Prof. Bormin Huang

Honorary International Chair Professor

Department of Electrical Engineering

National Taipei University of Technology

Research Scientist and Principal Investigator
Cooperative Institute for Meteorological Satellite Studies
Space Science and Engineering Center
University of Wisconsin-Madison
1225 West Dayton Street, Madison, WI  53706
E-mail: bormin@ssec.wisc.edu


Education

Ph.D., 1998, in the area of Satellite Remote Sensing, the University of Wisconsin-Madison.

M.S.E., 1992, Aerospace Engineering, the University of Michigan, Ann Arbor.

Professional activities

Fellow of SPIE – The International Society of Optics and Photonics.

Guest Professor, University of Las Palmas de Gran Canaria, Spain

International Honorary Chair Professor, National Taipei University of Technology

Associate Editor, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS), since 2012.

Associate Editor, Journal of Applied Remote Sensing (JARS), since 2010.

Editorial Board Member, Journal of Geophysics and Remote Sensing (JGRS), since 2011.

Guest Editor, Special Issue on Big Data in Remote Sensing, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2014.

Guest Editor, Special Section on High Performance Computing in Remote Sensing, Journal of Applied Remote Sensing, Part 3, 2013.

Guest Editor, Special Section on High Performance Computing in Remote Sensing, Journal of Applied Remote Sensing, Part 2, 2013

Guest Editor, Special issue on Advances in Compression of Optical Image Data from Space, Journal of Electrical and Computer Engineering, 2011.

Guest Editor, Special Section on High Performance Computing in Remote Sensing, Journal of Applied Remote Sensing, Part 1, 2013

Guest Editor, Special Section on Satellite Data Compression, Journal of Applied Remote Sensing, 2011.

Conference Chair, 2014 SPIE Conference on Satellite Data Compression, Communication, and Processing X, 5 – 9 May 2013, Baltimore, Maryland, United States.

Program Committee, 2014 International Conference on Photonics, Optics and Laser Technology (PHOTOPTICS 2014), 7-9 January 2014, Lisbon, Portugal.

Conference Chair, 2013 SPIE Conference on Satellite Data Compression, Communication, and Processing IX, 25 – 29 August 2013, San Diego, California, United States.

Conference Chair, 2013 SPIE Europe Conference on High-Performance Computing in Remote Sensing III, 23 – 26 September 2013, Dresden Germany.

Conference Chair, 2013 Conference on Imaging spectrometer technologies and applications, part of IEEE International Symposium on Photoelectronic Detection and Imaging (ISPDI), 25-27 June 2013, Beijing, China.

Program Committee, 2013 International Conference on Photonics, Optics and Laser Technology (PHOTOPTICS 2013), 20-21 February 2014, Barcelona, Spain.

Conference Chair, 2012 IEEE International Workshop on Parallel and Distributed Computing in Remote Sensing, in conjunction with 18th IEEE International Conference on Parallel and Distributed Systems, Singapore, December 17-19, 2012.

Conference Chair, 2012 SPIE Europe Conference on High-Performance Computing in Remote Sensing II, Conference No. 8539, Edinburgh, United Kingdom.

Conference Chair, 2012 SPIE Conference on Satellite Data Compression, Communication, and Processing VIII, Conference No. 8514, San Diego, California, United States.

Conference Chair, 2011 SPIE Europe Conference on High-Performance Computing in Remote Sensing I, Conference No. 8183, Prague, Czech Republic.

Conference Chair, 2011 SPIE Conference on Satellite Data Compression, Communication, and Processing VII, Conference No. 8157, San Diego, California, United States.

Conference Chair, 2011 IEEE International Workshop on Parallel and Distributed Computing in Remote Sensing, in conjunction with 17th IEEE International Conference on Parallel and Distributed Systems, Taipei, Taiwan, December 7-9, 2011.

Conference Chair, 2010 SPIE Conference on Satellite Data Compression, Communication, and Processing VI, Conference No. 7810, San Diego, California, United States.

Conference Chair, 2009 SPIE Conference on Satellite Data Compression, Communication, and Processing V, Conference No. 7455, San Diego, California, United States.

