A Grand Challenge: Digital Transformation for the Upstream Oil and Gas Industry

Thomas C. Halsey
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Abstract

This is the fourth in a series of six articles on SPE’s Grand Challenges in Energy, formulated as the output of a 2023 workshop held by the SPE Research and Development Technical Section in Austin, Texas. Described in a JPT article last year, each of the challenges will be discussed separately in this series: geothermal energy; net-zero operations; improving recovery from tight/shale resources; digital transformation; carbon capture, utilization, and storage; and education and advocacy. The interval from the oil price decline of 2014–2015 through the global COVID-19 pandemic of 2020–2022 was a difficult period for the upstream oil and gas business. The industry has responded, as so many times before, by seeking to reduce structural costs with the minimum impact to required new investments, including those in nondiscretionary domains (security, including cybersecurity, and safety, health, and environmental performance) as well as those required to appropriately hedge against the emergence of new, more sustainable energy sources. Digital transformation is one of the key opportunities for the industry to systematically reduce costs across multiple business domains. While there has been active discussion of the “digital oil field” for several decades, the economic shock of the past decade revived interest in the application of digital technologies across the enterprise to improve the cost structure of businesses. Of course, at the same time, entirely new industries, such as social media, have emerged exploiting new digital technologies, including machine learning, web software and connectivity, and cloud storage and computing. These technologies have also transformed traditional industries such as retail and manufacturing. But taking the same path in the upstream industry has some special challenges and opportunities. This review focuses on digital transformation opportunities that are, to a greater or lesser degree, unique to the special data and operating environment of the modern petroleum industry. There are many valuable opportunities, including business process automations, that can and should be adopted by upstream companies, but are not different in kind from such innovations in other industries. One challenge is the sheer mass and heterogeneity of upstream data. The upstream oil and gas industry is an old industry, with both business and technical records stretching back for many companies to the 19th century. These can be in paper form or a variety of digital forms reflecting the different methods of storing data since computers became a standard business and scientific tool in the 1950s. Conversion of this data to more modern formats suitable for cloud storage, for example, is not cost-free. Thus, a key principle in digital transformation is that it must be value-driven. A frequently used phrase, “data is the new oil,” is, at least for the oil and gas business itself, deeply misleading. Most of the data held by any enterprise, be it in libraries, shared data servers, or personal hard drives, is not economically useful. Much other data, while potentially valuable, requires such substantial spending on quality assurance, data curation, data transfer to points of computation, and use of (highly paid) domain experts to interpret data analysis and make business decisions that there is no pathway to reliable value based on the data.
巨大的挑战:上游油气行业的数字化转型
这是关于 SPE 能源大挑战系列六篇文章中的第四篇,该系列文章是 SPE 研发技术部在德克萨斯州奥斯汀举行的 2023 年研讨会的成果。去年的《联合技术期刊》(JPT)文章对这些挑战进行了描述,本系列文章将分别讨论每项挑战:地热能源;净零运营;提高致密/页岩资源的采收率;数字化转型;碳捕获、利用和储存;以及教育和宣传。 从 2014-2015 年油价下跌到 2020-2022 年全球 COVID-19 大流行,这段时间是上游石油和天然气业务的困难时期。与以往多次一样,该行业的应对措施是寻求降低结构性成本,同时将对所需新投资的影响降至最低,包括那些非自由裁量领域的投资(安全,包括网络安全,以及安全、健康和环境绩效),以及那些为适当对冲新的、更可持续的能源的出现所需的投资。数字化转型是该行业在多个业务领域系统性降低成本的重要机遇之一。几十年来,人们一直在积极讨论 "数字油田 "问题,而过去十年的经济震荡则重新激发了人们对在整个企业中应用数字技术来改善企业成本结构的兴趣。当然,与此同时,利用新的数字技术,包括机器学习、网络软件和连接、云存储和计算等,出现了全新的行业,如社交媒体。这些技术也改变了零售业和制造业等传统行业。但是,上游行业走同样的道路也面临着一些特殊的挑战和机遇。本综述将重点关注数字化转型机遇,这些机遇或多或少都是现代石油行业特殊数据和运营环境所独有的。包括业务流程自动化在内的许多有价值的机遇可以而且应该被上游公司所采用,但它们与其他行业的此类创新并无不同。 一个挑战是上游数据的海量性和异质性。上游石油和天然气行业是一个古老的行业,许多公司的业务和技术记录可以追溯到 19 世纪。这些记录可以是纸质形式,也可以是各种数字形式,反映了自 20 世纪 50 年代计算机成为标准商业和科学工具以来的不同数据存储方法。例如,将这些数据转换为适合云存储的更现代的格式并非不需要成本。因此,数字化转型的一个关键原则就是必须以价值为导向。有一句常用语叫 "数据是新的石油",至少对石油和天然气企业本身来说,这句话具有严重的误导性。任何企业所拥有的大部分数据,无论是图书馆、共享数据服务器还是个人硬盘驱动器中的数据,都没有经济价值。许多其他数据虽然有潜在价值,但需要在质量保证、数据整理、数据传输到计算点以及使用(高薪聘请的)领域专家来解释数据分析和做出业务决策等方面花费大量资金,因此无法通过数据获得可靠的价值。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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