further validation of the polar-current- shell current algorithm for x-band marine radar weimin...

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Further Validation of the Polar- Current-Shell Current Algorithm for X-band Marine Radar Weimin Huang, Ruben Carrasco, Chengxi Shen, Eric W. Gill, Jochen Horstmann

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Page 1: Further Validation of the Polar-Current- Shell Current Algorithm for X-band Marine Radar Weimin Huang, Ruben Carrasco, Chengxi Shen, Eric W. Gill, Jochen

Further Validation of the Polar-Current-Shell Current Algorithm for X-band

Marine Radar

Weimin Huang, Ruben Carrasco, Chengxi Shen, Eric W. Gill, Jochen

Horstmann

Page 2: Further Validation of the Polar-Current- Shell Current Algorithm for X-band Marine Radar Weimin Huang, Ruben Carrasco, Chengxi Shen, Eric W. Gill, Jochen

Outline

1. Introduction2. Polar-Current-Shell (PCS)

Algorithm3. Experiment Results4. Conclusion

Page 3: Further Validation of the Polar-Current- Shell Current Algorithm for X-band Marine Radar Weimin Huang, Ruben Carrasco, Chengxi Shen, Eric W. Gill, Jochen

1. Introduction

Page 4: Further Validation of the Polar-Current- Shell Current Algorithm for X-band Marine Radar Weimin Huang, Ruben Carrasco, Chengxi Shen, Eric W. Gill, Jochen

Typical Pulsed Marine Radar Image

x (km)

y (k

m)

Image 1; ZPP 0.21677; LCDP 0

-2 -1 0 1 2

-2

-1

0

1

20

50

100

150

200

250

Page 5: Further Validation of the Polar-Current- Shell Current Algorithm for X-band Marine Radar Weimin Huang, Ruben Carrasco, Chengxi Shen, Eric W. Gill, Jochen

Existing Current Algorithms

1. Least-squares (1985)2. Weighted least-squares (2002)3. Iterative least-squares (ILS) (2001)4. Dispersive Surface Classificator

(DiSC) (2007)5. Normalized scalar product (NSP)

(2010)

Page 6: Further Validation of the Polar-Current- Shell Current Algorithm for X-band Marine Radar Weimin Huang, Ruben Carrasco, Chengxi Shen, Eric W. Gill, Jochen

2. Polar-Current-Shell (PCS) Algorithm

Page 7: Further Validation of the Polar-Current- Shell Current Algorithm for X-band Marine Radar Weimin Huang, Ruben Carrasco, Chengxi Shen, Eric W. Gill, Jochen

1. Collecting temporal sequence of radar sub-images

x (km)

y (k

m)

Image 1; ZPP 0.21677; LCDP 0

-2 -1 0 1 2

-2

-1

0

1

20

50

100

150

200

250

x (km)

y (k

m)

Image 1; ZPP 0.21677; LCDP 0

-2 -1 0 1 2

-2

-1

0

1

20

50

100

150

200

250

x (km)

y (k

m)

Image 1; ZPP 0.21677; LCDP 0

-2 -1 0 1 2

-2

-1

0

1

20

50

100

150

200

250

32Δt

yt

x

Key steps

Page 8: Further Validation of the Polar-Current- Shell Current Algorithm for X-band Marine Radar Weimin Huang, Ruben Carrasco, Chengxi Shen, Eric W. Gill, Jochen

2. Obtaining 3-D image spectra by 3-D FFT on sub- image sequence

3. Extraction of the dispersion shell

4. Obtaining polar current shell

5. Determining the current parameters

See more details on next slide.

Page 9: Further Validation of the Polar-Current- Shell Current Algorithm for X-band Marine Radar Weimin Huang, Ruben Carrasco, Chengxi Shen, Eric W. Gill, Jochen

Block diagram

𝜔𝑈 (𝑘𝑥 ,𝑘𝑦 )=𝑘𝑈𝑐𝑜𝑠 𝜃=𝜔0 (𝑘𝑥 ,𝑘𝑦 ) −√𝑔𝑘

𝜔𝑈 (𝑘 ,𝜃�⃗� )=𝑘𝑈𝑐𝑜𝑠𝜃=𝑘𝑈𝑐𝑜𝑠(𝜃

�⃗�−𝜑𝑈)

𝜔𝑈 (𝑘 ,𝜃�⃗�)

𝑘=𝑈𝑐𝑜𝑠(𝜃

�⃗�−𝜑𝑈 )

