huanghe (Yellow) River pollutant discharge accounted for the largest percentage of COD at 14.3%, followed by that of from the Liugu River (11.5%), and other nine local rivers below 10%. The COD level in 2005 was worse than that of Grade II seawater and was beyond the environmental capacity. In average, 35% COD reduction is called to meet the standard of Grade I seawater. 展开更多
关键词 Bohai Sea environmental capacity (EC) chemical oxygen demand (COD) degradation process
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Spatial distribution and diurnal variation of chemical oxygen demand at the beginning of the rainy season in the Changjiang (Yangtze) River Estuary 被引量:3
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作者 高学鲁 宋金明 +1 位作者 李宁 李学刚 《Chinese Journal of Oceanology and Limnology》 SCIE CAS CSCD 2007年第3期254-260,共7页
A field observation was carried out in the Changjiang (Yangtze) River Estuary from May 19 to 26, 2003. A total of 29 stations, including 2 anchored stations, were occupied through almost the whole salinity gradient. B... A field observation was carried out in the Changjiang (Yangtze) River Estuary from May 19 to 26, 2003. A total of 29 stations, including 2 anchored stations, were occupied through almost the whole salinity gradient. Based on the observation data, biogeochemistry of chemical oxygen demand (COD) was examined. Spatial distribution pattern of COD shows that it decreased downstream. The COD concentration varied generally within a narrow range of 1.24–1.60 mg/L in the zone around the river mouth, beyond which it decreased rapidly to 0.20 mg/L. In the mixed water zone, the fluctuation in COD was smaller at 2 m above the bottom layer than at the surface layer in 48 h. In the seawater zone, the 48-h fluctuation at the surface was the largest, followed by that of 5 m below the surface and 2 m above the bottom layers in a range of from 2.50 to 0.55 mg/L. Freshwater discharge was the dominant source of COD in the estuary. The average COD beyond the river mouth was 2.7 mg/L, which accorded with the Chinese seawater quality Grade I. Relationships between dissolved oxygen and biogeochemical parameters such as suspended particulate matter, dissolved organic matter and chlorophyll-a were also discussed. 展开更多
关键词 spatial distribution diurnal variation chemical oxygen demand the Changjiang (Yangtze) River Estuary
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On-Line Measurement of the Chemical Oxygen Demand in Wastewater in a Pulp and Paper Mill Using Near Infrared Spectroscopy 被引量:5
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作者 John Dahlbacka Josefina Nystrom +2 位作者 Torgny Mossing Paul Geladi Tom Lillhonga 《Spectral Analysis Review》 2014年第4期19-25,共7页
Although near infrared (NIR) spectroscopy has been evaluated for numerous applications, the number of actual on-line or even on-site industrial applications seems to be very limited. In the present paper, the attempts... Although near infrared (NIR) spectroscopy has been evaluated for numerous applications, the number of actual on-line or even on-site industrial applications seems to be very limited. In the present paper, the attempts to produce online predictions of the chemical oxygen demand (COD) in wastewater from a pulp and paper