Register      Login
Pacific Conservation Biology Pacific Conservation Biology Society
A journal dedicated to conservation and wildlife management in the Pacific region.
RESEARCH ARTICLE (Open Access)

Citizen science data validates aerial imagery to track the ‘rise and fall’ of woody vegetation through extremes of climate

J. E. Ling https://orcid.org/0000-0001-6801-3789 A * , P. Richardson B , J. Wiles B , J. Darling B , R. Dalton B and M. Krogh A
+ Author Affiliations
- Author Affiliations

A Biodiversity and Conservation Division, Department of Planning and Environment, PO Box 29, Lidcombe, NSW 1825, Australia.

B Friends of Thirlmere Lakes, PO Box 6105, The Oaks, NSW 2570, Australia.


Handling Editor: Mike van Keulen

Pacific Conservation Biology 29(6) 559-567 https://doi.org/10.1071/PC22032
Submitted: 11 August 2022  Accepted: 5 February 2023   Published: 24 February 2023

© 2023 The Author(s) (or their employer(s)). Published by CSIRO Publishing. This is an open access article distributed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License (CC BY-NC-ND)

Abstract

Context: Ground truthing remotely sensed imagery for detecting changes in wetland vegetation can be time-consuming and costly for monitoring. Harnessing the resources of citizen scientists (CS) using mobile devices has been under utilised in Australia.

Aims: The project aimed to test the feasibility and practicality of using CS to collect data using mobile devices to ground truth remotely sensed imagery.

Methods: Using high-resolution aerial imagery, we detected the establishment of woody vegetation over a 20-year dry phase from 2000 to 2020 in Thirlmere Lakes National Park, NSW, Australia. To ground truth these woody species, we engaged with a local community group using a customised, freely available mobile device application.

Key results: During the dry event of 2020, CS documented well-established woody species, such as Melaleuca linariifolia (flax-leaved paperbark), amongst the Lepironia articulata grey rush. With the La Niña wet events in early 2020–22 and subsequent higher water levels, the CS documented the survival of M. linariifolia but the dieback of eucalypts, and other woody species.

Conclusions: Observations at higher temporal frequencies by CS using mobile devices, augmented with researchers’ observations, proved to be a valuable, quality-controlled method to ground truth high-resolution aerial imagery.

Implications: This case study showed that monitoring the phenology of vegetation in a peat wetland can be supplemented by the inclusion of a CS programme. This under-utilised resource can increase coverage and frequency of data observations, lower costs as well as create community awareness, capability and engagement in scientific research.

Keywords: citizen science, freshwater wetland, Friends of Thirlmere Lakes (FOTL), Melaleuca linariifolia, Open Data Kit (ODK), peatland, public participation, Thirlmere Lakes National Park (TLNP), woody encroachment.


References

Australian Government Bureau of Meteorology (AGBOM) (2018) Climate of the 2018–19 financial year. Available at http://www.bom.gov.au/climate/updates/articles/a034.shtml [Accessed 27 November 2019]

Berg, EE, Hillman, KM, Dial, R, and DeRuwe, A (2009). Recent woody invasion of wetlands on the Kenai Peninsula Lowlands, south-central Alaska: a major regime shift after 18 000 years of wet Sphagnum–sedge peat recruitment. Canadian Journal of Forest Research 39, 2033–2046.
Recent woody invasion of wetlands on the Kenai Peninsula Lowlands, south-central Alaska: a major regime shift after 18 000 years of wet Sphagnum–sedge peat recruitment.Crossref | GoogleScholarGoogle Scholar |

Black, MP, Mooney, SD, and Martin, HA (2006). A >43,000-year vegetation and fire history from Lake Baraba, New South Wales, Australia. Quaternary Science Reviews 25, 3003–3016.
A >43,000-year vegetation and fire history from Lake Baraba, New South Wales, Australia.Crossref | GoogleScholarGoogle Scholar |

Blake, C, and Rhanor, AK (2020). The impact of channelization on macroinvertebrate bioindicators in small order Illinois streams: insights from long-term citizen science research. Aquatic Sciences 82, .
The impact of channelization on macroinvertebrate bioindicators in small order Illinois streams: insights from long-term citizen science research.Crossref | GoogleScholarGoogle Scholar |

