Sample records for swpa
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Kim, K Y; Huh, G H; Lee, H S; Kwon, S Y; Hur, Y; Kwak, S S
1999-07-01
Two cDNAs for anionic peroxidase (PODs), swpa2 and swpa3, were isolated from suspension cultures of sweet potato (Ipomoea batatas), and their expression was investigated with a view to understanding the physiological function of PODs in relation to environmental stresses. Swpa2 (whose putative mature protein product would have a pI value of 4.1) and swpa3 (4.3) encode polypeptides of 358 and 349 amino acids, respectively. The genes from which they were derived are predominantly expressed in cultured cells of sweet potato; transcripts of swpa2 were not detected in any tissues of the intact plant, and transcripts of swpa3 were detected at a low level only in the stem tissue. During cell culture, the expression patterns of the two genes differed; the level of swpa2 RNA progressively increased during cell growth, whereas that of swpa3 reached a maximum at the stationary phase and decreased on further culture. The two genes responded differently to stresses such as wounding or chilling of leaves. Swpa2 was strongly induced 48 h after wounding, but swpa3 was not affected by this treatment. The two genes were also highly expressed upon chilling (4 degrees C), but expression was reduced by prior acclimation at 15 degrees C. In addition, both genes were strongly induced immediately after treatment with ozone, and expression had decreased to the basal level 12 h after treatment. The response of these two genes to stresses such as aging, wounding, and chilling are different from those of the POD genes (swpa1 encoding an anionic product and swpn1 a neutral peroxidase) that we described previously. The responses of the two genes were also different from each other. These results suggest that the two new POD genes are involved in overcoming oxidative environmental stress, and each POD gene may be regulated by cell growth and environmental stress in different ways.
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Ryu, Sun-Hwa; Kim, Yun-Hee; Kim, Cha Young; Park, Soo-Young; Kwon, Suk-Yoon; Lee, Haeng-Soon; Kwak, Sang-Soo
2009-04-01
Previously, the swpa4 peroxidase gene has been shown to be inducible by a variety of abiotic stresses and pathogenic infections in sweet potato (Ipomoea batatas). To elucidate its regulatory mechanism at the transcriptional level under various stress conditions, we isolated and characterized the promoter region (2374 bp) of swpa4 (referred to as SWPA4). We performed a transient expression assay in tobacco protoplasts with deletions from the 5'-end of SWPA4 promoter fused to the beta-glucuronidase (GUS) reporter gene. The -1408 and -374 bp deletions relative to the transcription start site (+1) showed 8 and 4.5 times higher GUS expression than the cauliflower mosaic virus 35S promoter, respectively. In addition, transgenic tobacco plants expressing GUS under the control of -2374, -1408 or -374 bp region of SWPA4 promoter were generated and studied in various tissues under abiotic stresses and pathogen infection. Gel mobility shift assays revealed that nuclear proteins from sweet potato cultured cells specifically interacted with 60-bp fragment (-178/-118) in -374 bp promoter region. In silico analysis indicated that four kinds of cis-acting regulatory sequences, reactive oxygen species-related element activator protein 1 (AP1), CCAAT/enhancer-binding protein alpha element, ethylene-responsive element (ERE) and heat-shock element, are present in the -60 bp region (-178/-118), suggesting that the -60 bp region might be associated with stress inducibility of the SWPA4 promoter.
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Malaria survey and malaria control detachments in the South-West Pacific Area in World War 2.
Crocker, Denton W
2009-01-01
Malaria among troops in the South-West Pacific Area (SWPA) in World War 2 affected the military effort to the degree that special units were formed to combat it. These malaria survey detachments (MSDs) and malaria control detachments (MCDs) were self-contained and so could move quickly to wherever their services were needed. In SWPA by 25 September 1944 there were 32 MSDs and 65 MCDs. Tables of organization called for 11 enlisted men in MSDs and MCDs, two officers in MSDs and one in MCDs. Detachments served throughout the SWPA. Detailed records of the 31st MSD show that in addition to antimalarial efforts it worked at control of scrub typhus, dengue and venereal disease, at reduction of rat populations and in experimental work involving DDT and schistosomiasis. Specific locations of the 31st MSD were New Guinea (3 sites), Morotai, Leyte, Mindoro, Okinawa and Japan. The detachment served overseas for 21 months. Experience in combating malaria in SWPA in World War 2 points to the need for better and continuous training of both medical and line officers in malaria prevention and control.