mill using NIR spectroscopy are described. The task was perceived as very challenging, but with a root mean square error of prediction of 149 mg/l, roughly corresponding to 1/10 of the studied concentration interval, this attempt was deemed as successful. This result was obtained by using partial least squares model regression, interpolated reference values for calibration purposes, and by evenly distributing the calibration data in the concentration space. This work may also represent the first industrial application of online COD measurements in wastewater using NIR spectroscopy. 展开更多
关键词 chemical oxygen demand (COD) Industrial Wastewater Near Infrared Spectroscopy (NIR) Multivariate Calibration On-Line Measurement
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Chemical oxygen demand oxidation via sustained-release persulfate balls: a rate-compatibility study of flow velocity, releasing, and oxidation
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作者 Bate BATE Danting ZHANG +3 位作者 Jianshe YE Min XIA Yixin YANG Shuai ZHANG 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS 2024年第9期749-762,共14页
Identification of chemical oxygen demand(COD)in municipal solid waste(MSW)landfill leachates is a challenging problem.This paper investigated the feasibility of using sodium persulfate(PS),a strong oxidant,as a permea... Identification of chemical oxygen demand(COD)in municipal solid waste(MSW)landfill leachates is a challenging problem.This paper investigated the feasibility of using sodium persulfate(PS),a strong oxidant,as a permeable reactive barrier(PRB)filling material.Firstly,sustained-release persulfate balls were manufactured to adjust the release rate of persulfate,the oxidation agent.In addition,Fe(II)-loaded activated carbon(Fe-AC)was used to help with an even distribution of Fe(II)in the porous medium(PRB in this case).Then,the oxidation efficiency and kinetic rate of COD removal by the sustained-release balls were subjected to batch tests.A mass ratio of 1:1.4:0.24:0.7 for PS:cement:sand:water was the most efficient for COD removal(95%).The breakthrough curve for a 5 mm sustained-release ball revealed that the retardation factor was 1.27 and that the hydrodynamic dispersion coefficient was 15.6 cm^(2)/d.The corresponding half-life of COD oxidation was 0.43 d,which was comparable with the half-life of PS release from sustained-release balls(0.56 d).The sustained-release persulfate balls were shown to be an economical material with a simple recipe and production method when catalyzed by Fe-AC.Compared with cutting-edge methods,sustained-release balls used in PRBs offer significant advantages in terms of both effectiveness and economy for the preparation of sustained-release and catalytic materials.These results verified the feasibility of using sustained-release persulfate balls as a PRB material for COD removal. 展开更多
关键词 chemical oxygen demand(COD) Sodium persulfate(PS) Sustained-release balls Permeable reactive barrier(PRB) Fe(II)-loaded activated carbon(Fe-AC)
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Characterization and analysis of petrochemical wastewater through particle size distribution, biodegradability, and chemical composition 被引量:5