Bonney, R, Cooper, CB, Dickinson, J, Kelling, S, Phillips, T, Rosenberg, KV, and Shirk, J (2009). Citizen science: a developing tool for expanding science knowledge and scientific literacy. BioScience 59, 977–984.
Citizen science: a developing tool for expanding science knowledge and scientific literacy.Crossref | GoogleScholarGoogle Scholar |

Bonney, R, Shirk, JL, Phillips, TB, Wiggins, A, Ballard, HL, Miller-Rushing, AJ, and Parrish, JK (2014). Next steps for citizen science. Science 343, 1436–1437.
Next steps for citizen science.Crossref | GoogleScholarGoogle Scholar |

Bonney, P, Murphy, A, Hansen, B, and Baldwin, C (2020). Citizen science in Australia’s waterways: investigating linkages with catchment decision-making. Australasian Journal of Environmental Management 27, 200–223.
Citizen science in Australia’s waterways: investigating linkages with catchment decision-making.Crossref | GoogleScholarGoogle Scholar |

Brabham DC (2013) ‘Using crowdsourcing in government.’ (IBM Center for the Business of Government: Washington, DC) pp. 1–42. Available at https://www.cbs.dk/files/cbs.dk/using_crowdsourcing_in_government.pdf

Brooks, SS, and Lake, PS (2007). River restoration in Victoria, Australia: change is in the wind, and none too soon. Restoration Ecology 15, 584–591.
River restoration in Victoria, Australia: change is in the wind, and none too soon.Crossref | GoogleScholarGoogle Scholar |

Buldrini, F, Simoncelli, A, Accordi, S, Pezzi, G, and Dallai, D (2015). Ten years of citizen science data collection of wetland plants in an urban protected area. Acta Botanica Gallica 162, 365–373.
Ten years of citizen science data collection of wetland plants in an urban protected area.Crossref | GoogleScholarGoogle Scholar |

Carolan, MS (2006). Science, expertise, and the democratization of the decision-making process. Society & Natural Resources 19, 661–668.
Science, expertise, and the democratization of the decision-making process.Crossref | GoogleScholarGoogle Scholar |

Chen, S, Johnson, F, Drummond, C, and Glamore, W (2020). A new method to improve the accuracy of remotely sensed data for wetland water balance estimates. Journal of Hydrology: Regional Studies 29, .
A new method to improve the accuracy of remotely sensed data for wetland water balance estimates.Crossref | GoogleScholarGoogle Scholar |

Colloff, MJ, Ward, KA, and Roberts, J (2014). Ecology and conservation of grassy wetlands dominated by spiny mud grass Pseudoraphis spinescens in the southern Murray–Darling Basin, Australia. Aquatic Conservation: Marine and Freshwater Ecosystems 24, 238–255.
Ecology and conservation of grassy wetlands dominated by spiny mud grass Pseudoraphis spinescens in the southern Murray–Darling Basin, Australia.Crossref | GoogleScholarGoogle Scholar |

Cowley, KL, Fryirs, KA, Cohen, TJ, Marx, S, Forbes, M, and Krogh, M (2020). Upland peatlands of Eastern Australia as important water storage reservoirs. Proceedings of the Linnean Society of New South Wales 142, 67–76.

Daly, G, Owers, B, and Horton, A (2015). The distribution of the Red-crowned Toadlet Pseudophryne australis in the Nepean-Burragorang region of the Sydney Basin. Australian Zoologist 37, 535–540.
The distribution of the Red-crowned Toadlet Pseudophryne australis in the Nepean-Burragorang region of the Sydney Basin.Crossref | GoogleScholarGoogle Scholar |

de Vries, M, Land-Zandstra, A, and Smeets, I (2019). Citizen scientists’ preferences for communication of scientific output: a literature review. Citizen Science: Theory and Practice 4, 2.
Citizen scientists’ preferences for communication of scientific output: a literature review.Crossref | GoogleScholarGoogle Scholar |

Department of Planning and Industry (2022) Thirlmere Lakes – A Synthesis of Current Research. Available at https://www.environment.nsw.gov.au/-/media/OEH/Corporate-Site/Documents/Research/Our-science-and-research/thirlmere-lakes-a-synthesis-of-current-research-220164.pdf [accessed January 2023]

