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Comparing Four Dimension Reduction Algorithms to Classify Algae Concentration Levels in Water Samples Using Hyperspectral Imaging Full text
2016
Pu, Hongbin | Wang, Lu | Sun, Da-Wen | Cheng, Jun-Hu
Reducing dimensions of hyperspectral data is very important as the removal of high-dimensional spectral variables could improve the predictive ability of the model. In the current study, four different linear dimension reduction algorithms, including principal component analysis (PCA), local preserving projections (LPP), neighborhood preserving embedding (NPE), and linear discriminant analysis (LDA), were used to reduce hyperspectral dimensions, and their classification performances on the algae concentration levels in water samples using hyperspectral imaging were compared. The LPP model showed satisfactory classification accuracy of 94.296 %, which was superior to the results based on reducing spectral dimensions with LDA (94.118 %), NPE (93.353 %), and PCA (90.588 %). The results demonstrated the potential of hyperspectral imaging coupled with dimension reduction methods in classifying water bodies with different algae concentration levels.
Show more [+] Less [-]Recovery of Phosphate by Magnetic Iron Oxide Particles and Iron Oxide Nanotubes in Water Full text
2016
Choi, Jeongyun | Chung, Jinwook | Lee, Wonhee | Lim, Han-Su | Kim, Jong-Oh
In this study, we focused on the performance of phosphate recovery in the case of magnetic iron oxide (MIO) particles and iron oxide nanotubes (INTs) with synthetic wastewater. MIO particles were prepared by a co-precipitation method, and INTs were prepared with a potentiostatic anodization method of zerovalent iron foil in electrolyte-containing sulfate and fluoride. Although MIO had the fast adsorption rate, INT had a higher adsorption capacity per surface area rather than MIO. The adsorption isotherm of MIO and INT was approximated by a Freundlich type. Phosphate adsorbed on MIO and INT was effectively desorbed with alkaline solutions. For phosphate recovery, MIO needs a magnetic recovery device, whereas, when INT was used for phosphate recovery, another recovery step is not necessary. Both methods showed effective adsorption performance for phosphate recovery in wastewater.
Show more [+] Less [-]Experimental study on copper uptake capacity in the Mediterranean mussel (Mytilus galloprovincialis) Full text
2016
Baltas, H. | Dalgic, G. | Bayrak, E. Y. | Sirin, M. | Cevik, U. | Apaydin, G.
To investigate the effect of different sizes, sex, and exposure time on Cu uptake capacity, mussels Mytilus galloprovincialis of different shell sizes were exposed to different Cu concentrations in different aquariums. In another experiment, mussels were exposed to stable dissolved Cu for 6 days in the laboratory. All mussels tissue concentrations were analyzed using energy dispersive X-ray fluorescence (EDXRF) spectrometry. At the end of uptake, the rate of increase of Cu level in the soft tissues of mussels in different aquariums was 3.84–7.92 times higher than before exposure. While the results of Cu concentrations were negatively correlated with the shell sizes in the control and second groups (r cₒₙₜᵣₒₗ = −0.862, r ₛₑcₒₙd = −0.851 p < 0.05), this relation was not observed in the other groups (p > 0.05). Also, results showed no significant difference between male and female (p > 0.05). On the other hand, Cu concentration values in soft tissue were monitored daily and observed to be increasing up to the third day but afterwards to be descending, thus indicating a significant effect of the exposure time-related Cu uptake by mussels. Therefore, the exposure time to Cu metal of the mussel should be taken into account in the marine pollution investigations. In addition, by using the obtained Cu heavy metal concentration results, the heavy metal intake by the human population was calculated by taking into account daily mussel consumption. The results were examined for potential human health risks and discussed. These results would be helpful to understand factors controlling Cu accumulation in mussels.
Show more [+] Less [-]Optimization of the Measurement of Particle-Bound Reactive Oxygen Species with 2′,7′-dichlorofluorescin (DCFH) Full text
2016
Huang, Wei | Zhang, Yuanxun | Zhang, Yang | Fang, Dongqing | Schauer, James J.
The 2′,7′-dichlorofluorescin (DCFH) assay is widely used to measure particle-bound reactive oxygen species (ROS), which are considered as a major contributor leading to the adverse health effects upon exposure to atmospheric particulate matter. DCFH, a non-fluorescent substance that can be oxidized to highly fluorescent dichlorofluorescein (DCF) in the presence of horseradish peroxidase (HRP), is usually used as a probe for ROS determination due to its response to diverse and relevant oxidant species. However, there is limited literature that reports the effects of different experimental conditions in the performance of this assay. In our work, various experimental conditions, such as pH value, incubation temperature, reagent concentration and stability, reaction time, linearity range, and extraction method, were examined and optimized as a pilot study for developing an online system for atmospheric ROS measurement. The results showed that pH value, reagent concentration, and extraction method significantly affect the performance of DCFH assay, while incubation at a specified temperature (37 °C) did not increase the oxidization extent of DCFH. After optimization, some practical samples were measured using different experimental parameters to check the performance of the optimized assay. The comparisons of these measurements showed that optimization can greatly improve the detection limit and reproducibility of the DCFH assay, which can then be employed to better the accuracy of offline and online ROS measurement.