Conference Chair, 2008 SPIE Conference on Satellite Data Compression, Communication, and Processing IV, Conference No. 7084, San Diego, California, United States.

Conference Chair, 2007 SPIE Conference on Satellite Data Compression, Communication, and Archiving III, Conference No. 6683, San Diego, California, United States.

Session Chair, IEEE 6th International Conference on Information, Communications and Signal Processing, 10-13 December 2007.

Session Chair, 2007 IEEE Asia-Pacific Conference on Communications, 18-20 October 2007.

Session Chair, SPIE Fifth International Symposium on Multispectral Image Processing and Pattern Recognition, 15-17 November 2007.

Conference Chair, 2006 SPIE Conference on Satellite Data Compression, Communication, and Archiving II, Conference No. 6300, San Diego, CA.

Session Chair, 2006 IEEE International Geoscience and Remote Sensing Symposium.

Session Chair, IEEE 3rd International Symposium on Future Intelligent Earth Observing Satellites, 24-26 May 2006.

Session Chair, IEEE 8th International Conference on Advanced Communication Technology, 20-22 February 2006.

Conference Chair, 2005 SPIE Conference on Satellite Data Compression, Communication, and Archiving I, Conference No. 5889, San Diego, CA.

Conference Chair, 2005 WSEAS International Conference on Remote Sensing, Venice, Italy, November 7-9, 2005

Editor, Proceedings of the 2005 WSEAS International Conferences, 2-4 November 2005, ISBN: 960-8457-37-8.

Session Chair and Program Committee Member, 2005 SPIE Conference on Atmospheric and Environmental Remote Sensing Data Processing and Utilization: an End-to-End System Perspective, SPIE International Symposium on Optical Science and Technology 2004, 4-6 August 2004.

Conference Chair, 2004 WSEAS International Workshop on Remote Sensing, 8th WSEAS International Conference on Systems, Vouliagmeni, Athens, Greece, July 12-15, 2004.

Associate Editor, Proceedings of the 2004 WSEAS International Multiconference, 12-15 July 2004, ISBN: 960-8052-99-8.

Guest Editor, WSEAS Transactions on Systems, Issue 5, Volume 3, July 2004, ISSN: 1109-2777.

Session Chair, SPIE Third International Symposium on Multispectral Image Processing and Pattern Recognition, 20-22 October 2003.

Session Chair and Program Committee Member, 2002 SPIE Conference on Optical Remote Sensing of the Atmosphere and Clouds III, SPIE Third International Asia-Pacific Environmental Remote Sensing Symposium 2002, 25-27 October 2002.

Publications

Book

Satellite data compression, B. Huang, Ed., Springer, New York, NY, 2011. Call Number: QA/76.9/D33/H8/2011.

Book Chapters

B. Huang, A. Ahuja, and H.-L. Huang, “Lossless Compression of Ultraspectral Sounding Data,” Hyperspectral Data Compression, G. Motta and J. Storer Eds., Springer-Verlag, 2005.

B. Huang, “Fast precomputed vector quantization with optimal bit allocation for lossless compression of ultraspectral sounder data,” Satellite data compression, B. Huang Ed.,Springer, New York, NY, 2011, pp.253-267. Call Number: QA/76.9/D33/H8/2011.

S.-C. Wei and B. Huang, “Ultraspectral sounder data compression by the prediction-based lower triangular transform”. Satellite data compression, B. Huang Ed., Springer, New York, NY, 2011, pp.149-168. Call Number: QA/76.9/D33/H8/2011.


Journal Publications in the past 3 years

1. J. Mielikainen, Melin Huang, B. Huang, and H.-L. Huang, “Comments on the paper by Huadong Xiao, Jing Sun, Xiaofeng Bian and Zhijun Dai, 『GPU acceleration of the WSM6 cloud microphysics scheme in GRAPES model,” Computers & Geosciences, doi: 10.1016/j.cageo.2013.12.003, 2013.