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作者 Xiaoqiang Jia Dayao Jin +1 位作者 Chen Li Wenyu Lu 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2019年第2期444-451,共8页
The centralized treatment method is a widely used form of wastewater treatment that tends to be less effective at removing toxic substances. Therefore, a detailed analysis of the composition of wastewater can provide ... The centralized treatment method is a widely used form of wastewater treatment that tends to be less effective at removing toxic substances. Therefore, a detailed analysis of the composition of wastewater can provide important information for the design of an effective wastewater treatment process. The objective of this paper was to investigate particle size distribution(PSD), biodegradability, and the chemical composition of the petrochemical wastewater discharges. For this purpose, this project selected the petrochemical wastewater and treated wastewater of China National Offshore Oil Corporation Zhongjie Petrochemical Co, Ltd. as the analysis objects.The step-by-step filtration method, along with a molecular weight classification method, was selected to build the chemical oxygen demand(COD) and biochemical oxygen demand(BOD) fingerprints of petrochemical wastewater and treated wastewater. The results showed that the main pollutants were settleable particles in petrochemical wastewater, which contributed to over 54.85% of the total COD. The colloidal particles with particle sizes in the range of 450–1000 nm had the highest COD value in the treated wastewater, which contributed34.17% of the total COD of treated wastewater. The results of the BOD analysis showed that the soluble fractions were the main reason that treated wastewaters did not meet the treatment standards. Tests on the organic compounds in petrochemical wastewater found that there were mainly linear paraffins, branched paraffins, benzene series compounds, and some plasticizers in the influent of the petrochemical wastewater. The most abundant pollutants in treated petrochemical wastewater were the adjacent diisobutyl phthalate and the linear alkanes.Fourier transform infrared(FTIR) transmission spectroscopy analysis showed that the settleable particles of petrochemical wastewater and membrane bioreactor(MBR)-treated wastewater contained multiple types of organic substances. The results also indicated that removing the oil-settleable substances, the colloidal particles(450–1000 nm), and the soluble organics will be necessary for the treatment of petrochemical wastewater. 展开更多
关键词 PETROchemical WASTEWATER Gradient membrane separation chemical oxygen demand BIOchemical oxygen demand
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Disruption of biofilms from sewage pipes under physical and chemical conditioning 被引量:2
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作者 Charbel Mahfoud Antoine El Samrani +4 位作者 Rita Mouawad Walid Hleihel Rim El Khatib Bruno S. Lartiges Nam Ouani 《Journal of Environmental Sciences》 SCIE EI CAS CSCD 2009年第1期120-126,共7页
