oil and gas

石油和天然气
  • 文章类型: Journal Article
    安全文化是组织绩效的关键决定因素,特别是在高风险行业,特别是石油和天然气行业。了解利益相关者的偏好对于制定有效的策略以增强安全文化至关重要。本研究利用层次分析法(AHP)优先考虑利益相关者的偏好,确定马来西亚石油和天然气行业安全文化的关键要素。本研究采用了一种结构化的方法来评估石油和天然气行业的安全文化,关注三个关键领域的18个子要素:心理,行为,和情境因素。使用有目的的滚雪球抽样招募了各种行业专家样本,以确保全面代表利益相关者的观点。运用层次分析法框架对数据进行分析,利用结构化问卷和多准则决策技术来优先考虑已确定的安全文化要素。AHP分析确定了石油和天然气部门不同专业群体之间的不同优先事项。安全和健康从业者强调实用的元素,如安全规则和管理承诺,而院士优先考虑知识和培训。管理人员强调了安全所有权和沟通的重要性,而政策制定者专注于更广泛的领域,政策导向方面。研究结果表明,安全文化改善举措应量身定制,以满足每个专业群体的具体需求和优先事项。对利益相关者偏好的细微差别理解对于制定整合可观察行为的综合战略至关重要,情境条件,和心理因素,最终在石油和天然气行业培育强大的安全文化。
    Safety culture is a critical determinant of organisational performance, particularly in high-risk industries especially in oil and gas. Understanding stakeholder preferences is essential for developing effective strategies that enhance safety culture. This study utilised the Analytic Hierarchy Process (AHP) to prioritise stakeholder preferences, identifying key elements of safety culture in Malaysia\'s oil and gas sector. This study employed a structured methodology to evaluate safety culture within the oil and gas industry, focusing on 18 sub-elements across three key domains: psychological, behavioural, and situational factors. A diverse sample of industry experts was recruited using purposeful and snowball sampling to ensure a comprehensive representation of stakeholder views. The AHP framework was applied to analyse the data, utilizing structured questionnaires and multicriteria decision-making techniques to prioritize the identified safety culture elements. The AHP analysis identified distinct priorities among different professional groups within the oil and gas sector. Safety and Health Practitioners emphasized practical elements such as safety rules and management commitment, while academicians prioritized knowledge and training. Management personnel highlighted the importance of safety ownership and communication, whereas policymakers focused on broader, policy-oriented aspects. The findings suggest that safety culture improvement initiatives should be tailored to address the specific needs and priorities of each professional group. A nuanced understanding of stakeholder preferences is crucial for developing comprehensive strategies that integrate observable behaviours, situational conditions, and psychological factors, ultimately fostering a robust safety culture in the oil and gas industry.
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  • 文章类型: Journal Article
    在石油和天然气管道内,天然微生物群落和不同的固体化合物通常共存并形成混合沉积物。然而,这些沉积物(主要由矿物相组成)与油气系统中的微生物之间的相互作用仍然知之甚少。这里,我们研究了磁铁矿(Fe3O4)的影响,三叶岩(FeS),和二氧化硅(SiO2)对微生物多样性的影响,细胞活力,生物膜的形成,和EPS组成的石油回收多物种财团。
    在单独的生物反应器中培养油田回收的微生物群落2周,每个包含10克市售磁铁矿(Fe3O4),三叶岩(FeS),或在40°C±1°C下在20%CO2/80%N2的气体气氛下的二氧化硅(SiO2)。
    三叶岩中形成的微生物种群与二氧化硅和磁铁矿中形成的微生物种群明显不同,表现出显著的相似性。软岩中的优势类群是脱硫磺基弧菌属,而硫磺螺旋菌在磁铁矿和二氧化硅中占主导地位。然而,生物膜的形成在三叶岩上最低,在二氧化硅上最高,与观察到的细胞活力相关。
    三绿岩的溶解,然后将HS-(H2S)和Fe2释放到测试溶液中,与二氧化硅相比,其粒径更大,可能有助于观察到的结果。共聚焦激光扫描显微镜显示,在二氧化硅中形成的生物膜的EPS以eDNA为主,而三叶草和磁铁矿中的主要含有多糖。虽然这种现象的机制还不能确定,预计这些发现对于增强目前在石油和天然气系统中使用的MIC缓解策略特别有价值。
    UNASSIGNED: Inside oil and gas pipelines, native microbial communities and different solid compounds typically coexist and form mixed deposits. However, interactions between these deposits (primarily consisting of mineral phases) and microorganisms in oil and gas systems remain poorly understood. Here, we investigated the influence of magnetite (Fe3O4), troilite (FeS), and silica (SiO2) on the microbial diversity, cell viability, biofilm formation, and EPS composition of an oil-recovered multispecies consortium.