2. X. Wu, B. Huang, A. Plaza, Y. Li, and C. Wu, “Real-time implementation of the pixel purity index algorithm for endmember identification on GPUs,” IEEE Geoscience and Remote Sensing Letters. doi: 10.1109/ LGRS.2013.2283214, 2013.
3. J. Mielikainen, B. Huang, H.-L. A. Huang, M. D. Goldberg, and A. Mehta, 『Speeding Up the Computation of WRF Double Moment 6-Class Microphysics Scheme with GPU,』 Journal of Atmospheric and Oceanic Technology, doi: 10.1175/JTECH-D-12-00218.1, 2013
4. L. Murino, U. Amato, M. F. Carfora, A. Antoniadis, B. Huang, W. P. Menzel, and C. Serio, 『Cloud detection of MODIS multispectral images,』 Journal of Atmospheric and Oceanic Technology, doi: http://dx.doi.org/10.1175/JTECH-D-13-00088.1, 2013.
5. X. Su, J. Wu, B. Huang, and Z. Wu, 『GPU-accelerated Computation of Electromagnetic Scattering of a Double-layer Vegetation Model,』 IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 6. no. 4, pp. 1799-1806, Aug. 2013.
6. J. Mielikainen, B. Huang, H.-L. Huang, and M. Goldberg, 『Compute Unified Device Architecture (CUDA)-based Parallelization of WRF Kessler Cloud Microphysics Scheme,』 Computers & Geosciences, pp. 292-299, vol. 52, March 2013.
7. Y. Dai, Y. Fang, D. He, and B. Huang, 『Parallel design for error-resilient entropy coding algorithm on GPU,』 Journal of Parallel and Distributed Computing, vol.73, no. 4, pp: 411–419. 2013.
8. J. Mielikainen, B. Huang, H.-L. Huang, and M. Goldberg, Improved GPU/CUDA Based Parallel Weather and Research Forecast (WRF) Single Moment 5-class (WSM5) Cloud Microphysics, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 5. no. 4, pp. 1256-1265, Aug. 2012.
9. M.T. Satria, B. Huang, T.-J. Hsieh, Y.-L. Chang, and W.-Y. Liang, “GPU Acceleration of Tsunami Propagation Model”, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 5. no. 3, pp. 1014-1023, June 2012.
10. J. Mielikainen, B. Huang, H.-L. Huang, and M. Goldberg, “GPU Implementation of Stony-Brook University 5-Class Cloud Microphysics Scheme in the WRF”, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 5. no. 2, pp. 625-633, Apr. 2012.
11. J. Mielikainen, B. Huang, H.-L. Huang, and M. Goldberg, “GPU Acceleration of the Updated Goddard Shortwave Radiation Scheme in the Weather Research and Forecasting (WRF) Model”, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 5. no. 2, pp. 555-562, Apr. 2012.
12. H. Duan, Y. Fang, and B. Huang, 『Parallel design of JPEG-LS encoder on graphics processing units,』 Journal of Applied Remote Sensing, vol. 6, 061508, Sep. 2012.
13. T.-J. Hsieh, Y.-L. Chang, and B. Huang, 『High-Performance Visual Analytics of Terrestrial LIDAR Data on Large Display Wall,』 Journal of Applied Remote Sensing, Vol. 6, 061502, April 3, 2012.
14. T.-J. Hsieh, S.-J. Lee, Y.-S. Yang, Y.-L. Chang, B. Huang, C.-K. Chen, and K.-L. Ma, 『High-Performance Computing and Visualization of Earthquake Simulations and Ground-Motion Sensor Network Data,』 Journal of Applied Remote Sensing, Vol. 6, 061501, April, 2012.
15. X. Wu, Y. Li, C. Wu, and B. Huang, 『Inefficiency of the CCSDS Rice Coding for GPU Massively Parallel Implementation,』 IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2013, (accepted with minor revisions).
16. L. Chen, Y. Fang, and B. Huang, 『Parallel Design of Arithmetic Coding on a Graphic Processing Unit,』 IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2013 (accepted with minor revisions).
17. J. Wu, T. Li, A. Li, and B. Huang, 『GPU-Parallel Implementation of the Edge-Directed Interpolation for High-Resolution Remote Sensing Images,』 Journal of Applied Remote Sensing, 2013 (accepted with minor revisions).