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The role of priming effects on the conversion of blue carbon to CO2 in the coastal zone
NASA Astrophysics Data System (ADS)
Morrison, E.; Ward, N. D.; Arellano, A. R.; Liu, Y.; Rivas-Ubach, A.; Ogram, A.; Osborne, T.; Vaughn, D.; Bianchi, T. S.
2017-12-01
Coastal ecosystems are recognized as valuable but vulnerable carbon (C) sinks, and the C stored in these systems is often referred to as blue C. These systems face many threats, particularly along low-relief coastlines such as Florida, which are susceptible to erosion and C loss as sea levels rise. Peat-derived organic matter (OM) may be degraded within downstream estuarine systems, and its degradation may be enhanced in the presence of labile algal-derived OM via microbial priming effects. To investigate the role of microbial priming effects on the degradation of peat-derived blue C, incubations were established and a suite of analyses were conducted to evaluate changes in peat-derived OM, CO2 production, metabolites, and microbial community structure (via metagenomic sequencing) over the course of the experiment. Four treatments were established: seawater with peat and algal leachate (SWPA), seawater and peat leachate (SWP), seawater and algal leachate (SWA), and seawater alone (SW). Treatments containing peat leachate (SWPA and SWP) harbored greater total DOC concentrations compared to SWA and SW treatments. Over the course of the incubation, CO2 concentrations increased in all treatments, with the highest CO2 levels in treatments with algal-derived DOM (SWA and SWPA). Both treatments with algal-derived DOM (SWA and SWPA) showed an increase in 13C-labeled CO2 over the course of the incubation, and stable isotope mass balance indicated that the conversion of peat-derived OC to CO2 occurred approximately 30% faster with the presence of algal-derived DOC. Aromaticity indices from absorption spectra were significantly lower in the SWP treatment when compared to the SWPA treatment. Dissolved organic matter molecular formulae detected by Fourier-transformed ion cyclotron resonance spectrometry indicated an increase in the degradation of peat-derived compounds when algal material was present. Overall, these findings suggest that there is an increase in microbial degradation of peat when in the presence of algal-derived DOM, which may drive the conversion of blue carbon stocks to CO2 when exported to estuarine systems.
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Kim, Yun-Hee; Yang, Kyoung-Sil; Kim, Cha Young; Ryu, Sun-Hwa; Song, Wan-Keun; Kwon, Suk-Yoon; Lee, Haeng-Soon; Bang, Jae-Wook; Kwak, Sang-Soo
2008-03-31
Three peroxidase (POD) cDNAs were isolated from dehydration-treated fibrous roots of sweetpotato (Ipomoea batatas) plant via the screening of a cDNA library, and their expressions were assessed to characterize functions of each POD in relation to environmental stress. Three PODs were divided into two groups, designated the basic PODs (swpb4, swpb5) and the anionic PODs (swpa7), on the basis of the pI values of mature proteins. Fluorescence microscope analysis indicated that three PODs are secreted into the extracellular space. RTPCR analysis revealed that POD genes have diverse expression patterns in a variety of plant tissues. Swpb4 was abundantly expressed in stem tissues, whereas the expression levels of swpb5 and swpa7 transcripts were high in fibrous and thick pigmented roots. Swpb4 and swpa7 showed abundant expression levels in suspension cultured cells. Three POD genes responded differently in the leaf and fibrous roots in response to a variety of stresses including dehydration, temperature stress, stress-associated chemicals, and pathogenic bacteria.
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Southwest principal aquifers regional ground-water quality assessment
Anning, D.W.; Thiros, Susan A.; Bexfield, L.M.; McKinney, T.S.; Green, J.M.