    UNASSIGNED: An oilfield-recovered microbial consortium was grown for 2 weeks in separate bioreactors, each containing 10 g of commercially available magnetite (Fe3O4), troilite (FeS), or silica (SiO2) at 40°C ± 1°C under a gas atmosphere of 20% CO2/80% N2.
    UNASSIGNED: The microbial population formed in troilite significantly differed from those in silica and magnetite, which exhibited significant similarities. The dominant taxa in troilite was the Dethiosulfovibrio genus, whereas Sulfurospirillum dominated in magnetite and silica. Nevertheless, biofilm formation was lowest on troilite and highest on silica, correlating with the observed cell viability.
    UNASSIGNED: The dissolution of troilite followed by the liberation of HS- (H2S) and Fe2+ into the test solution, along with its larger particle size compared to silica, likely contributed to the observed results. Confocal laser scanning microscopy revealed that the EPS of the biofilm formed in silica was dominated by eDNA, while those in troilite and magnetite primarily contained polysaccharides. Although the mechanisms of this phenomenon could not be determined, these findings are anticipated to be particularly valuable for enhancing MIC mitigation strategies currently used in oil and gas systems.
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  • 文章类型: Journal Article
    美国墨西哥湾包含一个复杂的现有网络,退役,废弃的石油和天然气管道,在自然设计的海上系统中容易受到许多压力源的影响,包括腐蚀,环境危害,人为错误。这些结构的年龄,再加上极端天气事件的强度和发生因气候变化而增加,已导致有害的环境和运营影响,如碳氢化合物释放事件和管道损坏。为了支持管道基础设施完整性的可重用性评估,补救,和风险预防,开发并发布了美国墨西哥湾管道和报告的事件数据集。这些数据集,除了支持高级分析,是为了通知监管机构,工业,和研究利益相关者。它们包含超过490个与结构信息相关的属性,事件报告,环境负荷统计,海底因素,和潜在的地质灾害,所有这些都是空间上的,在某些情况下,暂时与超过89,000个石油和天然气管道位置相匹配。属性是从公开获取或派生的,可靠的资源,并使用手动操作和自定义脚本的组合进行处理,包括使用超级计算资源的大数据处理。生成的数据集包括空间地理数据库,表格文件,和元数据。这些数据集可通过EnergyDataeXchange®公开获得,由美国能源部国家能源技术实验室开发的精选在线数据和研究图书馆和实验室。本文介绍了数据集的内容,详细说明处理和策展中涉及的方法,并建议应用数据来告知和减轻与墨西哥湾海上管道基础设施相关的风险。
    The U.S. Gulf of Mexico contains a complex network of existing, decommissioned, and abandoned oil and gas pipelines, which are susceptible to a number of stressors in the natural-engineered offshore system including corrosion, environmental hazards, and human error. The age of these structures, coupled with extreme weather events increasing in intensity and occurrence from climate change, have resulted in detrimental environmental and operational impacts such as hydrocarbon release events and pipeline damage. To support the evaluation of pipeline infrastructure integrity for reusability, remediation, and risk prevention, the U.S. Gulf of Mexico Pipeline and Reported Incident Datasets were developed and published. These datasets, in addition to supporting advanced analytics, were constructed to inform regulatory, industry, and research stakeholders. They encompass more than 490 attributes relating to structural information, incident reports, environmental loading statistics, seafloor factors, and potential geohazards, all of which have been spatially, and in some cases temporally matched to more than 89,000 oil and gas pipeline locations. Attributes were acquired or derived from publicly available, credible resources, and were processed using a combination of manual efforts and customized scripts, including big data processing using supercomputing resources. The resulting datasets comprise a spatial geodatabase, tabular files, and metadata. These datasets are publicly available through the Energy Data eXchange®, a curated online data and research library and laboratory developed by the U.S. Department of Energy\'s National Energy Technology Laboratory. This article describes the contents of the datasets, details the methods involved in processing and curation, and suggests application of the data to inform and mitigate risk associated with offshore pipeline infrastructure in the Gulf of Mexico.