Biofilms grown inside two sewage collecting pipes located in industrial and residential areas are studied. Bacterial biomass inside three layers of biofilms was evaluated. Biofilm cohesion under different mixing rate ... Biofilms grown inside two sewage collecting pipes located in industrial and residential areas are studied. Bacterial biomass inside three layers of biofilms was evaluated. Biofilm cohesion under different mixing rate and ionic strength was also investigated. Effects of physical and chemical parameters in the biofilms were evaluated by monitoring turbidity, chemical and biochemical oxygen demands. Extracted organic matter from biofilms was partitioned to polar, aromatic and saturated fractions using activated silica column chromatography. Results revealed that bacterial biomass growth depending on biofilm thickness and stratification. The most loaded stratum in bacteria/biomass was the sewage-biofilm interface stratum that represented 51% of the total bacteria/biomass. Stirring rate and ionic strength of mono- and bivalent salts showed a major influence in biofilm disruption. The stirring time enhanced the exchange dynamic and matter capture between biofilm fragments at the critical stirring rate 90 r/min. Sodium chloride showed the dispersing effect on biofilms in suspension, and decreased the BOD5 (biochemical oxygen demand) beyond the physiological salt concentration. 展开更多
关键词 biofilms biochemical oxygen demand (BODs) chemical oxygen demand (COD) BIOMASS ionic strength
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Effects of Urechis unicinctus Juveniles on Chemical Characteristics of Organically Contaminated Coastal Sediment 被引量:5
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作者 KANG Kyoung Ho ZHANG Zhifeng +2 位作者 KIM Jae Mini SEON Seung Chun SHAO Mingyu 《Journal of Ocean University of China》 SCIE CAS 2010年第1期48-52,共5页
Biological activities of marine benthos such as burrowing and feeding may change sediment characteristics.We conducted three experiments to examine the potential of using juveniles of a spoon worm Urechis unicinctus t... Biological activities of marine benthos such as burrowing and feeding may change sediment characteristics.We conducted three experiments to examine the potential of using juveniles of a spoon worm Urechis unicinctus to improve the quality of organically contaminated coastal sediment.Sediment samples were collected from a site that was heavily contaminated with organic matter (Seonso) and two sites that were clean (Myo-do,Dolsan-do).Urechis juveniles,obtained by artificial fertilization and cultured in the laboratory,were introduced to the sediment (weight 3 kg,depth 10 cm) at a density of 500 individuals per aquarium (length 50 cm,width 35 cm,height 30 cm) (Experiment 1),or at densities ranging from 100 to 900 individuals per beaker (Experiment 2).To examine how sediment contamination can be modified by the effects of Urechis,500 individuals (per aquarium) were exposed to the Seonso contaminated sediment that had been mixed with 0-100% clean sand (Experiment 3).Each experiment lasted two months and sediment samples were collected every 15 d to determine the several indexes of sediment quality,which included acid volatile sulfide (AVS),chemical oxygen demand (COD) and total ignition loss (TIL).In Experiment 1,the existence of Urechis did not result in significant changes in quality indexes in the sediments collected from Myo-do,Dolsan-do.However,AVS,COD and TIL of the Seonso sediment all decreased