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574                                                      Part V Rirk Assessment


                Reservoir Sue and Production Profile
                At the time the decision is made to start the construction of a platform, large uncertainties are
                present with respect to the total recoverable volume, the time it takes to reach 111 production,
                and the production profile. The uncertainty varies depending on the geological properties, the
                amount  of  geophysical exploration and  the  number  of  test  wells.  In  order  to  model  the
                production  rate  as  it  evolves  in  time,  an  analytical  expression  (Skjong, 1988)  for  the
                production rate is adopted:
                          KOt b ab+'
                                 tab exp(-  bt)
                    V(t) = ___
                          T(ab + 1)                                                 (32.3)
                where V(t) is the production rate at time t, Yo, is the total recoverable volume, a and b are
                parameters describing the production profile, and r is the Gamma function. By letting KO, be a
                random variable, the uncertainty in the recoverable volume can be modeled. By letting a and b
                be random variables, the uncertainties involved in how early the maximum production rate can
                be reached and the production profile modeled.
                Prices of Oil, Gas, and LNG
                The uncertainties in the price of oil, gas, and LNG in a long period of time (5 - 30 years) are
                obviously very large. A simplified model is applied here. The mean value of the oil price 5
                years from now is assumed to be 23 USD per barrel, and it is assumed to change with inflation
                for the total period. The price in each year is randomized by applying a lognormal distribution
                with 20% coefficient  of variation. Therefore, there is a 10% probability of oil price to be less
                than 17.5 USD per barrel and a 10% probability of the oil price to be larger than  29.4 USD
                per barrel.
                It is likely that the oil price in one year is highly correlated to the price in the next year, and
                the  correlation becomes  less  for  the  years  further into  the  future. This  is  modeled  by  a
                correlation of 0.7 between values in two successive years.
                Taxes, Inflation, and Interest Rates
                The tax on the net profit is assumed to be 50.8%, plus an additional tax for oil companies of
                30% to 85% of the net profit. The tax on assets is 0.5% and the depreciation period is 6 years,
                starting from the  year the investment is made. Results are given for both consolidated and
                unconsolidated situations. For the consolidated case, a tax deduction that cannot be used due
                to a negative profit is used by the company elsewhere and credited to the project.
                The inflation rate is assumed constant at 6%. The financing of the project is planned with 50%
                equity capital and 50% loans. The interest rate on the loan is assumed constant at  10%. The
                financing model  can  easily  be  made  more  realistic,  for  example with  loans  in  different
                currencies, and with different uncertain developments in the exchange rates.
                32.3.3  Failure Probability Calculation

                After formulating the limit state function based on IRR or NPV criteria, the probability of
                getting  a  negative  value  in  the  limit  state  function  can  be  computed  by  Monte  Carlo
                simulations or by applying analytical reliability methods (FORM and SORM). The simulation
                methods  represent  basic  calculation  techniques that  are  often  used  to  verify  the  results
                obtained by analytical methods.
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