18. B. Huang, J. Mielikainen, H. Oh, H.-L. Huang, 『Development of a GPU-based high- performance radiative transfer model for the Infrared Atmospheric Sounding Interferometer (IASI),』 Journal of Computational Physics, vol. 230, no. 6, pp. 2207-2221, March 2011.
19. J. Mielikainen, B. Huang, and H.-L. Huang, 『Accelerating the RTTOV-7 IASI and AMSU-A radiative transfer models on graphics processing units: evaluating central processing unit/graphics processing unit-hybrid and pure-graphics processing unit approaches,』 Journal of Applied Remote Sensing, vol. 5, 051503, Nov. 2011.
20. C. Song, Y. Li, and B. Huang, 『A GPU-Accelerated Wavelet Decompression System With SPIHT and Reed-Solomon Decoding for Satellite Images,』 IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 4, no. 3, pp. 683-690, Sept. 2011.
21. S.-C. Wei and B. Huang, 『GPU Acceleration of Predictive Partitioned Vector Quantization for Ultraspectral Sounder Data Compression,』 IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 4, no. 3, pp. 677-682, Sept. 2011.
22. C. A. Lee, S. D. Gasster, A. Plaza. C.-I. Chang, and B. Huang, “Recent Developments in High Performance Computing for Remote Sensing: A Review,” IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 4, no. 3, pp. 508-527, September 2011.
23. Y.-L. Chang, K.-S. Chen, B. Huang, W.-Y. Chang, J. A. Benediktsson, and L. Chang, 『A Parallel Simulated Annealing Approach to Band Selection for High-Dimensional Remote Sensing Images,』 IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Vol. 4 , Issue 3, pp. 579-590, Sept. 2011.
24. C.-C. Chang, Y.-L. Chang, M.-Y. Huang, and B. Huang, 『Accelerating Regular LDPC Code Decoders on GPUs,』 IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 4, no. 3, pp. 653-659, Sept. 2011.
25. L. Chang, Y.-L. Chang, Z. S. Tang, and B. Huang, 『Group and Region Based Parallel Compression Method Using Signal Subspace Projection and Band Clustering for Hyperspectral Imagery,』 IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Vol. 4 , Issue 3, pp. 565-578, Sept. 2011.
26. J. Mielikainen, B. Huang, and H.-L. Huang, 『GPU-Accelerated Multi-Profile Radiative Transfer Model for the Infrared Atmospheric Sounding Interferometer』 IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 4, no. 3, pp. 691-700, Sept. 2011.
27. Y.-L. Chang, T.-J. Hsieh, A. Plaza, Y.-L. Chen, W.-Y. Liang, J.-P. Fang, and B. Huang, 『Parallel Positive Boolean Function Approach to Classification of Remote Sensing Images,』 Journal of Applied Remote Sensing, Vol. 5, 051505, Dec., 2011.
28. B. Huang and A. Plaza, Special Section Guest Editorial: High-Performance Computing in Applied Remote Sensing. Journal of Applied Remote Sensing, vol. 5, 051599, Dec. 2011.
29. J. Wu, T.-J. Hsieh, T. Li, Y.-L. Chang, and B. Huang, 『Digital Signal Processor-based 3D Wavelet Error-resilient Lossless Compression of High-resolution Spectrometer Data,』 Journal of Applied Remote Sensing, Vol. 5, 051504, Nov. 28, 2011.
30. T.-J. Hsieh, W.-Y. Liang, Y.-L. Chang, M. T. Satria, and B. Huang, 『Parallel Tsunami Simulation and Visualization on Tiled Display Wall Using OpenGL Shading Language,』 Journal of the Chinese Institute of Engineers, Sept., 2011.
31. J. Wang, B. Huang, J. Wu, J.-W. Chong. Lapped transform-based codec for frame-memory reduction in super-quality LCD overdrive. Journal of the SID, vol.19, no.8, 2011.
32. J. Mielikainen, R. Honkanen, B. Huang, P. Toivanen, and C. Lee, 『Constant coefficients linear prediction for lossless compresssion of ultraspectral sounder data using a graphics processing unit,』 Journal of Applied Remote Sensing, vol. 4, 041774, Sept. 15, 2011.