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  • 文章类型: Journal Article
    全球石油和天然气价值链中的甲烷排放是气候变化的主要原因。到2050年,它们的缓解措施可以避免0.1°C的变暖。这里,我们综合了近十年的研究,涵盖了石油和天然气价值链(从生产到最终用途)中数千种多尺度甲烷测量,以更好地限制加拿大能源部门甲烷排放量的估计,并确定导致当前估计不确定性的研究差距。我们发现价值链甲烷总排放量为2,600(2,100-3,700)kt,这大致与加拿大最新的官方清单一致,该清单现在将大气测量数据包括在他们的一些石油和天然气甲烷估计中。准确了解排放量至关重要,因为加拿大承诺到2030年将石油和天然气甲烷排放量减少75%。我们还确定和讨论排放和活动数据中的信息差距,即,从中游开始,下游,和最终用途部门。虽然它们占总库存的一小部分,准确量化这些排放仍然很重要,并可能指向更具成本效益的缓解解决方案。这项工作强调需要经常,全面的测量,以更好地限制石油和天然气部门对气候的影响,并验证行业和政府承诺的削减和承诺。
    Methane emissions from the global oil and gas value chain are a major contributor to climate change, and their mitigation could avoid 0.1 °C of warming by 2050. Here, we synthesize nearly a decade of research encompassing thousands of multiscale methane measurements along the oil and gas value chain (production to end use) to better constrain estimates of methane emissions from Canada\'s energy sector and to identify research gaps contributing to uncertainty in current estimates. We find that total value chain methane emissions are 2,600 (2,100-3,700) kt, which broadly agrees with Canada\'s latest official inventory that now includes atmospheric measurement data in some of their oil and gas methane estimates. Accurate understanding of emission magnitudes is critical because Canada committed to a 75% reduction of oil and gas methane emissions by 2030. We also identify and discuss information gaps in both emissions and activity data, namely, from the midstream, downstream, and end-use sectors. While they make up a smaller portion of the total inventory, accurate quantification of these emissions is still important and could point to more cost-effective mitigation solutions. This work emphasizes the need for frequent, comprehensive measurements to better constrain the climate impacts of the oil and gas sector and to validate reductions and commitments pledged by industry and governments.
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  • 文章类型: Journal Article
    全球Li产量将需要增加约500%才能满足2050年预计的储能需求。一个潜在的来源是石油和天然气废水(即,采出水或盐水),天然具有高的总溶解固体(TDS)浓度,也可以富集Li(>100mg/L)。了解导致高天然存在的Li浓度的来源和机制可以帮助有效靶向这些盐水。同位素组成(δ7Li,δ11B,δ138Ba)来自阿巴拉契亚盆地尤蒂卡页岩和点宜人地层(UPP)的采出水和岩心样品,美国指出,深度相关的热成熟度和水岩相互作用,包括成岩粘土矿物转化,可能控制Li浓度。对整个美国生产水域中Li含量的调查表明,从马塞勒斯页岩到UPP的阿巴拉契亚盆地盐水具有经济资源回收的潜力。
    Global Li production will require a ∼500 % increase to meet 2050 projected energy storage demands. One potential source is oil and gas wastewater (i.e., produced water or brine), which naturally has high total dissolved solids (TDS) concentrations, that can also be enriched in Li (>100 mg/L). Understanding the sources and mechanisms responsible for high naturally-occurring Li concentrations can aid in efficient targeting of these brines. The isotopic composition (δ7Li, δ11B, δ138Ba) of produced water and core samples from the Utica Shale and Point Pleasant Formation (UPP) in the Appalachian Basin, USA indicates that depth-dependent thermal maturity and water-rock interaction, including diagenetic clay mineral transformations, likely control Li concentrations. A survey of Li content in produced waters throughout the USA indicates that Appalachian Basin brines from the Marcellus Shale to the UPP have the potential for economic resource recovery.
