rds20226-sup-0002-Supplementary

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Auxiliary Material for

An Accurate and Fast Forward Model of Three Dimensional Electromagnetic Wave

Scattering in a Layered Structure with Multilayer Rough Interfaces

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5

8

9

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10

1

Chao Wu 1 , Xiaojuan Zhang

Jiancheng Shi

1 , Guangyou Fang

2

, and Shiyin Liu

3

1 ,

Key Laboratory of Electromagnetic Radiation and Sensing Technology, Chinese Academy of Sciences, Beijing, 100190, China

2

State Key laboratory of Remote Sensing Science, Beijing, China

3

Cold and Arid Regions Environmental and Engineering Research Institute, Chinese

Academy of Sciences, Lanzhou, China

11 Radio Science, 2014

12

13

14

Introduction

This auxiliary material contains higher-order perturbative analytical solutions, numerical

15 validations, full polarization numerical analysis, figures for the article “An Accurate and Fast

16 Forward Model of Three Dimensional Electromagnetic Wave Scattering in a Layered

17 Structure with Multilayer Rough Interfaces”.

18 This auxiliary material is organized as follows: In Part I, the general compact closed-form

19 explicit expressions of high-order perturbative solutions of the problem of 3D radiation and

20 propagation of EM fields inside layered structure with an arbitrary number of rough

21 interfaces is provided based on our proposed method. In addition, the kernel function

22 approach is proposed to develop a hybrid method based on the obtained essential property of

23 EM scattering from rough interfaces, which is significant and important, and can be better use

24 in practice. Part II gives the numerical validation and investigates completely the influence of

25 various parameters of layered structure and configuration of radar system on full polarization

26 radar cross sections, which indicates that the significant of the high-order contributions.

27

28

29

Part I H

IGH

-O

RDER

P

ERTURBATIVE

A

NALYTICAL

S

OLUTIONS

30 The proposed method can obtain the high-order full-polarization radar cross section of the

31 layered structure with two rough interfaces expressed by the Sarabandi and Fuks models, as

32 well as their joint mutual coupling component as below:

33

 0(2) qp

4

 k

2

0 cos

2  s

 d

 W g

0

( k

 f

(2)

0 qpF

(

 )

 f

0

(2) qpF

( k

 

 

 ) W g

0

(

 k )

 f

(2)

0 qpF

(

 )

 k )

  d

 W ( k

 

 ) W (

 k ) Re f

0

(2) qpF

(

 )

 f

(2)

0 qpS

(

 )

 

  d

 W g

1

( k f

(2)

0 qpS

(

 )

 

 ) W g

1

(

 k )

 f

(2)

0 qpS

(

 ) f

(2)

0 qpS

( k

 

 k )

 

 

(1)

34

35

 qp

4

 k

0

2  cos

2  s

 



  l

1 d

1

 d

2

 d

3

 d

 

W g

0

1

 k i

W g

0

 k

 s

 f

0

 qpF

 

 

 l

L

3

W g

0

,

2

, ,

 

( L

  f

0

 qpF

( L

 

2

 f

0

 qpF

 

1

 k i

,

2

, ,

 

,

3

 

2

 

1

, ,

 k

 s  

 

 

( l

 

  

   l

1 d

1

 d

2

 d

3

 d

 

W

1

 k i

W

 k s

,

 

  f

0 qpS

 

 

 l 

L

3

W

,

2

, ,

( L

 

 

 

( L

 

Re

  f

0

 qpF d

1

 d

2

 d

3

 l

1

 d

 

W g

1

,

2

, ,

1

 k i

W g

1

 k

 s

 

 f

0

 qpS

 

 

,

2

, ,

 l 

L

3

W g

1

 

( L

  f

0

 qpS

 

( L

 

2

 

1

 k i

 f

0

, qpS

3

 

2

 

1

, , k

 s  

 

 

( l

 

  

,

2

,

36 (2)

37 where f

( )

0 qp

represents the scattering property of high-order multiple-bounce process

38 originated from first-order to -th order on rough interface, which indicates the

39 manipulations and processes of scattering property including from single-bounce to multiple-

40 bounce. W g

0

( k  ) and W g

1

( k  ) are the power spectral densities of the rough interfaces

41 denoted by g

0

( , ) and g x y respectively. W ( k  ) is the joint spectral density

42 between the top rough interface g

0

( , ) and bottom rough interface ( , ) with correlated

43 property. The first and third terms in the RHS of the Eq. (1)-(2) represent the scattering

44 components from top rough surface and bottom rough interface, respectively, contributed to

45 the overall scattering fields. The second term in the RHS of the Eq. (1)-(2) indicates the

46 mutual coupling scattering components between correlated top rough surface and bottom

47 rough interface, contributed to the overall scattering fields in region 0.