significantly after co-incubation with Urechis juveniles for 30 to 45 d.Experiment 2 showed that a density of at least 300 juveniles per beaker was necessary to significantly reduce all three quality indexes,and the magnitude of reduction was positively correlated with juvenile density.Experiment 3 revealed that Urechis juveniles were effective in reducing the AVS,COD and TIL of the Seonso sediment that had been mixed with 60%,80%,and 80% of clean sand,respectively.The results of the present study therefore indicated that juveniles of this spoon worm have the potential to be used to improve the quality of organically contaminated sediment in coastal waters. 展开更多
关键词 Urechis unicinctus sediment improvement acid volatile sulfide (AVS) chemical oxygen demand (COD) total ignition loss (TIL)
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Assessment of the Physicochemical and Microbiological Parameters of a Teaching Hospital’s Wastewaters in Abidjan in Côte d’Ivoire 被引量:1
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作者 Sadia Sahi Placide Berté Mohamed +4 位作者 Loba Evelyne Marie Hélène Appia Foffié Thiéry Auguste Gnamba Corneil Quand-Meme Ibrahima Sanogo Lassiné Ouattara 《Journal of Water Resource and Protection》 2016年第13期1251-1265,共16页
This work deals with the physicochemical and microbiological characterization of a hospital wastewater that is directly discharged in water bodies without treatment. Our focus was paid on the teaching hospital of Trei... This work deals with the physicochemical and microbiological characterization of a hospital wastewater that is directly discharged in water bodies without treatment. Our focus was paid on the teaching hospital of Treichville (Cote d’Ivoire). For the purpose, various physicochemical parameters such as temperature, pH, dissolved oxygen, total dissolved solid, conductivity, nitrate, phosphate, chloride, chemical oxygen demand (COD), biological oxygen demand for five days (BOD<sub>5</sub>), salinity, and total suspended solids have been assessed. For the microbiological investigations, the parameters consisting in Pseudomonas aeruginosa, Salmonella and total coliforms have been assessed. From the analysis, it has been found that the wastewaters of the teaching hospital of Treichville are highly loaded in organic pollutants and in pathogens bacteria. The values of nitrate, dissolved oxygen demand, COD, BOD<sub>5</sub> and biological parameters do not respect the international (WHO) values recommended for the water to be discharged in the environment. The ratio COD/BOD<sub>5</sub> has been determined to vary between 1.25 and 2.80. The results showed that the studied wastewater is a domestic type wastewater composed either by mostly biodegradable pollutants or a mixture of biodegradable and non-biodegradable organic pollutants. These wastewaters constitute therefore a risk for the populations since they are discharged in water bodies without any treatment and used by communities. 展开更多
关键词 Physicochemical Parameter chemical oxygen demand Hospital Wastewater Pseudomonas aeruginosa SALMONELLA
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Biochemical Methane Potential of Food Wastes from Akouedo Landfill, Côte d’Ivoire