2009-01-01
The National Water-Quality Assessment (NAWQA) Program of the U.S. Geological Survey is conducting a regional analysis of water quality in the principal aquifers in the southwestern United States. The Southwest Principal Aquifers (SWPA) study is building a better understanding of the susceptibility and vulnerability of basin-fill aquifers in the region to ground-water contamination by synthesizing the baseline knowledge of ground-water quality conditions in 15 basins previously studied by the NAWQA Program. The improved understanding of aquifer susceptibility and vulnerability to contamination is assisting in the development of tools that water managers can use to assess and protect the quality of ground-water resources. This fact sheet provides an overview of the basin-fill aquifers in the southwestern United States and description of the completed and planned regional analyses of ground-water quality being performed by the SWPA study.
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78 FR 64494 - Southwestern Power Administration; Notice of Filing
Federal Register 2010, 2011, 2012, 2013, 2014
2013-10-29
... DEPARTMENT OF ENERGY Federal Energy Regulatory Commission [Docket No. EF14-1-000] Southwestern Power Administration; Notice of Filing Take notice that on October 3, 2013, the Deputy Secretary of the... interim basis in Rate Order SWPA- 66, Southwestern Power Administration Integrated System Rates for the...
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78 FR 64494 - Southwestern Power Administration; Notice of Filing
Federal Register 2010, 2011, 2012, 2013, 2014
2013-10-29
... DEPARTMENT OF ENERGY Federal Energy Regulatory Commission [Docket No. EF14-2-000] Southwestern Power Administration; Notice of Filing Take notice that on October 3, 2013, the Deputy Secretary of the... interim basis in Rate Order SWPA- 67, Southwestern Power Administration annual rate for the sale of power...
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77 FR 65679 - Southwestern Power Administration; Notice of Filing
Federal Register 2010, 2011, 2012, 2013, 2014
2012-10-30
... DEPARTMENT OF ENERGY Federal Energy Regulatory Commission [Docket No. EF13-1-000] Southwestern Power Administration; Notice of Filing Take notice that on October 18, 2012, the Deputy Secretary of the... an interim basis in Rate Order SWPA-64, Southwestern Power Administration annual rate for the sale of...
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78 FR 62616 - Integrated System Power Rates
Federal Register 2010, 2011, 2012, 2013, 2014
2013-10-22
... sudden loss of generation or load. 1.1.5. Supplemental Operating Reserve Service provides an additional... experienced due to a sudden loss of generation or load. 1.1.5. Supplemental Operating Reserve Service provides... Deputy Secretary has approved and placed into effect on an interim basis Rate Order No. SWPA-66, which...
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77 FR 2521 - Integrated System Power Rates
Federal Register 2010, 2011, 2012, 2013, 2014
2012-01-18
... experienced due to a sudden loss of generation or load. 1.1.5. Supplemental Operating Reserve Service provides... experienced due to a sudden loss of generation or load. 1.1.5. Supplemental Operating Reserve Service provides... Secretary has approved and placed into effect on an interim basis Rate Order No. SWPA-63, which increases...
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Bexfield, Laura M.; Thiros, Susan A.; Anning, David W.; Huntington, Jena M.; McKinney, Tim S.
2011-01-01
As part of the U.S. Geological Survey National Water-Quality Assessment (NAWQA) Program, the Southwest Principal Aquifers (SWPA) study is building a better understanding of the factors that affect water quality in basin-fill aquifers in the Southwestern United States. The SWPA study area includes four principal aquifers of the United States: the Basin and Range basin-fill aquifers in California, Nevada, Utah, and Arizona; the Rio Grande aquifer system in New Mexico and Colorado; and the California Coastal Basin and Central Valley aquifer systems in California. Similarities in the hydrogeology, land- and water-use practices, and water-quality issues for alluvial basins within the study area allow for regional analysis through synthesis of the baseline knowledge of groundwater-quality conditions in basins previously studied by the NAWQA Program. Resulting improvements in the understanding of the sources, movement, and fate of contaminants are assisting in the development of tools used to assess aquifer susceptibility and vulnerability.This report synthesizes previously published information about the groundwater systems and water quality of 15 information-rich basin-fill aquifers (SWPA case-study basins) into conceptual models of the primary natural and human factors commonly affecting groundwater quality with respect to selected contaminants, thereby helping to build a regional understanding of the susceptibility and vulnerability of basin-fill aquifers to those contaminants. Four relatively common contaminants (dissolved solids, nitrate, arsenic, and uranium) and two contaminant classes (volatile organic compounds (VOCs) and pesticide compounds) were investigated for sources and controls affecting their occurrence and distribution above specified levels of concern in groundwater of the case-study basins. Conceptual models of factors that are important to aquifer vulnerability with respect to those contaminants and contaminant classes were subsequently formed. The conceptual models are intended in part to provide a foundation for subsequent development of regional-scale statistical models that relate specific constituent concentrations or occurrence in groundwater to natural and human factors.