48 The train of thought of calculating the problem of layered structure with N-rough

49 interfaces is to calculate the kernel function of high-order perturbative solutions of EM fields

50 in layered structure with one statistically rough interface inside multi-planar mediums and

51 joint mutual coupling scattering components between each correlated rough interfaces,

52 respectively. Therefore the general explicit closed-form high-order perturbative solutions of

53 the problem of 3D EM scattering from inhomogeneous layered structure with N-rough

54 interfaces can be derived as

55

 0(2) qp

4

 k

0

2  cos

2  s

N

1   m

0 d

W g m

( k

 s f

0

(2) qp g m (

)

 f

0

(2) qp g m ( k

 s

 

) W g m

(

 k i

)

 f

(2)

0 qp g m (

)

 

 k i

)

4

 k

0

2  cos

2  s

  d

W g g j

( k

 s  

)

W g g j

(

 k i

) Re

(2) f

0 qp g i (

)

(2) g f

0 qp j

(

)

 

(3)

56 with

57

58 f

(2)

0 qp g m (

 )

 f

(2) mqp g m (

 )

 k s

0 z k s mz e jk i d

T p

0, m

( k )

 e jk s d

T q m ,0

( k ) (4)

The kernel function f

(2) mqp g m (

 ) is presented in Appendix.

59

 qp

4

 k

0

2  cos

2  s

N m

1   

0 l

1 d

1

 d

2

 d

3

 d

 

W g m

1

 k i

W g m

 k

 s  

 f

0

 qp k

 s   m

 

 

 l 

L

3

W g m

,

2

, ,

 

( L

 

 f

0

 qp

( l )

 g m

( L

 

 f

0

 qp

2

 

1

 m k i

,

2

, ,

 

,

3

 

2

 

1

, ,

 

( l

 

  

4

 k

0

2  cos

2  s

   l

1 d

1

 d

2

 d

3

(5) d

 

W g g j

( l ) f

0 qp g i

1

 k i

W g g j

 

2

, ,

 k

 s  

 

 f

0

 qp

 

L l

3

W g g j

( L

 

 

( L

 

 j

,

2

, ,

 

 

 

60

61 where the superscripts ( l ) represents the order of the perturbative solutions. The coefficient

 f

0 qp m is the relative to the p -polarized incident wave impinging on the structure

62 transmission through upper half-infinite space region 0 to region m acted as equivalent

63 incident wave on rough interface g m x y and to the q -polarized l -multiple-bounce

64 scattering contribution from rough interface and transmission from above multi-planar

65

66 layered structure into the upper half-infinite space, originated from the rough interface between the layer m and m

1 . ,

{ , } denote the incident and the scattered

67 polarization states, respectively, and may stands for horizontal polarization ( h ) or vertical

68 polarization ( v ).

69 The higher-order SPM solutions of the problem of layered structure with multilayer rough

70 interfaces contains two parts: the one part is the scattering components from each rough

71 interfaces denoted by the first term in RHS of Eq. (5), which can be obtained through

72 calculating the higher-order SPM solutions of the problem of layered structure with one

73 embedded rough interface into multilayer planar interfaces and superposing these SPM

74 solutions of N problems (if there are N rough interfaces). As the procedure for deriving the

75 higher-order SPM solutions of the problem of layered structure with one rough interface is

76 much easier than the procedure for deriving the higher-order SPM solutions of the problem of

77 layered structure with multilayer rough interface, then our proposed method can be efficient

78 way to calculate the SPM solutions of complex problem of layered structure with multilayer

79 rough interfaces. In addition, as the proposed method is developed based on the theoretical

80 formula derivation in framework of SPM, therefore the obtained conclusion should be

81 guaranteed and can reveal essence property of rough interface scattering. As there were other

82 approaches for deriving the higher-order SPM solutions of the problem of layered structure

83 with restricted number of rough interfaces (less than two rough interfcaces) because of

84 awfully complex computational process and even impossible to resolve the problem of

85 layered structure with more than three rough interfaces (with per rough interface increase, the

86 complexities increase exponentially, in more rough interfaces case, the growth rate of

87 complexities increases exponentially, the growth rate even overweighs the exponential way),

88 for example the four-order SPM solution of two rough interfaces [ Demir, et al.