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作者 Kouadio Marc Cyril Kouakou Adjoumani Rodrigue +2 位作者 Kra Essi Trokourey Albert Akichi Agboue 《Green and Sustainable Chemistry》 2018年第3期288-293,共6页
The determination of biochemical methane potential (BMP) is very important for the valorization of food wastes. This study is focused on the evaluation of the theoretical methane production from chemical oxygen demand... The determination of biochemical methane potential (BMP) is very important for the valorization of food wastes. This study is focused on the evaluation of the theoretical methane production from chemical oxygen demand (COD) of some food wastes, coming out Akouedo landfill. Almost all of the considered samples exhibited methane theoretical yields equal to about 402.5 - 507.8 mLCH4/gVS. These results indicate the suitability of all the studied food wastes from Akouedo landfill to be converted into energy. 展开更多
关键词 BIOchemical METHANE Potential FOOD WASTES Akouedo LANDFILL chemical oxygen demand
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Analysis of the Correlation among Three Oxygen Demand Indexes in Surface Water
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作者 Bin YANG Jing LIU Jinglong LIU 《Meteorological and Environmental Research》 CAS 2022年第2期61-64,共4页
Based on the monitoring data of chemical oxygen demand(COD),permanganate index(I Mn)and five-day biochemical oxygen demand(BOD 5)of surface water in Tongling section of Yangtze River,the linear relationship among the ... Based on the monitoring data of chemical oxygen demand(COD),permanganate index(I Mn)and five-day biochemical oxygen demand(BOD 5)of surface water in Tongling section of Yangtze River,the linear relationship among the three indexes in the annual data analysis and the internal reasons,as well as the linear relationship and changes among the three indexes in different seasons were analyzed.The results reveal that in terms of the whole year,COD,I Mn and BOD 5 had a significant correlation and good linear relationship.The fitting slopes of the three indexes were 3.89 of COD/I Mn,4.39 of COD/BOD 5 and 1.16 of I Mn/BOD 5,respectively,which corresponded to the proportional relationship among the three indexes.From the perspective of seasonal changes,there was a very significant correlation between the three indexes in spring and summer.In autumn and winter,only COD and I Mn had a good correlation,but they had a poor correlation with BOD 5. 展开更多
关键词 chemical oxygen demand Permanganate index Biochemical oxygen demand SEASON CORRELATION
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A new FTO/TiO_(2)/PbO_(2)electrode for eco-friendly electrochemical determination of chemical oxygen demand
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作者 Lei Wang Yuehan Zhang +3 位作者 Xiaoxuan Sun Yunhui Li Junfeng Zhai Shaojun Dong 《Nano Research》 SCIE EI CSCD 2023年第8期11042-11047,共6页
