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Evaluating Alternative Operations Strategies to Improve Travel Time ...

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SHRP 2 L11: Final Appendices<br />

Equation 4 - The Option Value of a Rare Event Process Distributed EV (Gumbel)<br />

−(<br />

x−µ<br />

)<br />

β<br />

−(<br />

x−µ<br />

)<br />

⎛<br />

⎞<br />

β<br />

− σ<br />

⎜ σ e<br />

V<br />

⎟<br />

e e<br />

*<br />

F(<br />

V;<br />

K,<br />

x,<br />

π , s)<br />

⎝<br />

⎠<br />

Gumbel<br />

=<br />

if V < V or<br />

β −1<br />

⎛ Kβ<br />

⎞<br />

β⎜<br />

⎟<br />

⎝ β −1⎠<br />

−(<br />

x−µ<br />

) −(<br />

x−µ<br />

)<br />

⎛<br />

⎞<br />

− σ<br />

*<br />

= ⎜ σ e<br />

V<br />

⎟<br />

e e<br />

− K if V ≥ V<br />

⎝<br />

⎠<br />

where<br />

β =<br />

1<br />

2<br />

π<br />

− +<br />

2<br />

s<br />

⎛ π 1 ⎞<br />

⎜ −<br />

2<br />

⎟<br />

⎝ s 2 ⎠<br />

2r<br />

+<br />

2<br />

s<br />

and where<br />

F() = the present discounted value function of the option<br />

V = the present discounted value of the event when it occurs<br />

K = the present discounted value of the cost investing <strong>to</strong> mitigate impacts<br />

x = the number of events, x > μ<br />

π = the mean of the process that generatesV, π > 0<br />

s = the standard deviation of the process that generatesV, s > 0<br />

r = risk − free interest rate<br />

*<br />

V = the value of the event below which it is worth continuing <strong>to</strong> wait <strong>to</strong> invest<br />

µ = location parameter for the Gumbel distributuion<br />

σ = scale parameter for the Gumbel distributuion<br />

The formulation in Equation 4 can be used <strong>to</strong> evaluate the cost of rare events (and their<br />

mitigation). For example, suppose that a transportation authority is considering investing in a<br />

project that would protect a segment of highway from the effects of avalanches in the segment<br />

right-of-way. The agency wishes <strong>to</strong> know whether it is worthwhile <strong>to</strong> do so. Specifically, the<br />

agency wants <strong>to</strong> know how the value of mitigation (V) and the cost of mitigation (K) associated<br />

with the project compare.<br />

Put in more formal terms, the agency wishes <strong>to</strong> know what the certainty-equivalent benefit would<br />

be under various scenarios of the value, V, of the avalanche closures, and the cost, K, of mitigation.<br />

The agency would proceed as follows:<br />

• His<strong>to</strong>rical information on the frequency of avalanche events would be used <strong>to</strong> derive the<br />

values of the scale and location parameters of the Gumbel EV.<br />

• Any uncertainty about the present value of the event would be addressed by providing<br />

information about π and s.<br />

• The number of simultaneous events sought by the strategy is entered as x.<br />

2<br />

> 1<br />

K<br />

VALUATION OF TRAVEL-TIME RELIABILITY FOR RARE EVENTS Page C-9

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