首页> 外文会议>ASME international mechanical engineering congress and exposition >AN ANALYSIS OF THE TRENDS IN US OFFSHORE OIL AND GAS SAFETY AND ENVIRONMENTAL PERFORMANCE
【24h】

AN ANALYSIS OF THE TRENDS IN US OFFSHORE OIL AND GAS SAFETY AND ENVIRONMENTAL PERFORMANCE

机译:美国海上油气安全与环境绩效趋势分析

获取原文
获取外文期刊封面目录资料

摘要

The production of oil and gas in the offshore waters of the United States continues to be a major part of US energy extraction activities amounting to just less than a third of total US oil and gas production. However, this industry has been marked by occasional safety and environmental disasters including most famously the Deepwater Horizon explosion and oil spill that resulted in the deaths of 11 workers and the release of more than 130 million gallons of oil in to the Gulf of Mexico. In response, the Bureau of Safety and Environmental Enforcement (BSEE) was created in 2011 to separate enforcement activities from federal lease management activities and reduce the possibility for conflicts of interests and regulatory capture. This paper presents an analysis of the safety and environmental performance of the US offshore oil and gas industry in the years before and after the creation of the BSEE to quantify the changes in the industry record and the level of risk that remains. Recorded events including fires and explosions, spills, and gas releases, collisions, and injuries and fatalities are included in the analysis. The overall level of exposure is estimated based on rig counts and oil and gas production quantities since detailed employment records by facility are not available. Data is sourced from the BSEE, Bureau of Labor Statistics (BLS). and the Energy Information Agency (EIA). In addition to linear regression analysis of trends, this paper presents the results of a random forest-based machine learning investigation of the characteristics of safety and environmental incidents to evaluate the most significant contributors that remain, especially those amenable to control through engineering system design. Facility type, water depth, distance to shore, and time of day or year in the relevant incident reports were included in the input dataset for the random forest model. Results indicate that the overall oil and gas industry has become safer in recent years, though significant risks remain. It is yet unclear whether the BSEE approach bears any responsibility for this change as the data are not yet sufficient to declare the post-2011 period as statistically significantly improved from prior years, though additional data in line with 2016-2017 level of performance would satisfy this condition. The random forest model indicates that increased risk is associated with time of day, quarter of the year, water depth, and distance to shore. Data quality concerns remain present as minor incidents and injuries may be under-reported. BSEE enforcement does not appear to be a direct cause of the noted improvements.
机译:美国海上水域的石油和天然气的生产仍然是美国能源提取活动的主要部分,该活动达到美国石油和天然气总产量的少于三分之一。然而,这个行业是偶尔的安全和环境灾害,包括最着名的深水地平线爆炸和石油泄漏,导致了11名工人的死亡,并将超过1.3亿加仑的石油释放到墨西哥湾。作为回应,安全和环境执行局(BSEE)于2011年制定,以分开联邦租赁管理活动的执法活动,并减少利益冲突和监管捕获的可能性。本文在创建BSEE之前和之后,对美国海上石油和天然气行业的安全和环境表现进行了分析,以量化行业记录的变化和遗体的风险水平。录制的事件包括火灾和爆炸,溢出物和天然气释放,碰撞和伤害和死亡的分析。由于设施的详细就业记录,基于钻机计数和石油和天然气产量估计,估计整体曝光程度。数据来自BSEE,劳工统计局(BLS)。和能源信息机构(EIA)。除了对趋势的线性回归分析外,本文还提出了随机林的机器学习调查,对安全和环境事件的特点进行了评估,以评估最重要的贡献者,特别是通过工程系统设计来控制的贡献者。随机森林模型的输入数据集中包括随机林模型的输入数据集中包括在线类型,水深,到岸边的距离以及日期或年的时间。结果表明,近年来,整体石油和天然气行业变得更加安全,虽然仍然存在重大风险。目前尚不清楚BSEE方法是否对这种变化承担任何责任,因为数据尚未足以将2011年后的时间宣布,尽管从前一年的统计上显着改善,但额外的数据符合2016-2017性能水平符合这种情况。随机森林模型表明风险增加与一天中的时间,五分之一,水深,距离岸边。数据质量问题仍然存在,因为可能会报告轻微事故和伤害。 BSEE强制似乎并不是指出改进的直接原因。

著录项

相似文献

  • 外文文献
  • 中文文献
  • 专利
获取原文

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号