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multivariate production systems optimization - Stanford University

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At the end of each time step, the well model gives the cumulative <strong>production</strong> that<br />

occurred during a time step. Specifically, the well model will yield a stream of n<br />

<strong>production</strong> quantities, C1 , C2 , ..., Cn, where n is the number of time steps occurring over<br />

the life of the project. These <strong>production</strong> quantities are discounted back to the present by<br />

assuming the <strong>production</strong> is constant over the time step and discounting from the midpoint<br />

of the time step (see Figure 7.12).<br />

t = 0<br />

Δt Δt Δt Δt Δt<br />

C1 C2 C3 Cn-1 Cn<br />

Figure 7.12: Revenue Stream is Discounted from Center of Time Step.<br />

93<br />

t = T<br />

For instance, if the time step is one year, then the cumulative <strong>production</strong> produced over the<br />

first year will be discounted as if it were sold in one discrete quantity at six months’ time.<br />

Thus, the present value of the <strong>production</strong> stream for n time steps of length Δt may be<br />

expressed as<br />

PV =<br />

n<br />

∑<br />

T=1<br />

Cn Pn<br />

1+R 2n-1 2 Δt<br />

where P n is the real price of the <strong>production</strong> at the nth time step.<br />

(7.3)<br />

The present value calculation determines only the positive effects of the decision<br />

variables, namely the revenue stream. The concept of present value is easy to conceptualize<br />

since it is simply the gross value of the revenue stream. To change the objective criterion<br />

from present value to net present value, the negative effects of the decision variables must<br />

be included. For instance, the negative effects may include capital expenditure, tax<br />

payments, royalty payments, labor cost, and corporate overhead contribution just to name a<br />

few. Since the purpose of the research was to demonstrate the effective application of<br />

<strong>optimization</strong> techniques and not to concoct an elaborate economic model, present value was<br />

made the objective criterion. However, to use this technique in the design or analysis of an<br />

actual well system, the objective criterion should be made to reflect the financial

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