The particle swarm optimisation for spectral matching applied to inland water quality remote sensing

Paper


Campbell, G., Phinn, S., Dekker, A. and Brando, V.. 2011. "The particle swarm optimisation for spectral matching applied to inland water quality remote sensing." 34th International Symposium on Remote Sensing of Environment. Sydney, Australia 10 - 15 Apr 2011 Sydney, Australia.
Paper/Presentation Title

The particle swarm optimisation for spectral matching applied to inland water quality remote sensing

Presentation TypePaper
AuthorsCampbell, G. (Author), Phinn, S. (Author), Dekker, A. (Author) and Brando, V. (Author)
Journal or Proceedings TitleProceedings of the 34th International Symposium on Remote Sensing of Environment
Number of Pages4
Year2011
Place of PublicationSydney, Australia
Web Address (URL) of Paperhttp://isrse34.org/
Conference/Event34th International Symposium on Remote Sensing of Environment
Event Details
34th International Symposium on Remote Sensing of Environment
Event Date
10 to end of 15 Apr 2011
Event Location
Sydney, Australia
Abstract

Spectrum matching is one approach to estimating water quality parameter concentrations (chlorophyll a, tripton and coloured dissolved organic matter (CDOM)) from remotely sensed images of inland waters. The Particle Swarm Optimisation (PSO) is a stochastic search technique that can be used to search the solution space for the closest match and deliver the best estimate of the water quality parameter concentrations. For Burdekin Falls Dam, a tropical freshwater impoundment, the PSO and four different matching criteria were applied to MERIS images to retrieve the water quality parameters. The mean retrieval error of the best performed similarity measure was 2.0 μgl-1, 2.45 mgl-1 and 0.3 m-1 for chlorophyll a, tripton and CDOM respectively. The paper found that the PSO, as implemented in this case, did not offer improvements in accuracy and precision sufficient enough to justify the increased computational overhead in the inversion.

Keywordsinland water, Particle Swarm Optimisation, phytoplankton, tripton, CDOM
ANZSRC Field of Research 2020401304. Photogrammetry and remote sensing
410404. Environmental management
Public Notes

No evidence of copyright restrictions preventing deposit.

Byline AffiliationsAustralian Centre for Sustainable Catchments
University of Queensland
Commonwealth Scientific and Industrial Research Organisation (CSIRO), Australia
Institution of OriginUniversity of Southern Queensland
Permalink -

https://research.usq.edu.au/item/q0q78/the-particle-swarm-optimisation-for-spectral-matching-applied-to-inland-water-quality-remote-sensing

Download files


Published Version
Campbell_Phinn_Dekker_Brando_PV.pdf
File access level: Anyone

  • 1965
    total views
  • 112
    total downloads
  • 1
    views this month
  • 1
    downloads this month

