Geospatial Database Development: Supporting Geohazard Risk Assessments Through Real-Time Data and Geospatial Analytics

C. Johnson, Stephen Schmidt, Justin Taylor, J. deLaChapelle
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Abstract

TC Energy owns and operates over 32,000 miles of natural gas pipelines within 38 states in the United States, a sizable portion of which crosses through terrain highly susceptible to geologic hazards. To better support geohazard risk management, TC Energy has implemented a customized web-based geohazard platform (GeoForce) to identify, inventory, and track geohazards across their U.S. pipeline system. The platform was built within the Environmental Systems Research Institute (ESRI) ArcGIS Enterprise environment and leverages a diverse amount of ESRI product offerings. The platform is hosted on ArcGIS Portal and includes multiple custom apps and dashboards which allow users to efficiently view, summarize, add, and update geohazard data. Another key component of the system is a connection to ArcGIS GeoEvent Server. GeoEvent Server allows for the delivery of near real-time geohazard threat notifications through emails and dashboards (i.e., seismic events, flooding, precipitation). The notifications also provide detailed information for the sections of the system affected by the event, and in the case of a seismic event, a suggested course of action in alignment with TC Energy procedures. ArcGIS Image Server was leveraged to host over 4 terabytes of LiDAR imagery which can be used in concert with the other geohazard datasets present in the database. Custom geospatial scripts were also developed to create a near real-time link between the GeoForce master database and TC Energy’s master data mart, asset information, regulatory, and other organizational data. These scripts flag and report where spatial and/or attribute data have changed or may no longer be valid and therefore require follow-up action to support risk management (e.g., when pipelines are abandoned, HCAs are updated, or pipe properties are updated). The scripts also store the centerline attribute changes in a table for further review to identify potential trends. The GeoForce database is also built as a launching platform for proactive analytics, and eventually predictive analytics for critical precipitation thresholds for landslide risk management, landslide susceptibility mapping, system-wide risk scoring, seismic events and ILI bending strain coincident with geohazards. Details related to the threat alerts that are issued by the geospatial system are stored and visualized in a PowerBI integration. With the incorporation of ArcGIS Notebook Server, algorithms will be developed that will review the historical threat repository that is being generated and issue threat alerts based on probability of a hazardous event occurring in proximity of the pipeline system.
地理空间数据库开发:通过实时数据和地理空间分析支持地质灾害风险评估
TC能源公司在美国38个州拥有并运营着超过3.2万英里的天然气管道,其中相当大一部分要穿过极易受到地质灾害影响的地形。为了更好地支持地质灾害风险管理,TC Energy实施了一个定制的基于网络的地质灾害平台(GeoForce),以识别、盘点和跟踪其美国管道系统中的地质灾害。该平台是在环境系统研究所(ESRI) ArcGIS企业环境中构建的,并利用了ESRI提供的各种产品。该平台托管在ArcGIS Portal上,包括多个自定义应用程序和仪表板,允许用户有效地查看、汇总、添加和更新地质灾害数据。系统的另一个关键组件是与ArcGIS GeoEvent Server的连接。GeoEvent Server允许通过电子邮件和仪表板提供近乎实时的地质灾害威胁通知(例如,地震事件、洪水、降水)。这些通知还提供了受地震影响的系统部分的详细信息,并且在地震事件的情况下,提供了与TC Energy程序一致的建议行动方案。利用ArcGIS图像服务器托管超过4tb的激光雷达图像,可以与数据库中存在的其他地质灾害数据集一起使用。自定义地理空间脚本也被开发出来,用于在GeoForce主数据库和TC Energy的主数据集市、资产信息、监管和其他组织数据之间创建近乎实时的链接。这些脚本标记和报告空间和/或属性数据已经更改或可能不再有效的地方,因此需要采取后续行动来支持风险管理(例如,当管道被废弃时,更新hca或更新管道属性)。脚本还将中心线属性更改存储在一个表中,以便进一步检查以确定潜在的趋势。GeoForce数据库还将作为主动分析的启动平台,并最终用于滑坡风险管理、滑坡易感性测绘、全系统风险评分、地震事件和与地质灾害相关的ILI弯曲应变的关键降水阈值的预测分析。与地理空间系统发出的威胁警报相关的详细信息在PowerBI集成中存储和可视化。随着ArcGIS笔记本服务器的整合,将开发算法,审查正在生成的历史威胁存储库,并根据管道系统附近发生危险事件的概率发出威胁警报。
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