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Stallworth AM, Chase EH, McDevitt B, Marak KK, Freedman MA, Wilson RT, Burgos WD, Warner NR. Efficacy of oil and gas produced water as a dust suppressant. THE SCIENCE OF THE TOTAL ENVIRONMENT 2021; 799:149347. [PMID: 34426301 PMCID: PMC8530883 DOI: 10.1016/j.scitotenv.2021.149347] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/20/2020] [Revised: 06/09/2021] [Accepted: 07/26/2021] [Indexed: 06/13/2023]
Abstract
The effectiveness of oil and gas produced water (OGPW) applied to unpaved roads to reduce particulate matter (PM10) generation has not been well-characterized. Here we quantify the efficacy of OGPW compared to commercial and alternative byproducts as dust suppressants applied to unpaved roads and estimate efficacy of a dust suppressant extrapolated from both lab experiments and published data for OGPW across U.S. states. Both treated and untreated OGPW, simulated brines, and commercial dust suppressants were characterized by major and trace element composition and then applied to road aggregate in the laboratory. PM10 generation after treatment was quantified, both before and after simulated rain events to assess the need for multiple applications. We found the dust suppression efficacy of all OGPW to be less than commercial products and alternative byproducts such as waste soybean oil. In addition, OGPW lost efficacy following simulated rain events, which would require repeated applications of OGPW to maintain dust suppression. The dust suppression efficacy of OGPW can be estimated based on two chemical measurements, the sodium absorption ratio (SAR) and the total dissolved solids (TDS). OGPW with the lowest SAR and highest TDS performed best as dust suppressants while high SAR and lower TDS led to greater dust generation.
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Affiliation(s)
- Audrey M Stallworth
- Department of Civil and Environmental Engineering, Penn State University, University Park, PA 16802, United States.
| | - Eric H Chase
- Center for Dirt and Gravel Road Studies, Larson Transportation Institute, Department of Civil and Environmental Engineering, Penn State University, University Park, PA 16802, United States.
| | - Bonnie McDevitt
- Department of Civil and Environmental Engineering, Penn State University, University Park, PA 16802, United States.
| | - Katherine K Marak
- Department of Chemistry, Penn State University, University Park, PA 16802, United States.
| | - Miriam Arak Freedman
- Department of Chemistry, Penn State University, University Park, PA 16802, United States; Department of Meteorology and Atmospheric Science, Penn State University, University Park, PA 16802, United States.
| | - Robin Taylor Wilson
- Department of Epidemiology and Biostatistics, Temple University College of Public Health, Philadelphia, PA 19122, United States.
| | - William D Burgos
- Department of Civil and Environmental Engineering, Penn State University, University Park, PA 16802, United States.
| | - Nathaniel R Warner
- Department of Civil and Environmental Engineering, Penn State University, University Park, PA 16802, United States.
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Schreiber ME, Cozzarelli IM. Arsenic release to the environment from hydrocarbon production, storage, transportation, use and waste management. JOURNAL OF HAZARDOUS MATERIALS 2021; 411:125013. [PMID: 33482508 DOI: 10.1016/j.jhazmat.2020.125013] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/14/2020] [Revised: 10/26/2020] [Accepted: 12/29/2020] [Indexed: 05/12/2023]
Abstract
Arsenic (As) is a toxic trace element with many sources, including hydrocarbons such as oil, natural gas, oil sands, and oil- and gas-bearing shales. Arsenic from these hydrocarbon sources can be released to the environment through human activities of hydrocarbon production, storage, transportation and use. In addition, accidental release of hydrocarbons to aquifers with naturally occurring (geogenic) As can induce mobilization of As to groundwater through biogeochemical reactions triggered by hydrocarbon biodegradation. In this paper, we review the occurrence of As in different hydrocarbons and the release of As from these sources into the environment. We also examine the occurrence of As in wastes from hydrocarbon production, including produced water and sludge. Last, we discuss the potential for As release related to waste management, including accidental or intentional releases, and recycling and reuse of these wastes.
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Affiliation(s)
- Madeline E Schreiber
- Department of Geosciences, Virginia Tech 926 W. Campus Drive, Blacksburg, VA 24061-0420, USA.