Export as

Related outputs

Review of Automatic Processing of Topography and Surface Feature Identification LiDAR Data Using Machine Learning Techniques
Gharineiat, Zahra, Tarsha Kurdi, Fayez and Campbell, Glenn. 2022. "Review of Automatic Processing of Topography and Surface Feature Identification LiDAR Data Using Machine Learning Techniques." Remote Sensing. 14 (19), pp. 1-24. https://doi.org/10.3390/rs14194685
Automatic Filtering of Lidar Building Point Cloud in Case of Trees Associated to Building Roof
Tarsha Kurdi, Fayez, Gharineiat, Zahra, Campbell, Glenn, Awrangjeb, Mohammad and Dey, Emon Kumar. 2022. "Automatic Filtering of Lidar Building Point Cloud in Case of Trees Associated to Building Roof." Remote Sensing. 14 (2), pp. 1-23. https://doi.org/10.3390/rs14020430
Full series algorithm of automatic building extraction and modelling from LiDAR data
Tarsha Kurdi, Fayez, Gharineiat, Zahra, Campbell, Glenn, Dey, Emon Kumar and Awrangjeb, Mohammad. 2021. "Full series algorithm of automatic building extraction and modelling from LiDAR data." Zhou, Jun, Salvado, Olivier, Sohel, Ferdous, Borges, Paulo and Wang, Shilin (ed.) 2021 International Conference on Digital Image Computing: Techniques and Applications (DICTA 2021). Gold Coast, Australia 29 Nov - 01 Dec 2021 United States.
MERIS Eastern Australia Time Series
Campbell, Glenn. MERIS Eastern Australia Time Series. Springfield. https://doi.org/10.26192/103r-ta60
Calculating positional and survey uncertainty for terrestrial observations
Campbell, Glenn. 2018. "Calculating positional and survey uncertainty for terrestrial observations." SSSI Northern Group Technical Seminar 2018. Bowen, Australia 04 - 05 May 2018
The Mine Island Aboriginal stone arrangements: spiritual responses to late Holocene change on the central Queensland coast
Barker, Bryce, Lamb, Lara and Campbell, Glenn. 2016. "The Mine Island Aboriginal stone arrangements: spiritual responses to late Holocene change on the central Queensland coast." Australian Archaeology. 82 (3), pp. 232-247. https://doi.org/10.1080/03122417.2016.1251725
Spectral discrimination and classification of sugarcane varieties using EO-1 hyperion hyperspectral imagery
Apan, Armando, Held, Alex, Phinn, Stuart and Markley, John. 2004. "Spectral discrimination and classification of sugarcane varieties using EO-1 hyperion hyperspectral imagery." 25th Asian Conference on Remote Sensing (ACRS 2004). Chiang Mai, Thailand 22 - 26 Nov 2004 China.
The relationship between dissolved organic matter absorption and dissolved organic carbon in reservoirs along a temperate to tropical gradient
Hestir, Erin L., Brando, Vittorio, Campbell, Glenn, Dekker, Arnold and Malthus, Tim. 2015. "The relationship between dissolved organic matter absorption and dissolved organic carbon in reservoirs along a temperate to tropical gradient." Remote Sensing of Environment: an interdisciplinary journal. 156, pp. 395-402. https://doi.org/10.1016/j.rse.2014.09.022
Boundaries and the common law
Campbell, Glenn. 2013. "Boundaries and the common law." Graduate Surveyors Weekend Seminar 2013. Toowoomba, Australia 04 - 06 Oct 2013
Remote sensing of algal blooms in inland waters using the matrix inversion method and semi empirical algorithms
Campbell, Glenn. 2013. "Remote sensing of algal blooms in inland waters using the matrix inversion method and semi empirical algorithms." Yang, Xiaojun and Li, Jonathon (ed.) Advances in mapping from remote sensor imagery. Boca Raton, FL. United States. CRC Press. pp. 279-308
Measuring the particulate backscattering of inland waters: a comparison of techniques
Campbell, Glenn and Phinn, Stuart R.. 2012. "Measuring the particulate backscattering of inland waters: a comparison of techniques." Shortis, M., Wagner, W. and Hyyppa, J. (ed.) 22nd International Society of Photogrammetry and Remote Sensing Congress (ISPRS 2012). Melbourne, Australia 25 Aug - 01 Sep 2012 London, United Kingdom. Copernicus GmbH.
Modelling impacts of vegetation cover change on regional climate
McAlpine, Clive A., Syktus, Jozef I., Deo, Ravinesh C., Lawrence, Peter J., McGowan, Hamish A., Watterson, Ian G. and Phinn, Stuart R.. 2009. Modelling impacts of vegetation cover change on regional climate. Canberra, Australia. Land and Water Australia.
A principles-based approach to cadastral reinstatement for Australian jurisdictions
Campbell, G.. 2011. "A principles-based approach to cadastral reinstatement for Australian jurisdictions." Journal of Spatial Science. 56 (1), pp. 15-25. https://doi.org/10.1080/14498596.2011.567409
Remote sensing of water quality in an Australian tropical freshwater impoundment using matrix inversion and MERIS images
Campbell, Glenn, Phinn, Stuart R., Dekker, Arnold G. and Brando, Vittorio E.. 2011. "Remote sensing of water quality in an Australian tropical freshwater impoundment using matrix inversion and MERIS images." Remote Sensing of Environment: an interdisciplinary journal. 115 (9), pp. 2402-2414. https://doi.org/10.1016/j.rse.2011.05.003
