Environmental Engineering Reference
In-Depth Information
ASSP
Generation of partitions
1. Generate time series data of length N, x(i) for the nominal state
2. Generate
complex
analytic
function
using
Hilbert
transform,
x0 ðÞ ¼Hilbert x ððÞ
3. Arrange abs ð
x0
Þ
and angle ð
x0
Þ
in ascending orders and store the sorted series as
x1(i) and x2(i)
4. Select number of states, N 11 and N 12 for x1 and x2, respectively, and assign one
symbol to each partition (alphabet)
5. Assign N 21 ¼
N jk
N jk where
N
N
denotes nearest lower integer
6. Assign partition1(1) = x1(1) and partition1(i +1)=x1(i * N 2 ) for 1
b and N 22 ¼
bc
i ð N 11
1
Þ
and partition (N 11 +1)=x1(N)
7. Assign partition2(1) = x2(1) and partition2(i +1)=x2(i * N 2 ) for 1
i ð N 12
Þ
1
and partition (N 12 +1)=x2(N)
Construction of state probability vector for nominal state
1.
Initialize state probability vector p(i) = 0 for
1
i
N
11 *
N
12
2.
for
j
=
1
:
N
for
i
1
=
1
:
N
11
1
for
i
2
=
1
:
N
1
12
x
1
j
)
partition
1
i
1
&
x
1
j
)
<
partition
1
i
1
+
1
&
if
,
x
2
j
)
partition
2
i
2
&
x
2
j
)
<
partition
2
i
2
+
1
))
p
((
i
1
1
*
(
N
1
+
i
2
=
p
((
i
1
1
*
(
N
1
+
i
2
+
1
12
12
end
end
end
3.
p0(i)=p(i)/N, for
1
i
N
11 *
N
12
Construction of state probability vector for other states
1. Generate time series data of length N 0 , x(i) for the non-nominal state
2. Generate complex analytic function using Hilbert transform, x0(i) = hilbert (x(i))
3. Arrange abs ð
x0
Þ
and angle ð
x0
Þ
in ascending orders and store the sorted series as
x1(i) and x2(i)
4. Initialize state probability vector p(i) = 0 for 1
i N 11 N 12
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