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A Critical Review of Analytical Methods for Comprehensive Characterization of Produced Water. WATER 2021. [DOI: 10.3390/w13020183] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
Abstract
Produced water is the largest waste stream associated with oil and gas production. It has a complex matrix composed of native constituents from geologic formation, chemical additives from fracturing fluids, and ubiquitous bacteria. Characterization of produced water is critical to monitor field operation, control processes, evaluate appropriate management practices and treatment effectiveness, and assess potential risks to public health and environment during the use of treated water. There is a limited understanding of produced water composition due to the inherent complexity and lack of reliable and standardized analytical methods. A comprehensive description of current analytical techniques for produced water characterization, including both standard and research methods, is discussed in this review. Multi-tiered analytical procedures are proposed, including field sampling; sample preservation; pretreatment techniques; basic water quality measurements; organic, inorganic, and radioactive materials analysis; and biological characterization. The challenges, knowledge gaps, and research needs for developing advanced analytical methods for produced water characterization, including target and nontarget analyses of unknown chemicals, are discussed.
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Ajemigbitse MA, Cannon FS, Warner NR. A rapid method to determine 226Ra concentrations in Marcellus Shale produced waters using liquid scintillation counting. JOURNAL OF ENVIRONMENTAL RADIOACTIVITY 2020; 220-221:106300. [PMID: 32560888 DOI: 10.1016/j.jenvrad.2020.106300] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/25/2020] [Revised: 05/05/2020] [Accepted: 05/05/2020] [Indexed: 06/11/2023]
Abstract
Concentrations of naturally occurring radioactive material (NORM) in Marcellus Shale produced water presents a challenge for effective management and treatment, because of the vast fluid volumes generated. With an increased emphasis on beneficial reuse and resource recovery from the produced waters, a rapid, yet reliable, method for quantifying radium in these produced waters is needed. The high total dissolved solids (TDS) concentration introduces difficulties when measuring 226Ra by recommended EPA methods that were specifically developed several decades ago for drinking water. While other techniques for measuring radium in these high-TDS fluids have since been developed, these newer techniques often require extensive and complicated pre-concentration steps; and they thus require extensive analytical chemistry skills, utilize hazardous chemicals like hydrofluoric acid, demand long holding times or measurement times, and require high sample volumes. We present a rapid method for 226Ra measurements in high-TDS produced waters by liquid scintillation counting, which has been corroborated herein by concurrent gamma spectrometry analyses. Samples were prepared for analysis by evaporating the fluid and re-suspending the evaporate with acidified distilled deionized water prior to liquid scintillation counting for 1 h. This protocol yielded radium recoveries ≥93%. Per this protocol, the alpha and beta spectra of 226Ra and its daughters were computationally separated by alpha-beta discrimination and spectrum deconvolution. The minimum detectable activities of 226Ra was 0.33 Bq/L (9.0 pCi/L) when the counting time was 60 min and the sample volume was 4 mL. Nine produced waters of varying TDS and radium concentrations from the Marcellus Shale Formation were analyzed by this method and compared with gamma spectroscopy; and these yielded comparable results with an R2 of 0.92. The reduced sample preparation steps, low cost, and rapid analysis position this as a well-suited protocol for field-appraisal and screening, when compared to comprehensive radiochemical analysis. We offer that for a given produced water region, routine and local liquid scintillation analyses can be compared and calibrated with infrequent gamma spec analyses, so as to yield a near-real time protocol for monitoring 226Ra levels during hydrofracturing operations. We present this as a pragmatic and efficient protocol for monitoring 226Ra when produced water samples host low levels of 228Ra-since the progeny of 228Ra can significantly confound the LSC analyses.