Discrimination of remnant tree species and regeneration stages in Queensland, Australia using hyperspectral imagery
Apan, Armando, Phinn, Stuart and Maraseni, Tek. 2009. "Discrimination of remnant tree species and regeneration stages in Queensland, Australia using hyperspectral imagery." Luo, Bin (ed.) WHISPERS 2009: Evolution in Remote Sensing. Grenoble, France 26 - 28 Aug 2009 Piscataway, NJ. United States. https://doi.org/10.1109/WHISPERS.2009.5288981
Accuracy and precisions of water quality parameters retrieved from particle swarm optimisation in a sub-tropical lake
Campbell, Glenn and Phinn, Stuart R.. 2009. "Accuracy and precisions of water quality parameters retrieved from particle swarm optimisation in a sub-tropical lake." Bostater Jr, Charles R., Mertikas, Stelios P., Neyt, Xavier and Velez-Reyes, Miguel (ed.) SPIE 2009: Remote Sensing of the Ocean, Sea Ice, and Large Water Regions. Berlin, Germany 31 Aug - 03 Sep 2009 United States. https://doi.org/10.1117/12.829737
Detecting sugarcane 'orange rust' disease using EO-1 Hyperion hyperspectral imagery
Apan, Armando, Held, Alex, Phinn, Stuart and Markley, John. 2004. "Detecting sugarcane 'orange rust' disease using EO-1 Hyperion hyperspectral imagery." International Journal of Remote Sensing. 25 (2), pp. 489-498. https://doi.org/10.1080/01431160310001618031
Modeling the impact of historical land cover change on Australia's regional climate
McAlpine, C. A., Syktus, J., Deo, R. C., Lawrence, P. J., McGowan, H. A., Watterson, I. G. and Phinn, Stuart. 2007. "Modeling the impact of historical land cover change on Australia's regional climate." Geophysical Research Letters. 34 (22), pp. L22711-1. https://doi.org/10.1029/2007GL031524
Dirty water: remote sensing of water quality in tropical and sub-tropical freshwater impoundments
Campbell, Glenn. 2011. Dirty water: remote sensing of water quality in tropical and sub-tropical freshwater impoundments. PhD Thesis Doctor of Philosophy. University of Queensland.
The specific inherent optical properties of three sub-tropical and tropical water reservoirs in Queensland, Australia
Campbell, Glenn, Phinn, Stuart R. and Daniel, Paul. 2011. "The specific inherent optical properties of three sub-tropical and tropical water reservoirs in Queensland, Australia." Hydrobiologia: the international journal on limnology and marine sciences. 658 (1), pp. 233-252. https://doi.org/10.1007/s10750-010-0476-4
An assessment of the accuracy and precision of water quality parameters retrieved with the matrix inversion method
Campbell, Glenn and Phinn, Stuart R.. 2010. "An assessment of the accuracy and precision of water quality parameters retrieved with the matrix inversion method." Limnology and Oceanography: Methods. 8, pp. 16-29. https://doi.org/10.4319/lom.2010.8.16
The Injune landscape collaborative project: an update on research activities
Lucas, Richard, Bunting, Peter, Armston, John, Lee, Alex and Campbell, Glenn. 2010. "The Injune landscape collaborative project: an update on research activities." Sparrow, Ben (ed.) 15th Australasian Remote Sensing and Photogrammetry Conference (ARSPC 2010). Alice Springs, Northern Territory 13 - 17 Sep 2010 Sydney, Australia.
Mapping habitat of threatened reptiles in Western Downs, Queensland: a spatial modelling approach using 'presence-only' occurrence data
Apan, Armando, Phinn, Stuart, McAlpine, Clive and Kath, Jarrod. 2010. "Mapping habitat of threatened reptiles in Western Downs, Queensland: a spatial modelling approach using 'presence-only' occurrence data." Queensland Surveying and Spatial Conference 2010 (QSSC 2010). Brisbane, Australia 01 - 03 Sep 2010 Brisbane, Australia.
A review of the quality of reinstatement in Queensland survey plans and identification plans
Campbell, Glenn. 2010. "A review of the quality of reinstatement in Queensland survey plans and identification plans." Queensland Surveying and Spatial Conference 2010 (QSSC 2010). Brisbane, Australia 01 - 03 Sep 2010 Brisbane, Australia.
The implementation of a competency based assessment system for applicants for a restrictive licence for cadastral surveying
Campbell, Glenn and Liddle, Jim. 2010. "The implementation of a competency based assessment system for applicants for a restrictive licence for cadastral surveying." Staiger, Rudolf (ed.) 24th International Federation of Surveyors International Congress (FIG 2010): Facing the Challenges - Building the Capacity. Sydney, Australia 11 - 16 Apr 2010 Sydney, Australia.
A continent under stress: interactions, feedbacks and risks associated with impact of modified land cover on Australia's climate
McAlpine, C. A., Syktus, J., Ryan, J. G., Deo, R. C., McKeon, G. M., McGowan, H. A. and Phinn, S. R.. 2009. "A continent under stress: interactions, feedbacks and risks associated with impact of modified land cover on Australia's climate." Global Change Biology. 15 (9), pp. 2206-2223. https://doi.org/10.1111/j.1365-2486.2009.01939.x
Impact of historical land cover change on daily indices of climate extremes including droughts in eastern Australia
