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In general, with the decrease of the correlation scale (η/L) the critical number of terms (N c ) increases exponentially in order to ... c ) decre...
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Efficient Quantification of Uncertainties Associated with Reservoir Performance Simulations Dongxiao Zhang, The University of Southern California The efficiency and accuracy of a stochastic approach depend on how many (N) terms are required to approximate the underlying random field. In general, with the decrease of the correlation scale (η/L) the critical number of terms (Nc) increases exponentially in order to retain the same level of energy while the required energy level (Ec) decreases exponentially if a certain accuracy in the final solution is desired (a). The net outcome is that with the decrease of η/L, to maintain a certain accuracy Nc increases only slightly (b). 1.00

45

2

40

σY=1.0

45

Ec w/ convergence criterion

35

35 0.90

2

σ Y=1.0

30

30 0.85

20

0.80

.

25

Nc

25

EC

Nc

N c w/ convergence criterion

40

0.95

20 15

15 0.75

10

10 0.70

5

Nc w/ 90% energy criterion

0 0.1

(a)

0.2

0.3

0.4

η/L

0.65 0.5

0.6

0.7

5 0 0.1

(b)

0.2

0.3

0.4

η /L

0.5

0.6

0.7