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1/2 Risk: Theory and Application
          diffuse and mix in irreversible processes, unmaintained build-   methodologies and has made appropriate use of information
          ings eventually crumble, and engines (highly ordered systems)   and logic to create a model that can reliably produce such theo-
          break  down  without  the  constant  infusion  of  maintenance   ries. It is hoped that the theory is a fair representation of actual
          energy.                                    risks. To be judged a superior theory by the scientific commu-
            Here  is  another way  of  looking at the  concept: “Mother   nity, it will use all available information in the most rigorous
          Nature hates things she didn’t create.” Forces of nature seek to   fashion and be consistent with  all  available evidence. To be
          disorder man’s creations until the creation is reduced to the   judged a superior theory by most engineers, it will additionally
          most basic components. Rust  is an example-metal  seeks to   have a level of rigor and sophistication commensurate with its
          disorder itself by reverting to its original mineral components.   predictive capability; that is, the cost of the assessment and its
            If we indulge ourselves with this line of reasoning, we may   use will not  exceed the benefits derived  from its use. If  the
          soon conclude that pipeline failures will always occur unless an   pipeline actually behaves as predicted, then everyone’s confi-
          appropriate type of energy is applied. Transport of products in a   dence in the theory will grow, although results consistent with
          closed conduit, often under high pressure, is a highly ordered,   the predictions will never “prove” the theory.
          highly structured undertaking. If nature indeed seeks increas-   Much has been written about the generation and use of theo-
          ing disorder, forces are continuously at work to disrupt this   ries and the scientific method. One useful explanation of the
          structured process. According to this way of thinlang, a failed   scientific method is that  it is the process by  which scientists
          pipeline with all its product released into the atmosphere or into   endeavor to construct a reliable and consistent representation of
          the ground or equipment and components decaying and revert-   the  world.  In  many  common  definitions,  the  methodology
          ing to their original premanufactured states represent the less   involves hypothesis generation and testing of that hypothesis:
          ordered, more natural state of things.
            These quasi-scientific theories actually provide a useful way   1.  Observe a phenomenon.
          of looking at portions of our world. If we adopt a somewhat   2. Hypothesize an explanation for the phenomenon.
          paranoid view  of  forces continuously acting to  disrupt  our   3.  Predict some measurable consequence that your hypothesis
          creations, we become more vigilant. We  take actions to offset   would have if it turned out to be true.
          those forces. We inject energy into a system to counteract the   4. Test the predictions experimentally.
          effects of entropy. In pipelines, this energy takes the forms of
          maintenance, inspection, and patrolling; that is, protecting the   Much has also been written about the  fallacy of believing
          pipeline from the forces seeking to tear it apart.   that scientists use only a single method of discovery and that
            After years of experience in the pipeline industry, experts   some special type of knowledge is thereby generated by this
          have established activities that are thought to directly offset   special method. For example, the classic methodology shown
          specific threats to the pipeline. Such activities include patrolling,   above would not help much with investigation of the nature of
          valve  maintenance, corrosion  control,  and  all  of  the  other   the cosmos. No single path to discovery exists in science, and
          actions discussed in this text. Many of these activities have   no one clear-cut description can be given that accounts for all
          been mandated by governmental regulations, but usually only   the ways in which scientific truth is pursued [56,88].
          after their value  has  been  established by  industry practice.   Common definitions of the scientific method note aspects
          Where the activity has not proven to be effective in addressing a   such as objectivity and acceptability of results from scientific
          threat, it has eventually been changed or eliminated. This evalu-   study. Objectivity indicates the attempt to observe things as they
          ation process is ongoing. When new technology or techniques   are, without altering observations to make them consistent with
          emerge, they are incorporated into operations protocols. The   some preconceived  world  view. From  a risk perspective, we
          pipeline activity list is therefore being continuously refined.   want  our  models  to  be  objective  and  unbiased  (see  the
            A  basic  premise  of  this  book  is  that  a  risk  assessment   discussion of  bias  later  in  this  chapter). However,  our data
          methodology should follow these same lines of reasoning. All   sources often cannot be taken at face value. Some interpretation
          activities that influence, favorably or unfavorably, the pipeline   and, hence, alteration is usually warranted, thereby introducing
          should be considered-even  if comprehensive, historical data   some subjectivity. Acceptability is judged in terms ofthe degree
          on the effectiveness of a particular activity are not yet available.   to which observations and experimentations can be reproduced.
          Industry experience and operator intuition can and should be   Of course, the ideal risk model will be accurate, but accuracy
          included in the risk assessment.           may  only  be  verified  after  many  years. Reproducibility is
                                                     another characteristic that is sought and immediately verifiable.
          The scientific method                       If multiple assessors examine the same situation, they should
                                                     come to similar conclusions if our model is acceptable.
          This text advocates the use of simplifications to better under-   The scientific method requires both inductive reasoning and
          stand and manage the complex interactions of the many vari-   deductive reasoning. Induction or inference is the process of
          ables that make up pipeline risk. This approach may appear to   drawing a conclusion about an object or event that has yet to be
           some to  be  inconsistent with  their notions  about  scientific   observed or occur on the basis of previous observations of sim-
          process. Therefore, it may  be useful to  briefly  review  some   ilar objects or events. In both everyday reasoning and scientific
          pertinent concepts related to science, engineering, and even   reasoning regarding matters of fact, induction plays a central
          philosophy.                                role. In an inductive inference, for example, we draw conclu-
            The results of a good risk assessment are in fact the advance-   sions about an entire group of things, or a population, on the
          ment of a theory. The theory is a description of the expected   basis of data about a sample of that group or population; or we
          behavior, in risk terms, of a pipeline system over some future   predict the occurrence of a future event on the basis of observa-
          period of time. Ideally, the theory is formulated from a risk   tions of similar past events;  or we  attribute a property to a
          assessment technique that conforms with appropriate scientific   nonobserved thing on the grounds that all observed things of
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