, 2012], the

89 authors can obtain the four-order SPM solution of problem of layered structure with

90 multilayer rough interfaces through employing the four-order kernel function of problem of

91 layered structure with one rough interfaces to obtain the fourth-order SPM solutions of

92 multilayer rough interfaces while there are some reflection/transmission coefficients should

93 be considered to correct the higher-order SPM solution provided in the physical meaning

94 section based on our proposed method. The other part is the mutual coupling scattering

95 components among each rough interface expressed by the second summation term of the

96 RHS of Eq. (5). The higher-order mutual coupling scattering components from layered

97 structure with multilayer rough interfaces can be calculated similarly based on the obtained

98 higher-order scattering term

 f

0 qp m of problem of layered structure with one rough interface

99 and the cross-correlation spectral density of each rough interface.

100 There are many methods for deriving the radar cross section of the problem of rough

101 interface scattering, such as small slope approximation (SSA), method of moments (MoM)

102 and so on. For example, when employing the MoM to calculate the radar cross section of one

103 rough interface, which MoM results are equal to the overall scattering fields obtained by

104 superposing the all SPM orders solutions, then the overall scattering fields of the problem of

105 layered structure with multilayer rough interfaces can be obtained based on the MoM results

106 of one rough interface and the reflection/transmission coefficients in multilayer planar

107 interfaces, and finally employing our proposed method to obtain the overall scattering from

108 layered structure with multilayer rough interfaces. The MoM employed to calculate the one

109 rough surface scattering can be accepted within certain computational cost and memory but

110 higher accuracy, then the proposed method can be utilized to combine the MoM method with

111 analytical method to calculate the radar overall scattering from layered structure with

112 multilayer rough interfaces. The hybrid method of numerical method and analytical method is

113 achieved based on our proposed method, the numerical method guarantees the accuracy and

114 the analytical method guarantees the efficiency. In addition, the single numerical method for

115 deriving the problem of 3D layered structure with multilayer rough interfaces is impossible,

116 the proposed method can achieve the combination of numerical method with analytical

117 method to obtain the complex problem of 3D layered structure with multilayer rough

118 interfaces in accuracy and efficiency. Certainly, the other numerical/ semi-numerical/

119 experiential/ analytical methods employed to calculate the radar cross section of rough

120 interface scattering can also be utilized to achieve the calculation of complex problem of 3D

121 layered structure with multilayer rough interfaces while some correction index of

122 reflection/transmission in layers should be considered and added based on our proposed

123 hybrid method. In a word, the proposed hybrid method can be utilized to resolve the complex

124 problem with higher accuracy and efficiency. As the conventional methods can be utilized to

125 obtain the kernel function of scattering with simple structure case (two layers with upper and

126 lower half-space), then employ our proposed method and the considered

127 reflection/transmission coefficients to achieve much more complex problem of 3D

128 inhomogeneous layered structure with an arbitrary number of rough interfaces based on the

129 kernel function.

130

131

132

133

Part II V ALIDATION AND N UMERICAL R ESULTS

To validate our proposed method of the first-order situation, we reproduce the Fig. 4 in

134 [ Imperatore et al., 2009] for the simple case of three rough interfaces in order to validate with

135 existing classical SPM in the first-order situation, which is shown as below in Fs01. The

136 comparison with the reference paper [ Imperatore et al., 2009] shows a very good agreement

137 for first-order SPM solutions when our proposed method is regressed to first-order method

138 for deriving the bistatic scattering coefficient of special cases with three rough interfaces

139 considered by Imperatore et al., 2009. As the main advantage of our proposed method

140 compared with classical SPM like [ Imperatore et al., 2009] is that the proposed method can

141 derive the high-order perturbative solutions of the problem of 3D bistatic scattering from

142 layered structure with multilayer rough interfaces, therefore we also calculate the higher-

143 order perturbative solutions of this case based on our proposed method in order to give

144 insight into the accuracy of the first-order solution, which is also shown in Fs01. From the

145 Fs01, we can see that the higher-order contributions make appreciable contributions to radar

146 cross sections especially at some observation angles, although the first-order contributions

147 dominate the overall scattering fields. Therefore, in order to obtain more accurate solutions

148 and successful inversion process, the higher-order perturbative solutions is essential,

149 meaningful and significant as the first-order solutions is inaccurate for estimating the overall

150 scattering fields.