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Affiliation(s)
- Moses A Ajemigbitse
- Department of Civil and Environmental Engineering, Pennsylvania State University, 212 Sackett Building, University Park, PA, 16802, United States.
| | - Fred S Cannon
- Department of Civil and Environmental Engineering, Pennsylvania State University, 212 Sackett Building, University Park, PA, 16802, United States; Department of Civil and Environmental Engineering, The Pennsylvania State University, University Park, 225 Sackett Building, Pennsylvania, 16802, United States.
| | - Nathaniel R Warner
- Department of Civil and Environmental Engineering, Pennsylvania State University, 212 Sackett Building, University Park, PA, 16802, United States; Department of Civil and Environmental Engineering, The Pennsylvania State University, University Park, 231E Sackett Building, Pennsylvania, 16802, United States.
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5
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Scanlon BR, Reedy RC, Xu P, Engle M, Nicot JP, Yoxtheimer D, Yang Q, Ikonnikova S. Can we beneficially reuse produced water from oil and gas extraction in the U.S.? THE SCIENCE OF THE TOTAL ENVIRONMENT 2020; 717:137085. [PMID: 32209263 DOI: 10.1016/j.scitotenv.2020.137085] [Citation(s) in RCA: 52] [Impact Index Per Article: 10.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/20/2019] [Revised: 01/31/2020] [Accepted: 02/01/2020] [Indexed: 05/13/2023]
Abstract
There is increasing interest in beneficial uses of large volumes of wastewater co-produced with oil and gas extraction (produced water, PW) because of water scarcity, potential subsurface disposal limitations, and regional linkages to induced seismicity. Here we quantified PW volumes relative to water demand in different sectors and PW quality relative to treatment and reuse options for the major U.S. shale oil and gas plays. PW volumes from these plays totaled ~600 billion liters (BL, 160 billion gallons, Bgal) in 2017. One year of PW is equal to ~60% of one day of freshwater use in the U.S. For these plays, the total irrigation demand exceeded PW volumes by ~5× whereas municipal demand exceeded PW by ~2×. If PW is reused for hydraulic fracturing (HF) within the energy sector, there would be no excess PW in about half of the plays because HF water demand exceeds PW volumes in those plays. PW quality can be highly saline with median total dissolved solids up to 255 g/L in the Bakken play, ~7× seawater. Intensive water treatment required for PW from most unconventional plays would further reduce PW volumes by at least 2×. Desalination would also result in large volumes of salt concentrates, equivalent to ~3000 Olympic swimming pools in the Permian Delaware Basin in 2017. While water demands outside the energy sector could accommodate PW volumes, much lower PW volumes relative to water demand in most regions would not substantially alleviate water scarcity. However, large projected PW volumes relative to HF water demand over the life of the play in the Permian Delaware Basin may provide a substantial new water source for beneficial use in the future. Large knowledge gaps in PW quality, lack of appropriate regulations, and economic factors currently preclude beneficial uses outside the energy sector in most regions.
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Affiliation(s)
- Bridget R Scanlon
- Bureau of Economic Geology, Jackson School of Geosciences, The University of Texas at Austin, TX, United States of America.
| | - Robert C Reedy
- Bureau of Economic Geology, Jackson School of Geosciences, The University of Texas at Austin, TX, United States of America
| | - Pei Xu
- New Mexico State University, Civil Engineering Department, Las Cruces, NM, United States of America
| | - Mark Engle
- Dept. of Geological Sciences, The University of Texas at El Paso, TX, United States of America
| | - J P Nicot
- Bureau of Economic Geology, Jackson School of Geosciences, The University of Texas at Austin, TX, United States of America
| | - David Yoxtheimer
- Earth and Environmental Systems Institute, College of Earth and Mineral Science, Penn State Univ., PA, United States of America
| | - Qian Yang
- Bureau of Economic Geology, Jackson School of Geosciences, The University of Texas at Austin, TX, United States of America
| | - Svetlana Ikonnikova
- Bureau of Economic Geology, Jackson School of Geosciences, The University of Texas at Austin, TX, United States of America
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6