Show more [+] Less [-]Certified Reference Materials for Soils and Bottom Sediments Containing Polychlorinated Biphenyls Full text
2016
Kiełbasa, Anna | Krzemień-Konieczka, Iwona | Sprynskyy, Myroslav | Buszewski, Boguslaw
Reference materials are an indispensable element in the quality control of analytical results and procedures. Complicated natural matrices such as soil and sediment in the environment are subject to different processes. They are a source of various biochemical reactions, degradation, and biotransformation. Subject to these processes are all organic and inorganic pollutions which affect component parts of soil and sediment. The quantity and the composition of the organic and inorganic matter forming a given matrix, its origin, and the particle size fractions—all has an immediate influence on the content and the kind of pollution. The choice of the right reference material is a condition of the correct estimation of the reliability of the results. Many of the components forming the environmental matrix have influence on the content, stability, and homogeneity of the PCBs (e.g., the organic compound content and the percentage of minerals, particle size, moisture level). Reference material must be as similar as possible to real samples tested. Unfortunately, the majority of commercially available certified reference matrices for soils and bottom sediments containing polychlorinated biphenyls (PCBs) are not fully characterized as regards their makeup and the content of mineral and organic substances. Therefore, we face the question of matching (producing) appropriate CRMs for the tested matrices (samples of soils and sediments) to obtain dependable test results. Another solution to this problem could be creation of model compositions of soils and sediments with specific physical and chemical properties.
Show more [+] Less [-]Pathogenicity of Aeromonas hydrophila isolated from the Malaysian Sea against coral (Turbinaria sp.) and sea bass (Lates calcarifer) Full text
2016
Hamid, Rahimi | Ahmad, Asmat | Usup, Gires
A study was carried out to determine the pathogenicity (hemolytic activity) on corals (Turbinaria sp.) and sea bass (Lates calcarifer) of Aeromonas hydrophila from water, sediment, and coral. Samples were collected from coastal water and coral reef areas. One hundred and sixty-two isolates were successfully isolated. Out of 162, 95 were from seawater, 49 from sediment, and 18 from coral. Sixteen isolates were picked and identified. Isolates were identified using a conventional biochemical test, the API 20NE kit, and 16S rRNA nucleotide sequences. Hemolytic activity was determined. Out of 16 isolates, 14 isolates were β-hemolytic and two isolates were non-hemolytic. Corals infected with A. hydrophila suffered bleaching. Similar effect was observed for both hemolytic and non-hemolytic isolates. Intramuscular injection of A. hydrophila into sea bass resulted in muscular bleeding and death. Higher infection rates were obtained from hemolytic compared to non-hemolytic strains of A. hydrophila isolates.
Show more [+] Less [-]Combination of wet irrigation and nitrification inhibitor reduced nitrous oxide and methane emissions from a rice cropping system Full text
2016
Liu, Gang | Yu, Haiyang | Zhang, Guangbin | Xu, Hua | Ma, Jing
To conserve water resources and guarantee food security, a new technology termed as “wet irrigation” is developed and practiced in rice fields; thus, its impact on radiative forcing derived from nitrous oxide (N₂O) and methane (CH₄) emissions merits serious attention. Dicyandiamide (DCD), a kind of nitrification inhibitor, is proposed as a viable means to mitigate greenhouse gas (GHG) emission while enhancing crop productivity. However, little is known about the response of GHG emission and grain yield to DCD application in a rice system under wet irrigation. In these regard, effects of water regime and DCD application on CH₄ and N₂O emissions, grain yield, global warming potential (GWP), and greenhouse gas intensity (GHGI) from rice fields were studied. For this study, a field experiment, designed: Treatment II (intermittent irrigation), Treatment WI (wet irrigation), Treatment IID (II plus DCD), and Treatment WID (WI plus DCD), was conducted in Jurong, Jiangsu Province, China, from 2011 to 2012. Relative to Treatment II, Treatment WI decreased CH₄ emission significantly by 49–71 % while increasing N₂O emission by 33–72 %. By integrating CH₄ and N₂O emissions and grain yield, Treatment WI was 20–28 and 11–15 % lower than Treatment II in GWP and GHGI, respectively. The use of DCD under wet irrigation reduced N₂O emission significantly by 25–38 % (p < 0.05) and CH₄ emission by 7–8 %, relative to Treatment WI, resulting in a decline of 18–30 % in GWP. Due to the increase in N use efficiency, maximal grain yield (6–7 %) and minimal GHGI (22–34 %) was observed in Treatment WID. These findings indicate that combined application of N fertilizer and DCD is a win-win strategy in water-saving high-yield rice production with less GHG emission.
