Seite - 865 - in Book of Full Papers - Symposium Hydro Engineering
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where N is the number of Monte Carlo trials, d is the normal standard
deviation corresponding to the level of confidence, 𝜀 is the desired level of
confidence and m is the amount of stochastic variables. Table 3 represents some
confidence level (𝜀 ) with corresponding standard deviation (Std) with regard to
the number of stochastic variables.
Table 3
Standard deviations according to confidence levels
Standard deviation(std)
confidence level (𝜀 )
1.282
80%
1.645
90%
1.96
95%
2.576
99%
To generate random numbers, often probability distribution functions that
generate numbers betwen zero and one are used such as uniform probability
distribution function. Then using Eq. 9 these numbers are converted to numbers
with standard normal probability distribution.
[9]
N1 = √−2lnR1 cos(2πR2)
𝑅
1 and 𝑅
2 are random numbers generated using uniform distribution and 𝑁
1
is an independent random number generated using standard normal distribution.
This process will be continued until enough random numbers are generated. The
generated random numbers have mean of zero and standard deviation of one.
To convert numbers with standard normal distribution (𝑁
𝑖 ) to numbers with the
normal distribution having the mean of 𝜇
𝑥 and the stress standard deviation of 𝜎
𝑥
(𝑋
𝑖 ), Eq. 10 is applied.
[10]
N1 = √−2lnR1 cos(2πR2)
[11]
Xi = μx + Niσx
In Eq. 10, 𝑋
𝑖 is a generated random number with normal distribution that is
used in the calculation of the performance function and 𝑁
𝑖 is a random number
with standard normal distribution. The presented equations are provided for the
case that random numbers are generated independently.
5. CALCULATION OF THE BEARING CAPACITY OF DAM FOUNDATION
USING MONTE CARLO SIMULATION METHOD
In this method, the foundation bearing capacity can be analyzed for various
performance levels and soil bearing capacity is calculated depending on the
desired level of confidence. Probabilistic analysis for bearing capacity of dam
865
Book of Full Papers
Symposium Hydro Engineering
- Titel
- Book of Full Papers
- Untertitel
- Symposium Hydro Engineering
- Autor
- Gerald Zenz
- Verlag
- Verlag der Technischen Universität Graz
- Ort
- Graz
- Datum
- 2018
- Sprache
- englisch
- Lizenz
- CC BY-NC-ND 4.0
- ISBN
- 978-3-85125-620-8
- Abmessungen
- 20.9 x 29.6 cm
- Seiten
- 2724
- Schlagwörter
- Hydro, Engineering, Climate Changes
- Kategorien
- International
- Naturwissenschaften Physik
- Technik