Dickinson, JL, Zuckerberg, B, and Bonter, DN (2010). Citizen science as an ecological research tool: challenges and benefits. Annual Review of Ecology, Evolution, and Systematics 41, 149–172.
Citizen science as an ecological research tool: challenges and benefits.Crossref | GoogleScholarGoogle Scholar |

Duever, MJ (2005). Big Cypress regional ecosystem conceptual ecological model. Wetlands 25, 843–853.
Big Cypress regional ecosystem conceptual ecological model.Crossref | GoogleScholarGoogle Scholar |

Dumakude, N, and Graham, M (2017). Assessing wetland health using a newly developed land cover citizen science tool for use by local people who are not wetland specialists. Southern African Journal of Environmental Education 33, 71–83.
Assessing wetland health using a newly developed land cover citizen science tool for use by local people who are not wetland specialists.Crossref | GoogleScholarGoogle Scholar |

Dykman, M, and Prahalad, V (2018). Tamar Saltmarsh Monitoring Program: citizen science monitoring of the tidal treasures of the Tamar River estuary, Tasmania, Australia. Australian Journal of Maritime & Ocean Affairs 10, 222–240.
Tamar Saltmarsh Monitoring Program: citizen science monitoring of the tidal treasures of the Tamar River estuary, Tasmania, Australia.Crossref | GoogleScholarGoogle Scholar |

Elmore, AJ, Stylinski, CD, and Pradhan, K (2016). Synergistic use of citizen science and remote sensing for continental-scale measurements of forest tree phenology. Remote Sensing 8, 502.
Synergistic use of citizen science and remote sensing for continental-scale measurements of forest tree phenology.Crossref | GoogleScholarGoogle Scholar |

Fienen, MN, and Lowry, CS (2012). Social. Water—A crowdsourcing tool for environmental data acquisition. Computers & Geosciences 49, 164–169.
Social. Water—A crowdsourcing tool for environmental data acquisition.Crossref | GoogleScholarGoogle Scholar |

Follett, R, and Strezov, V (2015). An analysis of citizen science based research: usage and publication patterns. PLoS ONE 10, .
An analysis of citizen science based research: usage and publication patterns.Crossref | GoogleScholarGoogle Scholar |

Forbes, M, Cohen, T, Jacobs, Z, Marx, S, Barber, E, Dodson, J, Zamora, A, Cadd, H, Francke, A, Constantine, M, Mooney, S, Short, J, Tibby, J, Parker, A, Cendón, D, Peterson, M, Tyler, J, Swallow, E, Haines, H, Gadd, P, and Woodward, C (2021). Comparing interglacials in eastern Australia: a multi-proxy investigation of a new sedimentary record. Quaternary Science Reviews 252, .
Comparing interglacials in eastern Australia: a multi-proxy investigation of a new sedimentary record.Crossref | GoogleScholarGoogle Scholar |

Fritz, S, Fonte, CC, and See, L (2017). The role of citizen science in earth observation. Remote Sensing 9, .
The role of citizen science in earth observation.Crossref | GoogleScholarGoogle Scholar |

Hawthorne, TL, Elmore, V, Strong, A, Bennett-Martin, P, Finnie, J, Parkman, J, Harris, T, Singh, J, Edwards, L, and Reed, J (2015). Mapping non-native invasive species and accessibility in an urban forest: a case study of participatory mapping and citizen science in Atlanta, Georgia. Applied Geography 56, 187–198.
Mapping non-native invasive species and accessibility in an urban forest: a case study of participatory mapping and citizen science in Atlanta, Georgia.Crossref | GoogleScholarGoogle Scholar |

Herrick, JE, Karl, JW, McCord, SE, Buenemann, M, Riginos, C, Courtright, E, Van Zee, J, Ganguli, AC, Angerer, J, Brown, JR, Kimiti, DW, Saltzman, R, Beh, A, and Bestelmeyer, B (2017). Two new mobile apps for rangeland inventory and monitoring by landowners and land managers. Rangelands 39, 46–55.
Two new mobile apps for rangeland inventory and monitoring by landowners and land managers.Crossref | GoogleScholarGoogle Scholar |