151

Fs01. Bistatic scattering coefficients for three rough-interface layered structure, with

 

9.5

 j 0.00055

, 20.5

 j 2.55

,

1

 

1.15

,

2

 

2.80

, k

  k

  k

 k l

 k l

 k l

3.0

0.15

,

,

1.5

, f

1.0 GHz ,

 

45 o

,

 

0 o

, and

 

45 o

. Black solid line indicates the total first-order contributions

 0(1) qp

, cyan dotted-dashed line represents the first rough interface contribution f

(1)

0 qp g

0 , blue dotted line shows the second rough interface contribution f

(1)

0 qp g

1 , green dashed line denotes the third rough interface contribution f

(1)

0 qp g

2 , magenta dotted-dashed line illustrates the total second-order contributions

 0(2) qp

, red solid line illustrates the total first two orders contributions.

152

153 In the followings, we will emphasize on analysis of the double-bounce scattering

154 properties of layered structure with four rough interfaces and three intermediate layers.

155 Fs02 illustrates radar cross section of the four rough-interface layered structure as well as

156 the significance of the second-order contribution at some observation angles. The first two

157 orders bistatic scattering returns decrease when the observation angles away from the

158 specular direction.

159

Fs02. Simulation of the first two orders bistatic scattering coefficients for four rough-interface layered structure, with u

1

 u

2

 u

3

 u

4

0.025

, l

1 l l

3 l

4

0.35

, d

1

0.2

, d

2

0.8

, d

3

1.3

,

 

5.3

 i 0.005

, 11.87

 i 0.008

, 17.9

 i 0.006

, 23.8

 i 10.0

, f

1.0 GHz ,

 i

0

45

0

,

0 i 

0 and

0 s 

15

0 .

160

161 Fs03 illustrates the total radar cross section including first- and second-order SPM

162 solutions of scattering field distribution in three-dimensional space. The plot formats are a

163

164 projection of the hemisphere onto a horizontal plane, in which the horizontal and vertical axes represent sin

 s cos

 s and sin

 s sin

 s

, respectively.

165

166

167

FS03. Simulation of high-order total scattering with the same configuration as Fs02, but with an azimuth angle

 s

ranging o

[0;180] and observation angle ranging

 o o

[ 90 ;90 ] .

168

169 Fs04 illustrates the backscattered fields contributed by both first- and second-order SPM

170 solutions. The backscattering response will decrease as the correlation length increase. In

171 addition, the first-order scattering response will reduce much faster than second-order

172 scattering fields along with increasing rough correlation length in co-polarization case. In the

173 cross-polarization HV and VH scattering case, the second-order scattering fields dominate the

174 overall scattering response and the contributions from first-order scattering become zero. The

175 influence of depolarization on the global scattering response power is reflected in the cross-

176 polarization components as shown in Fs04. However, the scattering response will increase as

177 the increasing correlation length when the correlation length is less than 0.25 wavelengths.

178 The second-order backscattering fields can give more contributions to total radar cross

179 section than first-order contributions as the increasing correlation length, as well as second-

180 order effects can dominate the total scattering fields at some larger correlation length.

181

182

183

FS04. Back-scattering coefficients for four rough-interface layered structure as a function of rough interface correlation length with same configuration as Fs02.

184

185 Fs05 shows the effect of the first surface roughness on backscattering cross section. It is

186 observed that the second-order depolarized scattering cross section increases with the first

187 surface roughness. Furthermore, as the first interface roughness increase, the first surface

188 itself produces more nonspecular co-polarized scattered power than cross-polarization for

189 second-order depolarization in the incident plane.

190

191

192

FS05. Simulation of the influence of the first rough surface roughness on radar backscattering cross section with the same configuration as Fs02.