Deo, R. C., Syktus, J. I., McAlpine, C. A., Lawrence, P. J., McGowan, H. A. and Phinn, S. R.. 2009. "Impact of historical land cover change on daily indices of climate extremes including droughts in eastern Australia." Geophysical Research Letters. 36 (8), pp. 1-5. https://doi.org/10.1029/2009GL037666
Formulation and assessment of narrow-band vegetation indices from EO-1 hyperion imagery for discriminating sugarcane disease
Apan, Armando, Held, Alex, Phinn, Stuart and Markley, John. 2003. "Formulation and assessment of narrow-band vegetation indices from EO-1 hyperion imagery for discriminating sugarcane disease." 2003 Spatial Sciences Institute Biennial Conference: Spatial Knowledge Without Boundaries (SSC2003). Canberra, Australia 22 - 27 Sep 2003 Canberra, Australia.
Hyperspectral remote sensing (special feature)
Apan, Armando and Phinn, Stuart. 2006. "Hyperspectral remote sensing (special feature)." Journal of Spatial Science. 52 (2), pp. 47-48.
On Australian heat waves: time series analysis of extreme temperature events in Australia, 1950 - 2005
Deo, R. C., McAlpine, C. A., Syktus, J., McGowan, H. A. and Phinn, S.. 2007. "On Australian heat waves: time series analysis of extreme temperature events in Australia, 1950 - 2005." Oxley, Les and Kulasiri, Don (ed.) 17th International Congress on Modelling and Simulation (MODSIM07). Christchurch, New Zealand 10 - 13 Dec 2007 Canberra, Australia. Modelling and Simulation Society of Australia and New Zealand .
Hyperspectral remote sensing of remnant tree species and regeneration stages in the Darling Downs region of Queensland, Australia
Apan, Armando, Phinn, Stuart and Maraseni, Tek Narayan. 2008. "Hyperspectral remote sensing of remnant tree species and regeneration stages in the Darling Downs region of Queensland, Australia." 14th Australasian Remote Sensing and Photogrammetry Conference Incorporating the North Australian Remote Sensing and GIS Conference. Darwin, Australia 29 Sep - 03 Oct 2008 Australia.
Use of airborne hyperspectral imagery to determine quality of sorghum crops
Wells, Natasha, Kelly, Rob, Phinn, Stuart, Apan, Armando, Jensen, Troy, Cooper, John and Strong, Wayne. 2004. "Use of airborne hyperspectral imagery to determine quality of sorghum crops." 12th Australasian Remote Sensing and Photogrammetry Conference (ARSPC 2004): To Measure is to Manage. Fremantle, Australia 18 - 22 Oct 2004 Adelaide, South Australia.
Impact of land cover change on regional climate and El Nino in Australia
Syktus, J., Deo, R. C., McAlpine, C. A., McGowan, H. A. and Phinn, S.. 2007. "Impact of land cover change on regional climate and El Nino in Australia." Oxley, Les and Kulasiri, Don (ed.) 17th International Congress on Modelling and Simulation (MODSIM07). Christchurch, New Zealand 10 - 13 Dec 2007 Canberra, Australia. Modelling and Simulation Society of Australia and New Zealand .
The efficacy of band weighting schemes for improving the accuracy and precision of water quality parameters estimated from MERIS and MODIS image data
Campbell, Glenn and Phinn, Stuart. 2008. "The efficacy of band weighting schemes for improving the accuracy and precision of water quality parameters estimated from MERIS and MODIS image data." 14th Australasian Remote Sensing and Photogrammetry Conference Incorporating the North Australian Remote Sensing and GIS Conference. Darwin, Australia 29 Sep - 03 Oct 2008 Australia.
Initial surveyor registration and endorsement in Queensland: how is it changing?
Campbell, Glenn. 2006. "Initial surveyor registration and endorsement in Queensland: how is it changing?" Combined 5th Trans Tasman Survey Conference and 2nd Queensland Spatial Industry Conference 2006: Land and Sea Spatially Connected - In a Tropical Hub. Cairns, Australia 18 - 23 Sep 2006 Cairns, Australia.
Modelling the driving forces of Sydney's urban development (1971-96) in a cellular environment
Liu, Yan and Phinn, Stuart. 2005. "Modelling the driving forces of Sydney's urban development (1971-96) in a cellular environment." Applied Geographic Information Systems (GIS). 1 (3). https://doi.org/10.2104/ag050027
Predicting grain protein content in wheat using hyperspectral sensing of in-season crop canopies and partial least squares regression
Apan, Armando, Kelly, Rob, Phinn, Stuart, Strong, Wayne, Lester, David, Butler, David and Robson, Andrew. 2006. "Predicting grain protein content in wheat using hyperspectral sensing of in-season crop canopies and partial least squares regression." International Journal of Geoinformatics. 2 (1), pp. 93-108.
Mapping olive varieties and within-field spatial variability using high resolution QuickBird imagery
Apan, Armando, Young, Frank R., Phinn, Stuart, Held, Alex and Favier, Jason. 2004. "Mapping olive varieties and within-field spatial variability using high resolution QuickBird imagery." 12th Australasian Remote Sensing and Photogrammetry Conference (ARSPC 2004): To Measure is to Manage. Fremantle, Australia 18 - 22 Oct 2004 Australia.