Huddart, JEA, Thompson, MSA, Woodward, G, and Brooks, SJ (2016). Citizen science: from detecting pollution to evaluating ecological restoration. WIREs Water 3, 287–300.
Citizen science: from detecting pollution to evaluating ecological restoration.Crossref | GoogleScholarGoogle Scholar |

Husson, E, Ecke, F, and Reese, H (2016). Comparison of manual mapping and automated object-based image analysis of non-submerged aquatic vegetation from very-high-resolution UAS images. Remote Sensing 8, .
Comparison of manual mapping and automated object-based image analysis of non-submerged aquatic vegetation from very-high-resolution UAS images.Crossref | GoogleScholarGoogle Scholar |

Hyder, K, Townhill, B, Anderson, LG, Delany, J, and Pinnegar, JK (2015). Can citizen science contribute to the evidence-base that underpins marine policy? Marine Policy 59, 112–120.
Can citizen science contribute to the evidence-base that underpins marine policy?Crossref | GoogleScholarGoogle Scholar |

Irwin, A (2018). No PhDs needed: how citizen science is transforming research. Nature 562, 480–483.
No PhDs needed: how citizen science is transforming research.Crossref | GoogleScholarGoogle Scholar |

Johnston, SG, Slavich, PG, and Hirst, P (2003). Alteration of groundwater and sediment geochemistry in a sulfidic backswamp due to Melaleuca quinquenervia encroachment. Soil Research 41, 1343–1367.
Alteration of groundwater and sediment geochemistry in a sulfidic backswamp due to Melaleuca quinquenervia encroachment.Crossref | GoogleScholarGoogle Scholar |

Kirchhoff, C, Callaghan, CT, Keith, DA, Indiarto, D, Taseski, G, Ooi, MKJ, Le Breton, TD, Mesaglio, T, Kingsford, RT, and Cornwell, WK (2021). Rapidly mapping fire effects on biodiversity at a large-scale using citizen science. Science of The Total Environment 755, .
Rapidly mapping fire effects on biodiversity at a large-scale using citizen science.Crossref | GoogleScholarGoogle Scholar |

Knickerbocker, CM, Leitholf, S, Stephens, EL, Keellings, DJ, Laird, H, Anderson, CJR, Fauth, JE, and Quintana-Ascencio, PF (2009). Tree encroachment of a sawgrass (Cladium jamaicense) marsh within an increasingly urbanized ecosystem. Natural Areas Journal 29, 15–26.
Tree encroachment of a sawgrass (Cladium jamaicense) marsh within an increasingly urbanized ecosystem.Crossref | GoogleScholarGoogle Scholar |

Kobayashi, T, Krogh, M, Hiroyuki II Shiel, RJ, Segers, H, Ling, J, Hunter, SJ, and Pritchard, T (2020). Zooplankton species richness and abiotic conditions in Thirlmere Lakes, New South Wales, Australia, with reference to water-level fluctuations. Australian Zoologist 41, 107–123.
Zooplankton species richness and abiotic conditions in Thirlmere Lakes, New South Wales, Australia, with reference to water-level fluctuations.Crossref | GoogleScholarGoogle Scholar |

Kosmala, M, Wiggins, A, Swanson, A, and Simmons, B (2016). Assessing data quality in citizen science. Frontiers in Ecology and the Environment 14, 551–560.
Assessing data quality in citizen science.Crossref | GoogleScholarGoogle Scholar |

Ling, JE, and Jacobs, SWL (2011). Testing and developing a wetland assessment index in southeast Australia using aquatic plants. Telopea 13, 257–275.
Testing and developing a wetland assessment index in southeast Australia using aquatic plants.Crossref | GoogleScholarGoogle Scholar |

Lottig, NR, Wagner, T, Norton Henry, E, Spence Cheruvelil, K, Webster, KE, Downing, JA, and Stow, CA (2014). Long-term citizen-collected data reveal geographical patterns and temporal trends in lake water clarity. PLoS ONE 94, .
Long-term citizen-collected data reveal geographical patterns and temporal trends in lake water clarity.Crossref | GoogleScholarGoogle Scholar |

McInnes, RJ, Davidson, NC, Rostron, CP, Simpson, M, and Finlayson, CM (2020). A citizen science state of the world’s wetlands survey. Wetlands 40, 1577–1593.
A citizen science state of the world’s wetlands survey.Crossref | GoogleScholarGoogle Scholar |