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Ajemigbitse MA, Cheng Y, Cannon FS, Warner NR. Self-attenuation corrections for radium measurements of oil and gas solids by gamma spectroscopy. JOURNAL OF ENVIRONMENTAL RADIOACTIVITY 2020; 211:106070. [PMID: 31585380 DOI: 10.1016/j.jenvrad.2019.106070] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/20/2019] [Revised: 09/18/2019] [Accepted: 09/21/2019] [Indexed: 06/10/2023]
Abstract
Beneficial reuse and resource recovery of produced water often require treatment to remove radium before valuable products are extracted. The radium content of the treatment waste solids and beneficial products must be accurately determined when evaluating the efficacy and social validity of such treatments. While gamma spectroscopy remains the recommended method for radium measurements, these measurements can be impacted by the composition/mineralogy of the solids, which influence the attenuation of the gamma decay energy - with denser sediments incurring greater degrees of attenuation. This self-attenuation must be accounted for when accurately measuring radium, otherwise radium measurements are found to be inaccurate, sometimes by as much as 50%. To meet industry needs, measurements should be both accurate and rapid, even for small sample sizes. Consequently, we propose a rapid method for accurate radium measurements with an empirical technique to account for sample attenuation in well-detector gamma spectroscopy. This technique utilizes the sample density and sample volume in the measuring vial. These corrections are relevant to a wide range of solid samples and sediment densities that may be encountered during treatment and management of oil and gas solids, including clays, environmental sediment samples, sand grains, and precipitated salts. These corrections can also be applied for situations were low volumes of material are present, as in bench scale studies, thereby rendering this technique applicable to a wider range of scenarios.
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Affiliation(s)
- Moses A Ajemigbitse
- Department of Civil and Environmental Engineering, Pennsylvania State University, 212 Sackett Building, University Park, PA, 16802, United States.
| | - Yingchi Cheng
- Department of Civil and Environmental Engineering, Pennsylvania State University, 212 Sackett Building, University Park, PA, 16802, United States.
| | - Fred S Cannon
- Department of Civil and Environmental Engineering, Pennsylvania State University, 212 Sackett Building, University Park, PA, 16802, United States.
| | - Nathaniel R Warner
- Department of Civil and Environmental Engineering, Pennsylvania State University, 212 Sackett Building, University Park, PA, 16802, United States.
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7
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Ajemigbitse MA, Tasker TL, Cannon FS, Warner NR. Influence of High Total Dissolved Solids Concentration and Ionic Composition on γ Spectroscopy Radium Measurements of Oil and Gas-Produced Water. ENVIRONMENTAL SCIENCE & TECHNOLOGY 2019; 53:10295-10302. [PMID: 31429285 DOI: 10.1021/acs.est.9b03035] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/13/2023]
Abstract
Radium measurements in high total dissolved solids (TDS) fluids from oil and gas extraction can have unfavorable precision and accuracy, in part because these high-level impurities incur attenuation. γ spectroscopy is often recommended for determining radium activities in these fluids, but even this method can produce a range of reported activities for the same sample. To reduce measurement duration and to maintain or improve accuracy, we propose a method to rapidly assess both 226Ra and 228Ra and to account for the self-attenuation of γ rays in high-TDS oil and gas fluids when they are monitored by a well detector. In this work, comparisons between a NaCl-only and a multi-cation-chloride synthetic brine spiked with known amounts of 226Ra and 228Ra indicated that both the TDS concentration and the type of TDS (i.e., Na only vs Na-Mg-Ba-Ca-Sr) influenced self-attenuation in well-detector γ spectroscopy, thus highlighting the need to correct for this TDS-influenced self-attenuation. Radium activities can be underestimated if the correction is not applied. For instance, 226Ra activities could be ∼40% lower in a sample when measured directly at the 186 keV energy level if the attenuation of the high TDS of the fluid is not considered. We also showed that using a NaCl-only brine to match the matrix of high-TDS oil and gas brines is inadequate to produce accurate measurements, rather, the full set of cations should be included.
