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via wireless connectivity and cloud-based architec-  te automation tools typically range from 10 to 20%
                                  tures, the result is the correlation of differentiating   but can be as high as 40% [8] (figure 3).
                                  data points at the process control level. The da-
                                  shboards that compile the analytics gathered from
                                  the field utilize contextual information, such as real- Digitalization application
                                  time events, alarms, drifts, and historical data, to   examples
                                  help operators make more precise resource alloca-
                                  tion decisions. In these early stages of IoT rollout,   Affirmation that the promise of IIoT is getting deli-
                                  applications which benefit the most from these   vered is becoming more evident as digitized appli-
                                  advanced  analytics  include  installation  optimiza-  cations proliferate across the oil & gas value chain.
                                  tion, asset management and protection, condition   Currently, some of the most advanced initiatives in-
                                  based monitoring, and augmented reality applica-  volve virtualization and simulation of physical asset
                                  tions.                                   operation and can scale as high as simulation of
                                                                           the operation of an entire plant. Below are some
                                  Influencer #8: Changing employee dynamics /   examples of such implementations.
                                  mobile workforce
                                  For years now, the oil & gas industry has struggled   Digital twin
                                  with the challenge of retirement-age workers who   Advancement in software programming is helping
                                  are leaving and not being replaced. As they depart,   oil & gas industry solve many complex scientific
                                  they take their industry knowledge with them and   and mathematical paradigms. One area which has
                                  their organizations are left behind scrambling to fill   been profoundly benefitted from such development
                                  the gap.                                 are virtual process models. The growing availabi-
                                  At the same time, millennials have graduated from   lity of connection points now allows the creation
                                  schools all over the world. Brought up in a cultu-  of a digital representation of a physical asset that
                                  re of mobile devices and accustomed to intuitive   mimics the structure and behavior of that asset in
                                  graphically-oriented user interfaces, many look   real life.
                                                            for opportunities   The model analyzes the gathered data and then
                                                            that are both re-  uses it to run simulations and benchmark perfor-
                                                            warding and that   mance, allowing plant operators to pinpoint whe-
                                                            “serve a greater   re efficiency gains can be made. By pairing both
                                                            purpose”.  This  virtual and physical worlds (the twins), analysis of
                                                            can pose a chal-  data and monitoring of systems can actively avert
                                                            lenge for oil &   problems before they occur, preventing downtime
                                                            gas companies   and developing new efficiency opportunities.
                                                            looking for an   A digital model of a physical asset, the digital twin
                                                            influx of younger,   includes design specifications and engineering mo-
                                                            smart, and talen-  dels that detail its materials, components and be-
                                                            ted skilled wor-  havior. The digital twin also includes the integrated
                                                            kers. The image   data and operational data unique to the specific
                                                            of the industry   asset. This yields a more effective assessment of a
                                                            will need to un-  system’s current and future capabilities during its li-
            Fig. 3 - Interactive process   dergo a repositioning so that the global mission of   fecycle from design to operations and optimization.
            simulation tools speed up   energy services can be presented in a modern light   The power of a digital twin is that it allows someone
            training and enhance opera-  that includes computer simulation for both training   to observe the behavior of the physical asset and
            tional efficiency     and for task execution.                  learn from the past and present operations to make
                                                                           predictions about future operations. This knowled-
                                  Business benefit derived                 ge is incredibly powerful because it allows the iden-
                                  By automating lines of business with technologies   tification of problems before they happen, resulting
                                  and tools like 3D simulation that support cloud   in safe, more efficient and profitable operations.
                                  computing and mobile apps, training becomes ea-  One large hydrocarbon engineering firm involved
                                  sier and more engaging for millennials seeking new,   in the implementation of some of these virtual twin
                                  exciting career opportunities. Operator Training Si-  early-adopter projects made the following observa-
                                  mulators (OTS) are utilized as advanced training   tions: “By having a consistent digital representation
                                  tools that provide young operators the skills they   of the process asset during conceptual engineering
                                  need to run a process or plant. Operators learn   and the detailed engineering phase of the value
                                  how to manage a refinery in a safe virtual control   chain, we are estimating a potential cost savings
                                  room that simulates plant responses to different   of up $4 million for a real live engineering problem,
                                  scenarios. This greatly improves operator produc-  where an exact replica of the plant design required
                                  tivity. Trainees, for example, learn how to react ap-  minor changes in conceptual engineering which
                                  propriately when a similar situation occurs in the   had a ripple effect later in the life cycle. There is the
                                  actual plant. Labor-cost savings from such worksi-  possibility of even larger benefits if the same digital



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