McKinley, DC, Miller-Rushing, AJ, Ballard, HL, Bonney, R, Brown, H, Cook-Patton, SC, Evans, DM, French, RA, Parrish, JK, Phillips, TB, Ryan, SF, Shanley, LA, Shirk, JL, Stepenuck, KF, Weltzin, JF, Wiggins, A, Boyle, OD, Briggs, RD, Chapin, SF, Hewitt, DA, Preuss, PW, and Soukup, MA (2017). Citizen science can improve conservation science, natural resource management, and environmental protection. Biological Conservation 208, 15–28.
Citizen science can improve conservation science, natural resource management, and environmental protection.Crossref | GoogleScholarGoogle Scholar |

Miller-Rushing, A, Primack, R, and Bonney, R (2012). The history of public participation in ecological research. Frontiers in Ecology and the Environment 10, 285–290.
The history of public participation in ecological research.Crossref | GoogleScholarGoogle Scholar |

Nancarrow J (1996) Streamwatch-Wetter than life itself. In ‘Proceedings of the 9th Biennial National Conference of the Australian Association for Environmental Education and the Marine Society of Australasia, 13–17 January 1997’. (Ed. JJ Todd) pp. 203–210. (University of Tasmania, Hobart). Available at https://files.eric.ed.gov/fulltext/ED446893.pdf#page=235

New South Wales Department of Planning, Industry and Environment (NSW DPIE) (2019) National Parks Wildlife Service. Thirlmere Lakes National Park: Plan of Management. Office of Environment and Heritage, Sydney NSW. Available at https://www.environment.nsw.gov.au/-/media/OEH/Corporate-Site/Documents/Parks-reserves-and-protected-areas/Parks-plans-of-management/thirlmere-lakes-national-park-plan-of-management-190545.pdf

NSW Government (2016) Biodiversity Conservation Act 2016. Available at https://legislation.nsw.gov.au/view/html/inforce/current/act-2016-063 [accessed November 2019]

Pecl G, Gillies C, Sbrocchi C, Roetman P (2015) Building Australia through citizen science. Australian government Office of the Chief Scientist. Occasional Paper series Issue. 11 July 2015. Available at https://apo.org.au/sites/default/files/resource-files/2015-07/apo-nid56434.pdf

Pecl, GT, Stuart-Smith, J, Walsh, P, Bray, DJ, Kusetic, M, Burgess, M, Frusher, SD, Gledhill, DC, George, O, Jackson, G, Keane, J, Martin, VY, Nursey-Bray, M, Pender, A, Robinson, LM, Rowling, K, Sheaves, M, and Moltschaniwskyj, N (2019). Redmap Australia: challenges and successes with a large-scale citizen science-based approach to ecological monitoring and community engagement on climate change. Frontiers in Marine Science 6, .
Redmap Australia: challenges and successes with a large-scale citizen science-based approach to ecological monitoring and community engagement on climate change.Crossref | GoogleScholarGoogle Scholar |

Pells P, Pells S (2016) The water levels of Thirlmere Lakes–where did the water go, and when will it return?. In ‘IAHR APD 2016: 20th Congress of the Asia Pacific Division of the International Association for Hydro Environment Engineering & Research, 28–31 August, Colombo, Sri Lanka’. Available at http://www.iahrapd2016.info/

Pirotta, V, Reynolds, W, Ross, G, Jonsen, I, Grech, A, Slip, D, and Harcourt, R (2020). A citizen science approach to long-term monitoring of humpback whales (Megaptera novaeangliae) off Sydney, Australia. Marine Mammal Science 36, 472–485.
A citizen science approach to long-term monitoring of humpback whales (Megaptera novaeangliae) off Sydney, Australia.Crossref | GoogleScholarGoogle Scholar |

Riley S, Finlayson M, Gore D, McLean W, Thomas K (2012) Thirlmere lakes inquiry – final report of the independent committee. Independent Thirlmere Lakes Inquiry Committee. Unpublished report, October 2012, 474pp. Available at https://www.environment.nsw.gov.au/research-and-publications/publications-search/thirlmere-lakes-inquiry-final-report-of-the-independent-committee [Accessed July 2021]