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Federal Register 2010, 2011, 2012, 2013, 2014
2012-11-13
... the more favorable of two rates is a reasonable pricing strategy because it is similar to the pricing... routed using the SWPA, SWPB or SWPC routing strategies \\5\\ and remove liquidity from the New York Stock... charged for routing orders to NYSE, in response to the pricing changes in NYSE's filing with the...
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A Prototype JFACC: General George C. Kenney
1994-06-01
Corps, as well as air forces from Australia and New Zealand . Many accounts of the Battles for Leyte and Luzon center around ground and naval forces...St Clair Streett USA Royal New Zealand Air Force (RNZAF) Royal Australian Air Force (RAAF) Air Command Organization SWPA June 15, 1944 Figure 5...Ground Task Force OPCON Operational Command POA Pacific Ocean Areas RAAF Royal Australian Air Force RNZAF Royal New Zealand Air Force SAP
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Counterfeit Electronic Parts Controls in the Department of Defense Supply Chain
2015-06-01
Equipment Manufacturer RFID Radio Frequency Identification SASC Senate Armed Services Committee SECDEF Secretary of Defense SWPaC Space, Weight...radio frequency identification ( RFID ). Upon the use of that printer, the RFID is checked to ensure it is a valid platform, and will not work if the... RFID is not confirmed to be valid (Richetto, 2011). Greater collaboration with industry would also help with one of the primary drivers of
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McKinney, Tim S.; Anning, David W.
2012-01-01
This product "Digital spatial data for predicted nitrate and arsenic concentrations in basin-fill aquifers of the Southwest Principal Aquifers study area" is a 1:250,000-scale vector spatial dataset developed as part of a regional Southwest Principal Aquifers (SWPA) study (Anning and others, 2012). The study examined the vulnerability of basin-fill aquifers in the southwestern United States to nitrate contamination and arsenic enrichment. Statistical models were developed by using the random forest classifier algorithm to predict concentrations of nitrate and arsenic across a model grid that represents local- and basin-scale measures of source, aquifer susceptibility, and geochemical conditions.
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Thiros, Susan A.; Bexfield, Laura M.; Anning, David W.; Huntington, Jena M.