Show more [+] Less [-]Photocatalytic Degradation of Dyes in Water Using TiO2/Hydroxyapatite Composites Full text
2016
Han, Huan-re | Qian, Xin | Yuan, Ye | Zhou, Mi | Chen, Yu-long
Controlling water and air pollution by photocatalysts is an advanced technique and has aroused great interest. TiO₂/hydroxyapatite (HAP) composites were successfully prepared via a one-step hydrothermal route that add a certain weight of tetrabutyl titanate to a mixed solution of Ca(NO₃)₂ and (NH₄)₂HPO₄, and then put into a Teflon-lined autoclave for hydrothermal reaction. The surface morphology, chemical composition, crystalline structure, and optical property of the TiO₂/HAP composites were characterized. The field emission-scanning electron microscopy (FE-SEM) observed the cube-like structure of crystal with the size of 10–20 μm. Energy dispersive X-ray spectrometry (EDS) and X-ray diffraction (XRD) demonstrated that Ti ₓ Ca₅₋ₓ (PO₄)₃(OH) was a unit of the crystal. UV–visible diffuse reflectance spectra show that the optical absorbance edge appeared at long wavelength (∼400 nm). Both higher temperature and longer time could contribute to the complete crystallization. Photocatalytic activity was evaluated by the degradation of rhodamine B (RhB) under visible light irradiation and found that the TiO₂/HAP composites exhibited excellent photocatalytic activity. Therefore, these TiO₂/HAP composites were expected to become one of advanced materials removing dyes from water.
Show more [+] Less [-]Hydraulic Performance and Pollutant Concentration Profile in a Stormwater Runoff Filtration Systems Full text
2016
Haile, Tadele Measho | Hobiger, Gerhard | Kammerer, Gerhard | Allabashi, Roza | Schaerfinger, Birgit | Fuerhacker, Maria
Stormwater filtration system has proven to be effective for the removal of dissolved and particulate pollutants from roadways and car parking areas. However, the long-term treatment performance of filtration systems strongly depends on the hydraulic conductivity and sorption capacity of the filter media. This paper sought to provide information regarding the hydraulic performance, characteristics and metal concentration profiles in sediments accumulated at the surface of filtration systems (SDPL) and core filter media (FMC). The lifespan of the filter media was used to estimate the lifespan of the filter media. The results showed that saturated hydraulic conductivity of the filtration systems have significantly reduced over the operational time, yet acceptable (Kf = 5.9 × 10⁻⁵ to 1.4 × 10⁻⁴ m/s). The accumulated sediments (SDPL) were predominantly composed of fine particles with 70 % < 63 μm but the heavy metals were rather uniformly distributed in the different size fractions. The concentrations of heavy metals, particularly Cu, Pb and Zn were significantly higher in the SDPL and decreased with depth of the filter bed. However, Cr and Ni increased with depth of filter media demonstrating their removal was mainly by adsorption. Concentrations of Ba, Mn, Ti and V were comparable to Zn levels indicating comparable concentrations in roadway runoff. Simultaneous adsorption of multiple heavy metals in a column experiment demonstrated that the filter media could remain operational for over 34 years. However, there is a significant concern about their lifespan, particularly due to significant reduction in the hydraulic performance and the possibility of clogging of the systems over time. Therefore, to minimize hydraulic failure, the accumulated sediment be scraped off every 7 years.
Show more [+] Less [-]Stream Water Nitrogen Eutrophication During Non-Irrigated Periods in a Paddy-Dominated Agricultural Basin in a Snowfall Area in Japan Full text
2016
Shinozuka, Ken’ichi | Chiwa, Masaaki | Nakamura, Kōji | Nagao, Seiya | Kume, Atsushi
We measured the concentrations of dissolved inorganic nitrogen (DIN; nitrate, ammonium, and nitrite) in stream water in a paddy-dominated agricultural basin in a snowfall area from August 2009 to October 2010 to facilitate evaluation of stream water eutrophication from nitrogen during the non-irrigated period. We compared the nitrogen budget in a paddy field between irrigated and non-irrigated periods, from information about nitrogen fertilizer, denitrification, harvested rice, and atmospheric nitrogen deposition. We also estimated stream nitrogen exports from DIN concentrations and stream flow rates. DIN concentrations in stream water were higher during the non-irrigated period (October–March) than during the irrigated period (April–September). Stream flow was also higher during the non-irrigated period (5.9 mm day⁻¹) than during the irrigated period (2.5 mm day⁻¹), which possibly reflects snow melting. Although nitrogen fertilizer was applied during the irrigated period, the amount of nitrogen removed by the rice harvest and denitrification was sufficiently large to reduce nitrogen exports from paddy fields. Atmospheric nitrogen deposition was higher during the non-irrigated period (755 kg N km⁻²) than during the irrigated period (410 kg N km⁻²). DIN exports were also higher in the non-irrigated period (860 kg N km⁻²) than in the irrigated period (120 kg N km⁻²). The higher exports in the non-irrigated period may reflect the lack of nitrogen removal by a rice harvest and denitrification and increased runoff and higher atmospheric nitrogen deposition. Our study highlights the important contribution of the non-irrigated period to nitrogen eutrophication in stream water in this particular environment.
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