Eco-friendly chemical oxygen demand(COD)sensors are highly desired with respect to the importance of COD determination in environmental protection.In this work,a new FTO/TiO_(2)/PbO_(2)(FTO=fluorine-doped tin oxide)el... Eco-friendly chemical oxygen demand(COD)sensors are highly desired with respect to the importance of COD determination in environmental protection.In this work,a new FTO/TiO_(2)/PbO_(2)(FTO=fluorine-doped tin oxide)electrode was fabricated with a two-step method and used as an eco-friendly electrochemical COD sensor.The interlayer TiO_(2)was employed to strengthen the adhesion of PbO_(2)on the FTO substrates by providing a large TiO_(2)/PbO_(2)interface area.The effects of the factors including applied potential,supporting electrolyte concentration and stirring speed on the sensing performance were investigated.Under the optimized conditions,linear responses to the COD of water with different COD sources were achieved,and a linear range from 5 to 120 mg/L was obtained in the case of sucrose as the COD source.The relative standard deviations(RSD)were determined to be less than 9%for the glucose solutions with the COD of 7.5,12.5 and 17.5 mg/L.For real sample analysis,the obtained results were comparable with those measured with the conventional dichromate method,with a relative error less than 11%. 展开更多
关键词 chemical oxygen demand organic pollution chloride interference PbO_(2)electrode
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PVDF/PVA共混膜的制备及其在去除污水COD中的应用
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作者 张爱文 种延竹 高官俊 《合成树脂及塑料》 CAS 北大核心 2024年第4期32-35,共4页
以聚乙烯醇(PVA)、聚偏氟乙烯(PVDF)为原料,聚乙烯吡咯烷酮为溶剂,制备了PVDF/PVA共混膜。将该膜应用于膜生物反应器处理污水,测试化学需氧量(COD)去除率和膜的使用性能。结果表明:膜的水通量随PVA加入量的增加而逐渐增加,在牵伸比为1.7... 以聚乙烯醇(PVA)、聚偏氟乙烯(PVDF)为原料,聚乙烯吡咯烷酮为溶剂,制备了PVDF/PVA共混膜。将该膜应用于膜生物反应器处理污水,测试化学需氧量(COD)去除率和膜的使用性能。结果表明:膜的水通量随PVA加入量的增加而逐渐增加,在牵伸比为1.7时,膜的水通量达到最大值;平板膜用清水清洗后,膜的水通量恢复率较高,膜的运行周期经第一次清洗后下降了18 h,经第二次和第三次清洗后,膜的运行周期基本稳定在6~8 h,COD去除率高于90%,表明该膜具有良好的使用性能。 展开更多
关键词 聚偏氟乙烯 聚乙烯醇 共混膜 生物处理 水通量 化学需氧量
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基于KPCA-PSO-ELM算法的地表水化学需氧量紫外-可见吸收光谱检测研究
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作者 郑培超 周椿棪 +5 位作者 王金梅 尹义同 张莉 吕强 曾金锐 何雨欣 《光谱学与光谱分析》 SCIE EI CAS CSCD 北大核心 2024年第3期707-713,共7页
化学需氧量(COD)是水质检测重要指标之一,反映水体有机物含量。传统的COD化学检测方法存在操作繁琐,等待时间长,二次污染等缺点。紫外-可见吸收光谱法是目前水体化学需氧量检测中应用最为广泛的方法之一,具有检测快速、无污染等特点。... 化学需氧量(COD)是水质检测重要指标之一,反映水体有机物含量。传统的COD化学检测方法存在操作繁琐,等待时间长,二次污染等缺点。紫外-可见吸收光谱法是目前水体化学需氧量检测中应用最为广泛的方法之一,具有检测快速、无污染等特点。为了满足地表水化学需氧量快速、实时、在线监测等要求,采用紫外-可见吸收光谱进行测量,提出了内核主成分分析(KPCA)结合粒子群优化极限学习机(PSO-ELM)预测模型,满足当前对地表水化学需氧量快速、实时监测的要求。对光谱进行Savitzky-Golay(SG)滤波以降低随机噪声的影响;用积分光谱代替原光谱,以降低信号波动带来的影响;再将得到的光谱信息归一化,消除不同光谱数据量纲的影响。将预处理后的数据利用KPCA算法将全光谱数据压缩为5个特征,有效解决光谱信息冗余的问题;采用PSO算法对ELM的权重和偏置进行优化极大提高了模型的精度。对217个河流、长江及支流、湖库等地表水样本按照7∶3随机划分成训练集和测试集,并进行建模测试,其中训练集拟合优度(R2)为0.930 2、均方根误差(RMSE)为0.363 0 mg·L^(-1)、测试集拟合优度R2为0.931 9、均方根误差(RMSE)为0.400 7 mg·L^(-1)。为了验证提出的基于KPCA全光谱数据压缩方法对预测模型的提升效果,分别对比了主成分分析(PCA)、连续投影算法(SPA)、套索回归(LASSO)等特征处理算法。PCA-PSO-ELM模型的RMSE为0.715 1 mg·L^(-1)、 SPA-PSO-ELM模型的RMSE为0.473 7 mg·L^(-1)、 LASSO-PSO-ELM模型的RMSE为0.412 6 mg·L^(-1), KPCA-PSO-ELM模型较上述三种模型,RMSE分别降低了78.46%、 18.22%、 2.97%,结果表明KPCA是一种高效的光谱降维算法,能够有效消除光谱冗余信息,提升模型预测精度。基于KPCA-PSO-ELM预测模型结合紫外-可见吸收光谱可以实现对地表水COD快速、实时检测,为在线COD检测场景提供方法支撑。 展开更多
关键词 化学需氧量 紫外-可见吸收光谱 内核主成分分析 极限学习机
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化学需氧量精品实验项目的建设与探索
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作者 施鼎方 唐贤春 +3 位作者 刘佳 刘涛 徐竟成 盛力 《实验室科学》 2024年第1期168-171,共4页