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Affiliation(s)
- Moses A Ajemigbitse
- Department of Civil and Environmental Engineering , Pennsylvania State University , 212 Sackett Building , University Park , Pennsylvania 16802 , United States
| | - Travis L Tasker
- Department of Environmental Engineering , Saint Francis University , Science Center , Loretto , Pennsylvania 15940 , United States
| | - Fred S Cannon
- Department of Civil and Environmental Engineering , Pennsylvania State University , 212 Sackett Building , University Park , Pennsylvania 16802 , United States
| | - Nathaniel R Warner
- Department of Civil and Environmental Engineering , Pennsylvania State University , 212 Sackett Building , University Park , Pennsylvania 16802 , United States
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8
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Danforth C, McPartland J, Blotevogel J, Coleman N, Devlin D, Olsgard M, Parkerton T, Saunders N. Alternative Management of Oil and Gas Produced Water Requires More Research on Its Hazards and Risks. INTEGRATED ENVIRONMENTAL ASSESSMENT AND MANAGEMENT 2019; 15:677-682. [PMID: 30994242 DOI: 10.1002/ieam.4160] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/30/2019] [Revised: 02/22/2019] [Accepted: 04/15/2019] [Indexed: 05/23/2023]
Abstract
Produced water is the largest waste stream associated with oil and gas exploration and production operations. Most produced water generated onshore is managed by permitted injection in deep underground wells, but alternative disposal options including reuse are increasingly being considered. However, insufficient understanding of the composition and toxicity of produced water imposes significant constraints on effective management of potential short-term and long-term risks associated with such alternative uses. As interest builds for management options, such as surface discharge, livestock watering, irrigation, and other industrial uses, research is needed to assess produced-water hazards and exposures to both humans and the environment. This challenge affords an opportunity to capitalize on emerging risk assessment tools. Innovative and comprehensive approaches to filling data gaps and assessing produced water risks will be imperative. A group of experts from industry, academia, and government were assembled to define research needs to support objective decision making on the acceptability, or lack thereof, of produced water disposal alternatives. Presented here are key outcomes from that workshop and recommendations for a research framework to assess toxicity of produced water and associated risks from above ground discharge and reuse options. Integr Environ Assess Manag 2019;15:677-682. © 2019 SETAC.
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Affiliation(s)
| | | | - Jens Blotevogel
- Department of Civil and Environmental Engineering, Colorado State University, Fort Collins, Colorado, USA
| | - Nancy Coleman
- Environmental Consultants, Oklahoma City, Oklahoma, USA
| | | | - Mandy Olsgard
- Department of Biological Sciences, University of Alberta, Edmonton, Alberta, Canada
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Gusa AV, Vidic RD. Development of Functionalized Proppant for the Control of NORM in Marcellus Shale Produced Water. ENVIRONMENTAL SCIENCE & TECHNOLOGY 2019; 53:373-382. [PMID: 30525506 DOI: 10.1021/acs.est.8b05710] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/09/2023]
Abstract
One of the major environmental concerns with the recovery of unconventional gas resource from Marcellus Shale is the presence of naturally occurring radioactive material (NORM) in produced water. Ra-226 is the major component of NORM with a half-life of 1600 years that is present at concentrations as high as several thousand pCi/L. Most of the studies on NORM management are focused on above-ground scenarios. The main focus of this study was on functionalizing the proppant (i.e., quartz sand) that is used in hydraulic fracturing to prevent the closure of induced fractures formed during this process and allow release of natural gas so that it can also sequester NORM from the produced water before it reaches the surface. Five different sulfates and carbonates were tested for their ability to capture Ra-226 from aqueous solution and celestite (SrSO4) was identified as the best choice because of its affinity for Ra-226 sequestration even in the presence of very high total dissolved solids that are characteristic of Marcellus Shale produced water. Among possible ways of coating the proppant with celestite, precipitating celestite directly on the sand surface was found to be the best option as it provided a uniform distribution of celestite and high uptake of Ra-226. Although quartz sand can adsorb some radium from the solution due to electrostatic interactions, adding a small amount of celestite on the sand surface (20-30 mg/g) increased radium removal from the solution containing 5000 pCi/L of Ra-226 to more than 80% in dilute solution and to more than 50% in high-salinity solution even in the presence of very high concentrations of competing divalent cations. The results of this study indicate the potential of coated proppant to sequester NORM in the subsurface and prevent adverse environmental impacts when radiogenic produced water is brought to the surface.