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  • 文章类型: Journal Article
    水力压裂(HF)已显著促进全球非常规烃生产,但也引入了各种环境和操作挑战。了解丰富多样的微生物群落和化学物质之间的相互作用,特别是用于支撑剂输送的聚合物,增厚,和减少摩擦,在HF中,水循环对于解决这些挑战至关重要。这篇综述主要考察了最近在中国进行的研究,HF活动的新兴领域,以及其他地区的比较研究。在中国,聚丙烯酰胺(PAM)及其衍生物产品成为非常规油气开发水力压裂液(HFF)的关键组分。与北美相比,中国非常规HF水循环的微生物多样性更高,频繁检测到类群,如Shewanella,马氏杆菌,和脱硫细菌。而生物降解,生物腐蚀,生物污染是跨地区的共同问题,这些微生物-聚合物相互作用的潜在机制大不相同。值得注意的是,在四川盆地的HF站点,杀菌剂的使用逐渐降低了其减轻不良微生物活性的效率。高通量测序被证明是一个强大的工具,可以监测微生物群落,确定关键的生物指标,并帮助选择最佳的聚合物和杀菌剂,导致更高效的HFF系统。这项研究的主要目的是提高人们对微生物和聚合物之间相互作用的认识,提供新的见解,可以为HF站点的增强化学品使用和生物控制措施做出决策。
    Hydraulic fracturing (HF) has substantially boosted global unconventional hydrocarbon production but has also introduced various environmental and operational challenges. Understanding the interactions between abundant and diverse microbial communities and chemicals, particularly polymers used for proppant delivery, thickening, and friction reduction, in HF water cycles is crucial for addressing these challenges. This review primarily examined the recent studies conducted in China, an emerging area for HF activities, and comparatively examined studies from other regions. In China, polyacrylamide (PAM) and its derivatives products became key components in hydraulic fracturing fluid (HFF) for unconventional hydrocarbon development. The microbial diversity of unconventional HF water cycles in China was higher compared to North America, with frequent detection of taxa such as Shewanella, Marinobacter, and Desulfobacter. While biodegradation, biocorrosion, and biofouling were common issues across regions, the mechanisms underlying these microbe-polymer interactions differed substantially. Notably, in HF sites in the Sichuan Basin, the use of biocides gradually decreased its efficiency to mitigate adverse microbial activities. High-throughput sequencing proved to be a robust tool that could identify key bioindicators and biodegradation pathways, and help select optimal polymers and biocides, leading to more efficient HFF systems. The primary aim of this study is to raise awareness about the interactions between microorganisms and polymers, providing fresh insights that can inform decisions related to enhanced chemical use and biological control measures at HF sites.
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  • 文章类型: Journal Article
    加强石油和天然气过程的管理和监测需要开发精确的预测分析技术。在过去的两年里,使用传统和现代机器学习技术,石油及其预测取得了显著进展。几篇评论文章详细介绍了预测性维护的发展以及影响大数据吸收的技术和非技术方面。缺乏机器学习技术的参考会影响石油和天然气行业预测分析的有效优化。这篇综述论文为读者提供了有关该行业预测分析建模中使用的最新机器学习方法的全面信息。这篇综述涵盖了2021年至2023年预测分析建模中使用的不同形式的机器学习技术(91篇文章)。它概述了所审查的论文的细节,描述模型的类别,数据的时间性,字段,和名字,数据集的类型,预测分析(分类,聚类,或预测),模型输入和输出参数,性能指标,最优模型,以及模型的优缺点。此外,对未来的研究方向提出建议,以提供相关知识潜在应用的见解。这篇评论可以作为提高石油和天然气行业预测分析模型有效性的指南。
    Enhancing the management and monitoring of oil and gas processes demands the development of precise predictive analytic techniques. Over the past two years, oil and its prediction have advanced significantly using conventional and modern machine learning techniques. Several review articles detail the developments in predictive maintenance and the technical and non-technical aspects of influencing the uptake of big data. The absence of references for machine learning techniques impacts the effective optimization of predictive analytics in the oil and gas sectors. This review paper offers readers thorough information on the latest machine learning methods utilized in this industry\'s predictive analytical modeling. This review covers different forms of machine learning techniques used in predictive analytical modeling from 2021 to 2023 (91 articles). It provides an overview of the details of the papers that were reviewed, describing the model\'s categories, the data\'s temporality, field, and name, the dataset\'s type, predictive analytics (classification, clustering, or prediction), the models\' input and output parameters, the performance metrics, the optimal model, and the model\'s benefits and drawbacks. In addition, suggestions for future research directions to provide insights into the potential applications of the associated knowledge. This review can serve as a guide to enhance the effectiveness of predictive analytics models in the oil and gas industries.
