The Parameters Estimation for a PM2.5 Transport Model with the Adjoint Method
Table 4
Error statistics of NPEs before and after assimilation.
Experiment
(µg/m3)
(µg/m3)
(µg/m3)
Before
After
Before
After
Before
After
NPE1
0.11399
46.47
13.41
52.63
26.16
53.06
23.57
NPE2
0.14117
46.47
14.22
52.63
25.90
53.06
53.06
NPE3
0.39897
46.47
27.38
52.63
35.58
53.06
30.03
NPE4
0.16400
46.47
15.88
52.63
26.39
53.06
47.60
NPE5
0.14558
46.47
15.24
52.63
25.95
53.06
29.46
NPE6
0.14179
46.47
15.20
52.63
31.07
53.06
25.92
NPE7
0.18743
46.47
16.59
52.63
31.92
53.06
53.06
NPE8
0.43091
46.47
28.32
52.63
37.98
53.06
23.74
NPE9
0.22616
46.47
19.41
52.63
33.24
53.06
37.10
NPE10
0.21780
46.47
19.17
52.63
33.33
53.06
30.51
is the final value of cost function and is the initial value of cost function. and are the MAEs between simulated values and observations in “assimilated cities” and “checked cities,” respectively. is the MAEs between the observations and simulated results in all the cities at the initial time.