以“环境监测实验”课程中经典的“化学需氧量(CODcr)测定”实验项目为例,从教学理念、教学内容和教学方法等开展精品实验项目建设。在教学理念上,遵循工程教育专业认证的“OBE”教学理念,将传统实验项目改进为探究性实验项目,以培养学... 以“环境监测实验”课程中经典的“化学需氧量(CODcr)测定”实验项目为例,从教学理念、教学内容和教学方法等开展精品实验项目建设。在教学理念上,遵循工程教育专业认证的“OBE”教学理念,将传统实验项目改进为探究性实验项目,以培养学生的动手能力、研究能力和思维能力。在传统课内实验教学基础上,引入前沿监测知识和新型测试技术,建立常规实验与拓展实验相结合的教学内容,引入两种测试方法的比较与总结环节,以此提高学生学习的主动性和综合能力。精品实验项目的建设,丰富了实验教学内涵,提高了实验教学效果,满足新时期环境学科一流人才培养的需要。 展开更多
关键词 化学需氧量 实验教学 精品实验 创新能力
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基于斑马鱼模型评估金华市主要水系的环境风险
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作者 孙洪杰 丁彦 +5 位作者 单夕颜 彭贵梦 徐泽琼 洪华嫦 管冬兴 尉小旋 《生态毒理学报》 CAS CSCD 北大核心 2024年第4期166-174,共9页
近年来,金华市实施了一系列“治水”工程,以便将水体的各项理化指标控制在标准以下,改善水环境质量。考虑到水中多种污染物之间可能存在的协同或加成等效应,在各理化指标达标情况下仍可能存在对水生生物正常生长发育构成潜在威胁的因素... 近年来,金华市实施了一系列“治水”工程,以便将水体的各项理化指标控制在标准以下,改善水环境质量。考虑到水中多种污染物之间可能存在的协同或加成等效应,在各理化指标达标情况下仍可能存在对水生生物正常生长发育构成潜在威胁的因素。为了准确评估“治水”工程对金华市水环境的改善效果,本研究综合运用化学分析与生物评价相结合的方法评估“治水”工程后金华市主要水系的水环境质量。研究发现,在以三江交汇点为中心的9个采样点中,化学需氧量(COD)的检出浓度均低于我国地表水Ⅰ类标准,金华市主要水系中有机物相对含量较低。对19种金属元素的浓度检测表明:Cd在梅溪采样点的检出浓度(1.22μg·L^(-1))略高于其地表水I类标准,Mn在秋滨污水厂出水(210.4μg·L^(-1))、Sb在梅溪(8.88μg·L^(-1))和义乌江(6.24μg·L^(-1))水样中的检出浓度均高于其国家地表水特定标准限值。此外所检测的金属元素在所研究区域内均可达到相应的地表水水质要求。生物评价结果表明,斑马鱼胚胎可以在所有采样点水样中正常生长发育,且其体内的热休克蛋白(HSP70)和金属硫蛋白(MT)及抗氧化系统均未受到明显干扰。由此可见,金华市实施的系列“治水”工程可以有效控制水环境中重金属及有机物的含量,且水质总体良好,对鱼类早期的生长发育并未产生任何干扰效应。 展开更多
关键词 重金属 斑马鱼 早期发育阶段 抗氧化系统 化学需氧量 基因转录
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基于PIWT-IPSO-BP的污水厂出水COD含量的预测模型
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作者 张净 窦慧芸 +1 位作者 蒋武 刘晓梅 《中国农村水利水电》 北大核心 2024年第9期15-20,28,共7页
在农业灌溉的领域中,化学需氧量(Chemical Oxygen Demand,COD)的测定是衡量水体中有机物污染程度的一个重要指标。当COD浓度超过60mg/L时,其对土壤质量和农作物的生长产生的负面影响成为不容忽视的问题。这一现象可能会严重影响农作物... 在农业灌溉的领域中,化学需氧量(Chemical Oxygen Demand,COD)的测定是衡量水体中有机物污染程度的一个重要指标。当COD浓度超过60mg/L时,其对土壤质量和农作物的生长产生的负面影响成为不容忽视的问题。这一现象可能会严重影响农作物的产量和质量,进而对农作物生产的可持续性构成挑战。因此,有必要精确预测污水处理厂出水COD浓度的变化趋势,从而促进其在农业灌溉中的有效应用。研究结合了改进的小波变换、改进的粒子群优化(Improved Particle Swarm Optimization,IPSO)算法和反向传播BP(Back Propagation,BP)神经网络作为预测模型。鉴于COD受到众多因素的影响,这些因素之间存在复杂的耦合关系,采用PCA进行特征提取。考虑到数据采集的过程中不可避免的噪声干扰,应用小波降噪对原始数据进行处理,以确保数据质量,提高模型准确性。在此基础上,基于BP神经网络算法构建污水处理厂出水COD的预测模型。为了解决BP神经网络参数选择可能遇到的盲目性问题,引入改进的粒子群算法对模型进行参数优化,以提高预测精度。实验结果表明,提出的PIWT-IPSO-BP模型预测效果良好,其平均绝对误差、均方根误差和决定系数分别为0.222、0.386和0.984。该模型在一定程度上改善了数据噪声、多因子制约等问题,为污水循环利用技术应用于农业灌溉方面提供了参考依据。 展开更多
关键词 化学需氧量 预测模型 小波变换 粒子群优化算法 BP神经网络
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近红外光谱污水COD分析系统设计
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作者 李阳 侯长宁 范日高 《福建电脑》 2024年第6期82-86,共5页
为了解决利用近红外光谱技术测定污水中的化学需氧量技术中样本数据集参数存在数据过拟合、干扰因素大、检测界面不直观等问题,本文采用一维卷积神经网络技术,建立水样近红外特征与污染指标成分含量之间的关系模型,并利用MATLAB的图形... 为了解决利用近红外光谱技术测定污水中的化学需氧量技术中样本数据集参数存在数据过拟合、干扰因素大、检测界面不直观等问题,本文采用一维卷积神经网络技术,建立水样近红外特征与污染指标成分含量之间的关系模型,并利用MATLAB的图形用户界面设计分析界面。实验结果表明,该方法预测结果良好,可实现水质污染的定性及定量的快速检测。 展开更多
关键词 污水 近红外光谱 化学需氧量预测
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生物质活性炭的制备及其在有机废水处理中的应用 被引量:1
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作者 范炜林 王闻 +3 位作者 余艳鸽 亓伟 王树加 孔德安 《新能源进展》 CSCD 北大核心 2024年第1期65-73,共9页
生物质活性炭是一种功能性多孔碳材料,以高碳生物质资源作为原料,经炭化、活化加工制成,具有原料来源广、表面官能团与孔结构丰富、吸附性能与改性潜力优良等特点。近年来许多学者以生物质为原料制备了功能多样的活性炭,实现了活性炭在... 生物质活性炭是一种功能性多孔碳材料,以高碳生物质资源作为原料,经炭化、活化加工制成,具有原料来源广、表面官能团与孔结构丰富、吸附性能与改性潜力优良等特点。近年来许多学者以生物质为原料制备了功能多样的活性炭,实现了活性炭在多种有机废水处理场景的应用,对有机废水的处理取得了显著的成果。综述了活性炭制备过程中常用的炭化和活化方法,对比分析了表面酸碱改性、氧化与还原改性、金属负载改性、微生物负载改性等活性炭改性方法,总结了活性炭在吸附净化、絮凝沉降、厌氧消化、生物滤池与人工湿地过滤等有机废水处理场景的应用,并对活性炭制备技术发展前景做了展望。 展开更多
关键词 活性炭 有机废水 化学需氧量
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