2010-01-01
The National Water-Quality Assessment (NAWQA) Program of the U.S. Geological Survey has been conducting a regional analysis of water quality in the principal aquifer systems in the southwestern United States (hereinafter, “Southwest”) since 2005. Part of the NAWQA Program, the objective of the Southwest Principal Aquifers (SWPA) study is to develop a better understanding of water quality in basin-fill aquifers in the region by synthesizing information from case studies of 15 basins into a common set of important natural and human-related factors found to affect groundwater quality.The synthesis consists of three major components:1. Summary of current knowledge about the groundwater systems, and the status of, changes in, and influential factors affecting quality of groundwater in basin-fill aquifers in 15 basins previously studied by NAWQA (this report).2. Development of a conceptual model of the primary natural and human-related factors commonly affecting groundwater quality, thereby building a regional understanding of the susceptibility and vulnerability of basin-fill aquifers to contaminants.3. Development of statistical models that relate the concentration or occurrence of specific chemical constituents in groundwater to natural and human-related factors linked to the susceptibility and vulnerability of basin-fill aquifers to contamination.Basin-fill aquifers occur in about 200,000 mi2 of the 410,000 mi2 SWPA study area and are the primary source of groundwater supply for cities and agricultural communities. Four of the principal aquifers or aquifer systems of the United States are included in the basin-fill aquifers of the study area: (1) the Basin and Range basin-fill aquifers in California, Nevada, Utah, and Arizona; (2) the Rio Grande aquifer system in New Mexico and Colorado; (3) the California Coastal Basin aquifers; and (4) the Central Valley aquifer system in California. Because of the generally limited availability of surface-water supplies in the arid to semiarid climate, cultural and economic activities in the Southwest are particularly dependent on supplies of good-quality groundwater. Irrigation and public-supply withdrawals from basin-fill aquifers in the study area account for about one quarter of the total withdrawals from all aquifers in the United States.Many factors influence the quality of groundwater in the 15 case-study basins, but some common factors emerge from the basin summaries presented in this report. These factors include the chemical composition of the recharge water, consolidated rock geology and composition of aquifer materials derived from consolidated rock, and land and water use. The major water-quality issues in many of the developed case-study basins are increased concentrations of dissolved solids, nitrate, and VOCs in groundwater as a result of human activities.The information presented and the citations listed in this report serve as a resource for those interested in the groundwater-flow systems in the NAWQA case-study basins. The summaries of water-development history, hydrogeology, conceptual understanding of the groundwater system under both predevelopment and modern conditions, and effects of natural and human-related factors on groundwater quality presented in the sections on each basin also serve as a foundation for the synthesis and modeling phases of the SWPA regional study.
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McKinney, Tim S.; Anning, David W.
2012-01-01
This product "Digital spatial data for observed, predicted, and misclassification errors for observations in the training dataset for nitrate and arsenic concentrations in basin-fill aquifers in the Southwest Principal Aquifers study area" is a 1:250,000-scale point spatial dataset developed as part of a regional Southwest Principal Aquifers (SWPA) study (Anning and others, 2012). The study examined the vulnerability of basin-fill aquifers in the southwestern United States to nitrate contamination and arsenic enrichment. Statistical models were developed by using the random forest classifier algorithm to predict concentrations of nitrate and arsenic across a model grid that represents local- and basin-scale measures of source, aquifer susceptibility, and geochemical conditions.
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Wang, Zhi; Ke, Qingbo; Kim, Myoung Duck; Kim, Sun Ha; Ji, Chang Yoon; Jeong, Jae Cheol; Lee, Haeng-Soon; Park, Woo Sung; Ahn, Mi-Jeong; Li, Hongbing; Xu, Bingcheng; Deng, Xiping; Lee, Sang-Hoon; Lim, Yong Pyo; Kwak, Sang-Soo
2015-01-01