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  • 文章类型: Journal Article
    北海的许多石油和天然气(O&G)油田已经生产了其经济可采储量,并已进入退役阶段或接近停止生产。随后的O&G退役过程涉及一系列具有特定利益和优先事项的利益相关者。该过程的输入范围突出了开发多标准决策框架以帮助指导决策过程的必要性。这项研究提出了自下而上的经济配方,环境,和安全风险标准,以支持北海O&G管道退役项目比较评估(CA)中的多标准决策分析。该方法适应了O&G行业的当前指南,并考虑了一系列参数来提供成本估算,能源使用,温室气体排放,和安全风险。为了验证所提出的自下而上公式的有效性,布伦特油田最长的石油出口管道,选择PL001/N0501作为案例研究。数值结果表明,从拟议方法获得的结果与行业技术文件中报告的结果一致。在大多数情况下,这些公式提供的估计成本差异不到10%,能源使用,排放,和安全风险。基于提出的多准则公式,该研究还提出了在海洋模拟器系统中使用身临其境的决策环境,以帮助告知利益相关者的决策过程。
    Many Oil and Gas (O&G) fields in the North Sea have produced their economically recoverable reserves and have entered the decommissioning phase or are close to cessation of production. The subsequent O&G decommissioning process involves a range of stakeholders with specific interests and priorities. This range of inputs to the process highlights the necessity for the development of multi-criteria decision frameworks to help guide the decision-making process. This study presents bottom-up formulations for the economic, environmental, and safety risk criteria to support the multi-criteria decision analysis within the Comparative Assessment (CA) of O&G pipeline decommissioning projects in the North Sea. The approach adapts current guidelines in the O&G industry and considers a range of parameters to provide estimations for the costs, energy usage, greenhouse gas emissions, and safety risks. To verify the effectiveness of the proposed bottom-up formulations, the longest oil export pipeline in the Brent field, PL001/N0501 is selected as a case study. The numerical results revealed the consistency of the results obtained from the proposed approach with those reported in the technical documents by industry. In most cases, the formulations provide estimates with less than 10% differences for the costs, energy usage, emissions, and safety risks. Based on the proposed multi-criteria formulations, the study also presents the use of an immersive decision-making environment within a marine simulator system to help inform the decision-making process by stakeholders.
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  • 文章类型: Journal Article
    量化和控制石油和天然气设施的逃逸甲烷排放对于实现气候目标仍然至关重要。但是与监控数百万生产现场相关的成本仍然高得令人望而却步。目前的想法,由测量和简单的色散建模支持,假设需要百万分之一的单位数仪表。为调查仪器响应,三个痕量甲烷(sub-ppm)分析仪的入口位于一个设施上,该设施旨在以0.4至5.2kgCH4h-1的已知流速从模拟石油和天然气基础设施中释放已知成分的气体。在9小时内通过每个仪器以1赫兹分辨率测量甲烷混合比。尽管基于腔衰荡光谱仪(CRDS)的仪器报告的混合比平均为10.0ppm(范围为1.8至83ppm),基于中红外激光吸收光谱(MIRA)的仪器报告的短寿命混合比远远大于预期(范围1.8至779ppm),与CRDS相似的9小时平均值(10.1ppm)。我们认为MIRA检测到的峰值可能是由微气象现象引起的,涡旋脱落导致异质甲烷羽流,只有MIRA才能观察到。进一步的分析表明,像MIRA这样的仪器(一种基于光学腔的仪器,其腔体尺寸≤10cm3,在≥2Hz时测量,在距源头≤20m的距离处,空气流速约≤0.3slpm),但具有较高的检测极限(25ppm)可以检测到足够的高浓度事件,以产生具有代表性的20分钟平均甲烷混合比。即使开发成本较低,高精度,具有25ppm检测阈值的高精度仪器仍然是一个重大问题,这对使用具有较高检测阈值的仪器有影响,从而降低了测量甲烷排放的成本,并为所有石油和天然气基础设施广泛部署有效的泄漏检测和修复计划提供了机制。
    Quantifying and controlling fugitive methane emissions from oil and gas facilities remains essential for addressing climate goals, but the costs associated with monitoring millions of production sites remain prohibitively expensive. Current thinking, supported by measurement and simple dispersion modelling, assumes single-digit parts-per-million instrumentation is required. To investigate instrument response, the inlets of three trace-methane (sub-ppm) analyzers were collocated on a facility designed to release gas of known composition at known flow rates between 0.4 and 5.2 kg CH4 h-1 from simulated oil and gas infrastructure. Methane mixing ratios were measured by each instrument at 1 Hertz resolution over nine hours. While mixing ratios reported by a cavity ring-down spectrometer (CRDS)-based instrument were on average 10.0 ppm (range 1.8 to 83 ppm), a mid-infrared laser absorption spectroscopy (MIRA)-based instrument reported short-lived mixing ratios far larger than expected (range 1.8 to 779 ppm) with a similar nine-hour average to the CRDS (10.1 ppm). We suggest the peaks detected by the MIRA are likely caused by a micrometeorological phenomenon, where vortex shedding has resulted in heterogeneous methane plumes which only the MIRA can observe. Further analysis suggests an instrument like the MIRA (an optical-cavity-based instrument with cavity size ≤10 cm3 measuring at ≥2 Hz with air flow rates in the order of ≤0.3 slpm at distances of ≤20 m from the source) but with a higher detection limit (25 ppm) could detect enough of the high-concentration events to generate representative 20 min-average methane mixing ratios. Even though development of a lower-cost, high-precision, high-accuracy instrument with a 25 ppm detection threshold remains a significant problem, this has implications for the use of instrumentation with higher detection thresholds, resulting in the reduction in cost to measure methane emissions and providing a mechanism for the widespread deployment of effective leak detection and repair programs for all oil and gas infrastructure.