Conference Publications in the past 3 years

33. S.-C. Wei and B. Huang, 『Accelerating Volkov’s Hybrid Implementation of Cholesky Factorization on a Fermi GPU』, IEEE International Workshop on Parallel and Distributed Computing in Remote Sensing, part of the IEEE International Conference on Parallel and Distributed Systems, 2012.
34. X. Wu, B. Huang, H.-L. Huang, and M. D. Goldberg, 『A GPU-based Implementation of WRF MYNN Surface Layer Scheme』, IEEE International Workshop on Parallel and Distributed Computing in Remote Sensing, part of the IEEE International Conference on Parallel and Distributed Systems, 2012.
35. X. Wu, B. Huang, A. J. Plaza, Y. Li, and C. Wu, 『Further optimizations of the GPU-based pixel purity index algorithm for hyperspectral unmixing』, Proc. SPIE 8539, Sep. 2012.
36. J. Mielikainen, B. Huang, H.-L. Huang, and T. J. Lee, 『GPU-parallel performance of the community radiative transfer model (CRTM) with the optical depth in absorber space (ODAS)-based transmittance algorithm』, Proc. SPIE 8539, Sep. 2012.
37. J. Wang, B. Huang, H.-L. Huang, and M. D. Goldberg, 『On the acceleration of Eta Ferrier Cloud Microphysics Scheme in the Weather Research and Forecasting (WRF) Model using a GPU』, Proc. SPIE 8539 (High-Performance Computing in Remote Sensing), Sep. 2012.
38. L. Chen, Y. Fang, B. Huang, and A. J. Plaza, 『GPU-based parallel design of vertex component analysis for hyperspectral unmixing』, Proc. SPIE 8514 , Aug. 2012.
39. H. Duan, Y. Fang, B. Huang, and A. J. Plaza, 『Further investigation of GPU-based implementation of the N-FINDR algorithm for hyperspectral endmember extraction』, Proc. SPIE 8514, Aug. 2012.
40. S.-C. Wei and B. Huang, 『GPU acceleration of prediction-based lower triangular transform for lossless compression』, Proc. SPIE 8514, Aug. 2012.
41. X. Wu, B. Huang, Y. Li, H.-L. Huang, and M. D. Goldberg, 『Exploring parallel computing paradigm for WRF single moment 3-class cloud microphysics scheme』, Proc. SPIE 8514, Aug. 2012.
42. B. Huang, H.-L. Huang, and M. D. Goldberg, 『Speeding up the computation of WRF double-moment 6-class microphysics scheme with GPU』, Proc. SPIE, Aug. 2012.
43. C. Song, B. Huang, Y. Li, H.-L. Huang, and M. D. Goldberg, 『Scalable simulations for WRF Thompson microphysics scheme with the use of GPU parallel computing』, Proc. SPIE 8514, 2012.
44. J. Mielikainen, B. Huang, H.-L. Huang, and R. Saunders, 『Development of GPU-based RTTOV-7 IASI and AMSU-A forward models,』 2011 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), pp. 2773-2776.
45. J. Wu, T. Li, and B. Huang, 『Parallel Implementation of Edge-Directed Image Interpolation on a Graphics Processing Unit,』 IEEE 17th International Conference on Parallel and Distributed Systems (ICPADS), 2011, pp. 1052-1056.
46. M.-Y. Huang, S.-C. Wei, B. Huang, and Y.-L. Chang, 『Accelerating the Kalman Filter on a GPU,』 IEEE 17th International Conference on Parallel and Distributed Systems (ICPADS), 2011, pp. 1016-1020, doi: 10.1109/ICPADS.2011.153.
47. S.-C. Wei and B. Huang, 『GPU-based spatially divided predictive partitioned vector quantization for gifts ultraspectral data compression,』 2011 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), pp. 221-224.