Extracted dispersion shell

0(k

x, k

y) (256 256)

3-D image spectraI0(k

x, k

y, ) (256 256 256)

Radar sub-image sequence I

0(x, y, t) (128 128 32)

Polar current shell

U(k,

k) (128 360)

Current velocityU,

U

Curve fitting alongcircumferential directions

Remove outliers onradial directions

Polar transform

Generate Cartesiancurrent shell

Smooth tapering windowW(n)

3-D FFT

High-pass filter

Energy threshold filter

Peak identification

Page 10: Further Validation of the Polar-Current- Shell Current Algorithm for X-band Marine Radar Weimin Huang, Ruben Carrasco, Chengxi Shen, Eric W. Gill, Jochen

3. Experiment Results

Page 11: Further Validation of the Polar-Current- Shell Current Algorithm for X-band Marine Radar Weimin Huang, Ruben Carrasco, Chengxi Shen, Eric W. Gill, Jochen

Radar data information

Radar system specification

Collecting date 07/30/2014; 08/28/2014

Polarization VV

Radar location (FINO3 platform)

55.195 N, 7.158 E

Antenna rotation speed 28 rpm

Range resolution 7.5 m

FINO-3 offshore research platform

Page 12: Further Validation of the Polar-Current- Shell Current Algorithm for X-band Marine Radar Weimin Huang, Ruben Carrasco, Chengxi Shen, Eric W. Gill, Jochen

Comparison of ADCP-measured and radar-derived current speed

Results (current speed)

Page 13: Further Validation of the Polar-Current- Shell Current Algorithm for X-band Marine Radar Weimin Huang, Ruben Carrasco, Chengxi Shen, Eric W. Gill, Jochen

Results (current direction)

Comparison of ADCP-measured and radar-derived current direction

Page 14: Further Validation of the Polar-Current- Shell Current Algorithm for X-band Marine Radar Weimin Huang, Ruben Carrasco, Chengxi Shen, Eric W. Gill, Jochen

Significant wave height (blue) and wind speed (red)

Results (sea state)

Page 15: Further Validation of the Polar-Current- Shell Current Algorithm for X-band Marine Radar Weimin Huang, Ruben Carrasco, Chengxi Shen, Eric W. Gill, Jochen

Zoomed view of current results: speed (left); direction (right)

Results (cont.)

Page 16: Further Validation of the Polar-Current- Shell Current Algorithm for X-band Marine Radar Weimin Huang, Ruben Carrasco, Chengxi Shen, Eric W. Gill, Jochen

Distribution of current direction estimation error with respect to ADCP-measured current speed.

Results (cont.)

Page 17: Further Validation of the Polar-Current- Shell Current Algorithm for X-band Marine Radar Weimin Huang, Ruben Carrasco, Chengxi Shen, Eric W. Gill, Jochen

Scatter plot of the difference of current vector East and North components measured by ADCP (at 8 m depth) and radar (left) ILS; (middle) NSP; (right)PCS.

Results (difference)

Page 18: Further Validation of the Polar-Current- Shell Current Algorithm for X-band Marine Radar Weimin Huang, Ruben Carrasco, Chengxi Shen, Eric W. Gill, Jochen

Results (error statistics)

Page 19: Further Validation of the Polar-Current- Shell Current Algorithm for X-band Marine Radar Weimin Huang, Ruben Carrasco, Chengxi Shen, Eric W. Gill, Jochen

4. Conclusion

Page 20: Further Validation of the Polar-Current- Shell Current Algorithm for X-band Marine Radar Weimin Huang, Ruben Carrasco, Chengxi Shen, Eric W. Gill, Jochen

• Current information extracted from V-pol marine radar images using the polar-current-shell (PCS) algorithm.

• Radar results from the PCS algorithm agree with the ADCP data.

• The performance of the PCS algorithm is similar to that of the NSP and ILS methods.

Page 21: Further Validation of the Polar-Current- Shell Current Algorithm for X-band Marine Radar Weimin Huang, Ruben Carrasco, Chengxi Shen, Eric W. Gill, Jochen

Acknowledgement

1. NSERC Discovery grant support.

2. Department of Innovation, Business and Rural Development of Newfoundland and Labrador grant support.

Page 22: Further Validation of the Polar-Current- Shell Current Algorithm for X-band Marine Radar Weimin Huang, Ruben Carrasco, Chengxi Shen, Eric W. Gill, Jochen