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64                                        Intelligent Digital Oil and Gas Fields


          to perform real-time workflows because there can be a considerable time lag
          to get the data from the remote facility. Further, because getting the data to
          shore is so slow, only limited amounts are moved at reasonable speeds, with
          the remainder coming on in a “batch” overnight. Many companies are now
          laying fiber optic cables to alleviate the lag and improve bandwidth. Some
          locations are even moving toward satellite communications (Fig. 2.13)to
          improve data communication and asset collaboration. Companies are
          employing collaborative work environments for production operations
          onshore to monitor and control in real time (Chapter 8).
             Another evolving trend for these assets is the increased power of DCS
          and historian systems. These systems regularly have the capability to deploy
          multivariable control and predictive analytics hosted directly on the control
          platform.


          2.2.4 Unconventional Assets

          Unconventional assets are uniquely fit for the DOF. These assets are newer
          fields with many wells that are drilled and produced from centralized pads, so
          more DOF infrastructure can be applied economically. The well production
          does not lend itself to traditional modeling and field planning tools, like res-
          ervoir models and nodal analysis, but data-driven models can be used appro-
          priately to manage wells. For example, unconventional wells move rapidly
          through their life cycle, going from natural flow to artificial lift in months.
          This means unconventional fields have more data available and need more
          data-driven workflows. As these fields are developed on multi-well pads, a
          high degree of instrumentation can be centrally installed and the asset can
          have local control capability. Most equipment has solar panels to drive
          long-life batteries. They use produced gas to power valves and instruments,
          and have some local control devices.
             Local control devices have become much more powerful and easy to use.
          Remote terminal units (RTU) with embedded control capability are widely
          applied. A newer technology, programmable logic controllers (PLC), is
          quite powerful yet easily programmed and is being used more frequently
          in unconventional assets. PLCs can now be programmed with graphical-
          based languages (as opposed to the old ladder logic) and can include
          advanced capabilities, such as supporting multivariable predictive control
          of devices without requiring a gateway-connected computer.
             Wells in these assets typically have some form of well pad separation and
          flow measurement as described. They typically include tubing, casing, and
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