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  • 文章类型: Journal Article
    越来越需要了解近海石油和天然气基础设施中污染物的潜在生态影响,特别是如果该基础设施作为退役选项留在原地。天然存在的放射性物质(NORM)是在基础设施内表面的固体沉积物中发现的一种污染物,如果释放到海洋环境中,会造成潜在的生态危害。微生物是海洋沉积物生态系统的重要组成部分,然而,NORM污染对这些社区的影响还没有得到很好的理解。本研究旨在调查底栖微生物群落对NORM污染规模的反应,从海上石油和天然气系统收集,通过受控的实验室微观研究。使用从实验沉积物中提取的环境DNA的高通量测序,研究了在7天和28天以9.5至59.8Bq/kg(与后代的部分平衡)的镭226活性浓度范围内添加NORM的天然沉积物和沉积物中微生物群落的变化。在7天和28天内,对照和结垢沉积物之间的微生物群落组成没有显着差异。然而,28天后,我们观察到混合鳞片处理中的Firmicutes和氯氟在鳞片表面处理中的存在更多。这可能建议选择具有污染物耐受性或对辐射和金属毒性的潜在复原力的物种。需要进一步研究以探索微生物耐受机制及其作为放射性核素污染沉积物影响指标的潜力。本研究表明,微观研究可以提供有关石油和天然气基础设施污染对沉积物微生物群落的潜在影响的有价值的见解。环境毒物化学2024;00:1-14。©2024作者WileyPeriodicalsLLC代表SETAC出版的环境毒理学和化学。
    There is a growing need to understand the potential ecological impacts of contaminants in offshore oil and gas infrastructure, especially if that infrastructure is to be left in situ as a decommissioning option. Naturally occurring radioactive material (NORM) is one type of contaminant found in solid deposits on internal surfaces of infrastructure that poses potential ecological harm if released into the marine environment. Microbes are important components of marine sediment ecosystems because they provide ecosystem services, yet the impacts of NORM contamination to these communities are not well understood. The present study aimed to investigate the response of benthic microbial communities to NORM-contaminated scale, collected from an offshore oil and gas system, via controlled laboratory microcosm studies. Changes to microbial communities in natural sediment and sediments spiked with NORM at radium-226 activity concentrations ranging from 9.5 to 59.8 Bq/kg (in partial equilibria with progeny) over 7 and 28 days were investigated using high-throughput sequencing of environmental DNA extracted from experimental sediments. There were no significant differences in microbial community composition between control and scale-spiked sediments over 7 and 28 days. However, we observed a greater presence of Firmicutes in the scale-mixed treatment and Chloroflexi in the scale-surface treatments after 28 days. This could suggest selection for species with contaminant tolerance or potential resilience to radiation and metal toxicity. Further research is needed to explore microbial tolerance mechanisms and their potential as indicators of effects of radionuclide-contaminated sediments. The present study demonstrated that microcosm studies can provide valuable insights about the potential impacts of contamination from oil and gas infrastructure to sediment microbial communities. Environ Toxicol Chem 2024;43:1648-1661. © 2024 The Authors. Environmental Toxicology and Chemistry published by Wiley Periodicals LLC on behalf of SETAC.
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