193

194

195 A PPENDIX A

196 The kernel function f

(2) g m mqp

(

)

U g m mqp

( k

 s i

, k

)

V g m mqp

(

) , the expressions of U g m mqp

and

197 V g m mqp

are presented as below:

198

199

200

201

202

203

204

205

206

207

208

209

U g m mhh

1

4

( k

2 m

1

 2 k m

) cos(

  i

)

 1

R h

,

1

( k i

) 1 cos

 i m cos

 s m

 1

R h

,

1

( k i

) 1 R h

,

1

( k s

)

U g m mhv

1

4

( k

2 m

1

 k

2 m

) sin(

  i

)

 1

R v

,

1

( k i

) 1

 cos

1  s m

1 R v

,

1

( k i

) 1

R h

,

1

( k

 s

)

R h

,

1

( k

 s

)

R h

,

1

( k s

)

 cos

 i m

(A.2)

U g m mvh

1

4

( k

2 m

1

 2 k m

) sin(

  i

1  m s

 i m

1 R h

,

1

( k i

) 1

1

R v

,

1

( k

 s

)

R h

,

1

( k i

) 1

(A.1)

R v

,

1

( k

 s

)

(A.3)

U g m mvv

 

1

4

( k

2 m

1

 k

2 m

) cos(

  i

)

 1

R v

,

1

( k i

) 1

 k k i mz s mz

 1 R v

,

1

( k i

) 1 R v

,

1

( k s

)

R v

,

1

( k s

)

V g m mhh

(

)

 

1

4

 1

R h

,

1

( k

 s

) 1

  cos(

R h

,

1

( k

 i

)

( k

2 m

1 k

2 m

 cos k

 m s m

) cos(

  i

) cos

1   m

 1

R v

,

1

  i

) sin(

) cos

  m

 1 R v

,

1

(

)

(A.4)

(A.5)

V g m mhv

(

)

 

1

4 cos

 s m

( k

2 m

1

 k

2 m

) sin

  m

 sin

 i m

1

R v

,

1

( k i

)

1

 cos(

1

R h

,

1

( k

 s

)

) sin(

 m m

1

  i

2 k m

 1

) cos

1

R h

,

1

( k

 s

) 1

R h

,

1

  m

R v

,

1 cos

 sin( i m

  

1 R v

,

1

 m

1

 m

 m

1 R v

,

1

( k

 i

)

) cos(

  i

) cos

  m

 cos

 i m

 m

1

 m

 m

1 R v

,

1

( k i

) 1

R h

,

1

( k

 s

)   1

R v

,

1

(A.6)

210

211

212

213

214

215

V g m mvh

(

)

 

1

4 cos

 s m

( k

2 m

1

 k

2 m

  i

) sin

 s m

 sin

  m

1

R h

,

1

( k i

)

R v

,

1

( k

 s

)

 k

2 m

2 k m

1

 1

R v

,

1

( )   1

 sin(

) cos(

  i

) cos cos

 

  m m

1

 m

 m

1

R v

,

1

R h

,

1

( k i

)

R v

,

1

( k s

) 1

R h

,

1

( )

 cos(

) sin(

  i

) cos

 s m

  m

 m

1

 m

 m

1 R h

,

1

( k i

) 1

R v

,

1

( k

 s

)   1

R v

,

1

(A.7)

V g m mvv

(

)

1

4

 1

R v

,

1

( k

 s

) k

2 m

1

 k m sin(

 

) cos

 i m

 sin(

  i

) cos

1

1 k

2 m

 1

R v

,

1

( k i

) 1 R h

,

1

 cos(

  m

)

   m sin

 i m

( k

2 m

1

 k

2 m

 R v m , m

1

( k i

)

 k

2 m



R v

,

1 k

2 m

1

1

R v

,

1 k

2 m

1

2 k m

 cos(

 

) cos(

  i

) cos

  m cos

 i

( k

2 m m

1

 k m

 1

R v

,

1

( k i

) 1

R v

,

1





1

4 tan

 s m sin

  m

 k

2 m

1

1

R v

,

1

( k

 s

)

R v

,

1 tan

  m sin

 i m

 k

2 m

1

 k

2 m

1 k

2 m 

 2

1



 cos(

  i

) cos

 i m

( k

2 m

1

 k

2 m

1

R v

,

1 k

2 m

1

 

R v

,

1

2 k m



R v

,

1

( k

 i

)

R v

,

1

( k i

)

(A.8) where

 i m

is the incident angle impinging on the m -th rough interface and

 s m

is the double-

216 bounce scattering angle from the m -th rough interface.

 i m

can be derived from

0 i

based on

217

218

219 the Fresnel law. R h

,

1

and R v

,

1

are the generalized reflection coefficients for H and V polarizations at the m -th rough interface. The parameters with superscript

refer to the dummy variable

.

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