Roger, E, Turak, E, and Tegart, P (2019). Adopting citizen science as a tool to enhance monitoring for an environment agency. Citizen Science: Theory and Practice 4, .
Adopting citizen science as a tool to enhance monitoring for an environment agency.Crossref | GoogleScholarGoogle Scholar |

Roger, E, Tegart, P, Dowsett, R, Kinsela, MA, Harley, MD, and Ortac, G (2020). Maximising the potential for citizen science in New South Wales. Australian Zoologist 40, 449–461.
Maximising the potential for citizen science in New South Wales.Crossref | GoogleScholarGoogle Scholar |

Rose, S, and Martin, HA (2007). The vegetation history of the Holocene at dry lake, Thirlmere, New South Wales. Proceedings of the Linnean Society of New South Wales 128, 15–55.

Saintilan, N, Bowen, S, Maguire, O, Karimi, SS, Wen, L, Powell, M, Colloff, MJ, Sandi, S, Saco, P, and Rodriguez, J (2021). Resilience of trees and the vulnerability of grasslands to climate change in temperate Australian wetlands. Landscape Ecology 36, 803–814.
Resilience of trees and the vulnerability of grasslands to climate change in temperate Australian wetlands.Crossref | GoogleScholarGoogle Scholar |

Silvertown, J (2009). A new dawn for citizen science. Trends in Ecological & Evolution 24, 467–471.
A new dawn for citizen science.Crossref | GoogleScholarGoogle Scholar |

Simpson, GD, Parker, J, Gibbens, E, and Ladd, PG (2020). A hybrid method for citizen science monitoring of recreational trampling in urban remnants: a case study from Perth, Western Australia. Urban Science 4, 72.
A hybrid method for citizen science monitoring of recreational trampling in urban remnants: a case study from Perth, Western Australia.Crossref | GoogleScholarGoogle Scholar |

Steven, R, Barnes, M, Garnett, ST, Garrard, G, O’Connor, J, Oliver, JL, Robinson, C, Tulloch, A, and Fuller, RA (2019). Aligning citizen science with best practice: threatened species conservation in Australia. Conservation Science and Practice 1, .
Aligning citizen science with best practice: threatened species conservation in Australia.Crossref | GoogleScholarGoogle Scholar |

Storey, RG, Wright-Stow, A, Kin, E, Davies-Colley, RJ, and Stott, R (2016). Volunteer stream monitoring: do the data quality and monitoring experience support increased community involvement in freshwater decision making? Ecology and Society 21, .
Volunteer stream monitoring: do the data quality and monitoring experience support increased community involvement in freshwater decision making?Crossref | GoogleScholarGoogle Scholar |

Tiago, P, Ceia-Hasse, A, Marques, TA, Capinha, C, and Pereira, HM (2017). Spatial distribution of citizen science casuistic observations for different taxonomic groups. Scientific Reports 7, .
Spatial distribution of citizen science casuistic observations for different taxonomic groups.Crossref | GoogleScholarGoogle Scholar |

Tipping, PW, Martin, MR, Pierce, R, Center, TD, Pratt, PR, and Rayamajhi, MB (2012). Post-biological control invasion trajectory for Melaleuca quinquenervia in a seasonally inundated wetland. Biological Control 60, 163–168.
Post-biological control invasion trajectory for Melaleuca quinquenervia in a seasonally inundated wetland.Crossref | GoogleScholarGoogle Scholar |

Wallace, CSA, Walker, JJ, Skirvin, SM, Patrick-Birdwell, C, Weltzin, JF, and Raichle, H (2016). Mapping presence and predicting phenological status of invasive buffelgrass in southern Arizona using MODIS, climate and citizen science observation data. Remote Sensing 8, .
Mapping presence and predicting phenological status of invasive buffelgrass in southern Arizona using MODIS, climate and citizen science observation data.Crossref | GoogleScholarGoogle Scholar |

Warren, RJ, Rossell, IM, Moorhead, KK, and Dan Pittillo, J (2007). The influence of woody encroachment upon herbaceous vegetation in a Southern Appalachian wetland complex. The American Midland Naturalist 157, 39–51.
The influence of woody encroachment upon herbaceous vegetation in a Southern Appalachian wetland complex.Crossref | GoogleScholarGoogle Scholar |