48. J. Wang, B. Huang, A. Huang and M. Goldberg, 『Parallel Computation of the Weather Research and Forecast (WRF) WDM5 Cloud Microphysics on a Many-Core GPU』, 2011 IEEE 17th International Conference on Parallel and Distributed Systems (ICPADS), 2011, pp. 1032-1037, doi: 10.1109/ICPADS.2011.160.
49. C.-C. Chang, M.-Y. Huang, Y.-L. Chang, and B. Huang, 『Design of GPU-based platform for LDPC decoder,』 2011 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), pp. 3429-3432, doi: 10.1109/IGARSS.2011.6049957.
50. Y. Fang, L. Chen, J. Wu, and B. Huang, 』 GPU Implementation of Orthogonal Matching Pursuit for Compressive Sensing』, 2011 IEEE 17th International Conference on Parallel and Distributed Systems (ICPADS), 2011, pp. 1044-1047, doi: 10.1109/ICPADS.2011.158.
51. J. Wang, B. Huang, A. Huang and M. Goldberg, 『GPU acceleration of the WRF Purdue Lin cloud microphysics scheme』, Proc. SPIE 8183, 81830R (2011); doi:10.1117/12.901825.
52. J. Wang, B. Huang, A. Huang and M. Goldberg, 『Compute Unified Device Architecture (CUDA)-based parallelization of WRF Kessler cloud microphysics scheme』, Proc. SPIE 8183, 81830U (2011); doi:10.1117/12.901828.
53. J. Mielikainen, B. Huang, A. Huang and M. Goldberg, 『Development of the GPU-based Stony-Brook University 5-class microphysics scheme in the weather research and forecasting model』, Proc. SPIE 8183, 81830V (2011); doi:10.1117/12.901829.
54. J. Mielikainen, B. Huang, A. Huang and M. Goldberg, 『GPU acceleration of WRF WSM5 microphysics』, Proc. SPIE 8183, 81830S (2011); doi:10.1117/12.901826.
55. S.-C. Wei and B. Huang, 『Further GPU acceleration of predictive partitioned vector quantization for ultraspectral sounder data compression,』 Proc. SPIE 8157, 815704 (2011); doi:10.1117/12.894390.
56. M. T. Satria, B. Huang, T.-J. Hsieh, Y.-L. Chang and W.-Y. Liang, 『Efficient GPU implementation of tsunami simulation』, Proc. SPIE 8183, 81830Q (2011); doi:10.1117/12.898743.
57. X. Wu, Y. Li, and C. Wu, and B. Huang, 『Is the CCSDS rice coding suitable for GPU massively parallel implementation?』 Proc. SPIE 8183, 818308 (2011); doi:10.1117/12.896893.
58. L. Chen, Y. Fang, and B. Huang, 『Accelerating arithmetic coding on a graphic processing unit,』 Proc. SPIE 8183, 81830B (2011); doi:10.1117/12.897112.
59. Wu, Zhensen; Su, Xiang; Wu, Jiaji and B. Huang, “Calculating the electromagnetic scattering of vegetation by Monte Carlo and CUDA,” Proc. SPIE 8183, 81830W (2011).
60. C. Song, Y. Li, and B. Huang, 『Heterogeneous computing system with GPU-based IDWT and CPU-based SPIHT and Reed-Solomon decoding for satellite image decompression,』 Proc. SPIE 8157, 815710 (2011); doi:10.1117/12.895421
61. S.-C. Wei and B. Huang, 『A GPU-accelerated extended Kalman filter,』 Proc. SPIE 8183, 818304 (2011).
62. J. Mielikainen, B. Huang, and Allen H.-L. Huang, 『Massively parallelizing the CIMSS IASI radiative transfer model on GPUs,』 Proc. SPIE 8157, 81570G (2011).
63. T.J. Hsieh, Y.-L. Chang, and B. Huang, “Visual analytics of terrestrial lidar data for cliff erosion assessment on large displays,” ,』 Proc. SPIE 8157, 81570D (2011);