Alfalfa (Medicago sativa L.), a perennial forage crop with high nutritional content, is widely distributed in various environments worldwide. We recently demonstrated that the sweetpotato Orange gene (IbOr) is involved in increasing carotenoid accumulation and enhancing resistance to multiple abiotic stresses. In this study, in an effort to improve the nutritional quality and environmental stress tolerance of alfalfa, we transferred the IbOr gene into alfalfa (cv. Xinjiang Daye) under the control of an oxidative stress-inducible peroxidase (SWPA2) promoter through Agrobacterium tumefaciens-mediated transformation. Among the 11 transgenic alfalfa lines (referred to as SOR plants), three lines (SOR2, SOR3, and SOR8) selected based on their IbOr transcript levels were examined for their tolerance to methyl viologen (MV)-induced oxidative stress in a leaf disc assay. The SOR plants exhibited less damage in response to MV-mediated oxidative stress and salt stress than non-transgenic plants. The SOR plants also exhibited enhanced tolerance to drought stress, along with higher total carotenoid levels. The results suggest that SOR alfalfa plants would be useful as forage crops with improved nutritional value and increased tolerance to multiple abiotic stresses, which would enhance the development of sustainable agriculture on marginal lands. PMID:25946429
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Wang, Zhi; Ke, Qingbo; Kim, Myoung Duck; Kim, Sun Ha; Ji, Chang Yoon; Jeong, Jae Cheol; Lee, Haeng-Soon; Park, Woo Sung; Ahn, Mi-Jeong; Li, Hongbing; Xu, Bingcheng; Deng, Xiping; Lee, Sang-Hoon; Lim, Yong Pyo; Kwak, Sang-Soo
2015-01-01
Alfalfa (Medicago sativa L.), a perennial forage crop with high nutritional content, is widely distributed in various environments worldwide. We recently demonstrated that the sweetpotato Orange gene (IbOr) is involved in increasing carotenoid accumulation and enhancing resistance to multiple abiotic stresses. In this study, in an effort to improve the nutritional quality and environmental stress tolerance of alfalfa, we transferred the IbOr gene into alfalfa (cv. Xinjiang Daye) under the control of an oxidative stress-inducible peroxidase (SWPA2) promoter through Agrobacterium tumefaciens-mediated transformation. Among the 11 transgenic alfalfa lines (referred to as SOR plants), three lines (SOR2, SOR3, and SOR8) selected based on their IbOr transcript levels were examined for their tolerance to methyl viologen (MV)-induced oxidative stress in a leaf disc assay. The SOR plants exhibited less damage in response to MV-mediated oxidative stress and salt stress than non-transgenic plants. The SOR plants also exhibited enhanced tolerance to drought stress, along with higher total carotenoid levels. The results suggest that SOR alfalfa plants would be useful as forage crops with improved nutritional value and increased tolerance to multiple abiotic stresses, which would enhance the development of sustainable agriculture on marginal lands.
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BiPACE 2D--graph-based multiple alignment for comprehensive 2D gas chromatography-mass spectrometry.
Hoffmann, Nils; Wilhelm, Mathias; Doebbe, Anja; Niehaus, Karsten; Stoye, Jens
2014-04-01
Comprehensive 2D gas chromatography-mass spectrometry is an established method for the analysis of complex mixtures in analytical chemistry and metabolomics. It produces large amounts of data that require semiautomatic, but preferably automatic handling. This involves the location of significant signals (peaks) and their matching and alignment across different measurements. To date, there exist only a few openly available algorithms for the retention time alignment of peaks originating from such experiments that scale well with increasing sample and peak numbers, while providing reliable alignment results. We describe BiPACE 2D, an automated algorithm for retention time alignment of peaks from 2D gas chromatography-mass spectrometry experiments and evaluate it on three previously published datasets against the mSPA, SWPA and Guineu algorithms. We also provide a fourth dataset from an experiment studying the H2 production of two different strains of Chlamydomonas reinhardtii that is available from the MetaboLights database together with the experimental protocol, peak-detection results and manually curated multiple peak alignment for future comparability with newly developed algorithms. BiPACE 2D is contained in the freely available Maltcms framework, version 1.3, hosted at http://maltcms.sf.net, under the terms of the L-GPL v3 or Eclipse Open Source licenses. The software used for the evaluation along with the underlying datasets is available at the same location. The C.reinhardtii dataset is freely available at http://www.ebi.ac.uk/metabolights/MTBLS37.
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Source Water Protection and Sustainability: a Practical Approach to Assessing Risk
NASA Astrophysics Data System (ADS)
Nelson, D. O.; Chinitz, A. E.