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Affiliation(s)
- Alen V Gusa
- Department of Civil and Environmental Engineering , University of Pittsburgh , Pittsburgh , Pennsylvania 15261 , United States
| | - Radisav D Vidic
- Department of Civil and Environmental Engineering , University of Pittsburgh , Pittsburgh , Pennsylvania 15261 , United States
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Ni Y, Zou C, Cui H, Li J, Lauer NE, Harkness JS, Kondash AJ, Coyte RM, Dwyer GS, Liu D, Dong D, Liao F, Vengosh A. Origin of Flowback and Produced Waters from Sichuan Basin, China. ENVIRONMENTAL SCIENCE & TECHNOLOGY 2018; 52:14519-14527. [PMID: 30419747 DOI: 10.1021/acs.est.8b04345] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/09/2023]
Abstract
Shale gas extraction through hydraulic fracturing and horizontal drilling is increasing in China, particularly in Sichuan Basin. Production of unconventional shale gas with minimal environmental effects requires adequate management of wastewater from flowback and produced water (FP water) that is coextracted with natural gas. Here we present, for the first time, inorganic chemistry and multiple isotope (oxygen, hydrogen, boron, strontium, radium) data for FP water from 13 shale gas wells from the Lower Silurian Longmaxi Formation in the Weiyuan gas field, as well as produced waters from 35 conventional gas wells from underlying (Sinian, Cambrian) and overlying (Permian, Triassic) formations in Sichuan Basin. The chemical and isotope data indicate that the formation waters in Sichuan Basin originated from relics of different stages of evaporated seawater modified by water-rock interactions. The FP water from shale gas wells derives from blending of injected hydraulic fracturing water and entrapped saline (Cl ∼ 50,000 mg/L) formation water. Variations in the chemistry, δ18O, δ11B, and 87Sr/86Sr of FP water over time indicate that the mixing between the two sources varies with time, with a contribution of 75% (first 6 months) to 20% (>year) of the injected hydraulic fracturing water in the blend that compose the FP water. Mass-balance calculation suggests that the returned hydraulic fracturing water consisted of 28-49% of the volume of the injected hydraulic fracturing water, about a year after the initial hydraulic fracturing. We show differential mobilization of Na, B, Sr, and Li from the shale rocks during early stages of operation, which resulted in higher Na/Cl, B/Cl, Li/Cl, and 87Sr/86Sr and lower δ11B of the FP water during early stages of FP water formation relative to the original saline formation water recorded in late stages FP water. This study provides a geochemical framework for characterization of formation waters from different geological strata, and thus the ability to distinguish between different sources of oil and gas wastewater in Sichuan Basin.
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Affiliation(s)
- Yunyan Ni
- PetroChina Research Institute of Petroleum Exploration and Development , Beijing 100083 , China
| | - Caineng Zou
- PetroChina Research Institute of Petroleum Exploration and Development , Beijing 100083 , China
| | - Huiying Cui
- PetroChina Research Institute of Petroleum Exploration and Development , Beijing 100083 , China
| | - Jian Li
- PetroChina Research Institute of Petroleum Exploration and Development , Beijing 100083 , China
| | - Nancy E Lauer
- Nicholas School of the Environment , Duke University , Durham , North Carolina 27708 , United States
| | - Jennifer S Harkness
- Nicholas School of the Environment , Duke University , Durham , North Carolina 27708 , United States
| | - Andrew J Kondash
- Nicholas School of the Environment , Duke University , Durham , North Carolina 27708 , United States
| | - Rachel M Coyte
- Nicholas School of the Environment , Duke University , Durham , North Carolina 27708 , United States
| | - Gary S Dwyer
- Nicholas School of the Environment , Duke University , Durham , North Carolina 27708 , United States
| | - Dan Liu
- Institute of Geology and Geophysics, Chinese Academy of Sciences, Beijing 100029 , China
| | - Dazhong Dong
- PetroChina Research Institute of Petroleum Exploration and Development , Beijing 100083 , China
| | - Fengrong Liao
- PetroChina Research Institute of Petroleum Exploration and Development , Beijing 100083 , China
| | - Avner Vengosh
- Nicholas School of the Environment , Duke University , Durham , North Carolina 27708 , United States
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