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Instrumentation and Measurement                               65


              flow-line pressures and at least flow-line temperature instruments. It is also
              very common for these wells to support automatic valves including wellhead
              chokes. The automatic remote-activated chokes facilitate supervisory con-
              trol and optimization. Multiple operators use the automated chokes for
              intermittent well control or for automated curtailment and restart of wells,
              to balance production with facility constraints, such as when a compressor
              goes down.
                 As unconventional wells progress through their life cycles, they move
              onto artificial lift. Gas lift, plunger lift, rod pumps, and some ESPs are used.
              All of these are being installed with local-control elements that can be
              remotely operated. Operators commonly have the ability to set gas lift rates,
              pump speeds, or pump-off controls from field collaboration centers, without
              going to the well site. Real-time data-capture technology (e.g., a product
              from OSI called PI, one of the data historian software available in the mar-
              ket) can be used stand-alone or integrated with SCADA systems to control,
              analyze, and optimize multiple lift types. As stated above, unconventional
              assets rely heavily on data-driven workflows because traditional modeling
              tools do not fully apply. As these are usually high well-count assets, there
              are large volumes of data to analyze. SCADA and historian systems are
              now embedding predictive analytics tools into their platforms. Additionally,
              OSI’s PI application framework translates the traditional SCADA/DCS tag-
              based data model into a virtual one so that users can get right to the data they
              need with logical names instead of tag names. These systems, with their
              added security and robustness, give more power to the process control net-
              work and operations staff, instead of moving that processing into the enter-
              prise IT architecture.



                   2.3 DATA GATHERING AND SCADA ARCHITECTURE

                   2.3.1 Well-Location Data Gathering and Telemetry
              The two main ways to gather and communicate data are wired and wireless.
              Localized well and control facilities, such as offshore platforms, typically use
              a wired structure. Scattered, large well-count assets, like the unconventional
              ones, generally used a wireless strategy. Fig. 2.12 shows a well location with
              an RTU controller, wireless equipment, and an Ethernet switchboard.
                 The main issue for DOF systems is that larger volumes and increased
              frequency of data needs to be gathered and transferred to the control loca-
              tion. For medium-sized offshore and land-based assets, these requirements
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