2009-12-01
The recognition of climate change and the realization of the finite nature of sources of drinking water have spurred communities to develop resource sustainable practices. Sustainability requires overall management of the resource, and protecting existing and future water supplies from contamination plays a key role. Continued population growth will place increasing demands on water supplies and climate change will likely reduce groundwater recharge as well as increase the desire to replace dwindling surface water sources with groundwater. Aware of the need to protect its resource, the City of Springfield has delineated the source water protection areas (SWPAs) surrounding its wells and wellfields and has an ordinance in place that allows the City to establish specific guidelines associated with chemical usage. The City has established a range of best management strategies that vary in degree as a function of the time-of-travel zone and the presumed risk that a specific chemical poses to groundwater. When the guidelines were initially established, the City used more of a blanket approach to imposing specific practices on facilities within the SWPAs. The various approaches used were not site-specific and were based on limited information, reflecting limited resources, that were applied throughout the SWPAs as a function of proximity to the well(s). This practice led to the City’s receiving many questions from developers, etc., regarding “Why do you consider this product a risk?” The City needed an objective, consistent risk assessment tool that would reflect not only the specific chemical but also the geologic characteristics of the site where the chemical would be used. We used existing well reports to develop GIS coverages of both weighted hydraulic conductivity and depth to the aquifer that were then overlain on to the SWPA coverages. This exercise provided an assessment of the ease of water movement to the aquifer. Using that information, a spreadsheet was developed that incorporated the hydrogeologic data into the decision making process concerning the specific chemical. We use readily available chemical properties, including the partition coefficient, persistence, retardation coefficient, vapor pressure, and toxicity (LD50 value), for the specific chemical(s) that would be used. The combined hydrogeologic, chemical and toxicity data are then translated into a relative risk score (0-10) that provides the basis for determining an appropriate management strategy. The process is not without its limitations, however it requires no new data discovery and provides for a consistent, objective, and site and chemical specific evaluation of the risk to groundwater.
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Anning, David W.; Paul, Angela P.; McKinney, Tim S.; Huntington, Jena M.; Bexfield, Laura M.; Thiros, Susan A.
2012-01-01
The National Water-Quality Assessment (NAWQA) Program of the U.S. Geological Survey (USGS) is conducting a regional analysis of water quality in the principal aquifer systems across the United States. The Southwest Principal Aquifers (SWPA) study is building a better understanding of the susceptibility and vulnerability of basin-fill aquifers in the region to groundwater contamination by synthesizing baseline knowledge of groundwater-quality conditions in 16 basins previously studied by the NAWQA Program. The improved understanding of aquifer susceptibility and vulnerability to contamination is assisting in the development of tools that water managers can use to assess and protect the quality of groundwater resources.Human-health concerns and economic considerations associated with meeting drinking-water standards motivated a study of the vulnerability of basin-fill aquifers to nitrate contamination and arsenic enrichment in the southwestern United States. Statistical models were developed by using the random forest classifier algorithm to predict concentrations of nitrate and arsenic across a model grid that represents about 190,600 square miles of basin-fill aquifers in parts of Arizona, California, Colorado, Nevada, New Mexico, and Utah. The statistical models, referred to as classifiers, reflect natural and human-related factors that affect aquifer vulnerability to contamination and relate nitrate and arsenic concentrations to explanatory variables representing local- and basin-scale measures of source, aquifer susceptibility, and geochemical conditions. The classifiers were unbiased and fit the observed data well, and misclassifications were primarily due to statistical sampling error in the training datasets.The classifiers were designed to predict concentrations to be in one of six classes for nitrate, and one of seven classes for arsenic. Each classification scheme allowed for identification of areas with concentrations that were equal to or exceeding the U.S. Environmental Protection Agency drinking-water standard. Whereas 2.4 percent of the area underlain by basin-fill aquifers in the study area was predicted to equal or exceed this standard for nitrate (10 milligrams per liter as N; mg/L), 42.7 percent was predicted to equal or exceed the standard for arsenic (10 micrograms per liter; μg/L). Areas predicted to equal or exceed the drinking-water standard for nitrate include basins in central Arizona near Phoenix; the San Joaquin, Inland, and San Jacinto basins of California; and the San Luis Valley of Colorado. Much of the area predicted to equal or exceed the drinking-water standard for arsenic is within a belt of basins along the western portion of the Basin and Range Physiographic Province in Nevada, California, and Arizona. Predicted nitrate and arsenic concentrations are substantially lower than the drinking-water standards in much of the study area—about 93.0 percent of the area underlain by basin-fill aquifers was less than one-half the standard for nitrate (5.0 mg/L), and 50.2 percent was less than one-half the standard for arsenic (5.0 μg/L).