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
Search WWH ::
Custom Search