journal article·2022-03-04Open access

Evaluation of Macrophyte Community Dynamics (2015–2020) in Southern Lake Garda (Italy) from Sentinel-2 Data

Nicola Ghirardi, Mariano Bresciani, Gary Free, Monica Pinardi, Rossano Bolpagni, Claudia Giardino

Applied Sciences· Volume 12· Issue 5

Abstract

Macrophytes are of fundamental importance to the functioning of lake ecosystems. They provide structure, habitat, and a food source and are a required component in monitoring programs of lake ecological quality. The key aim of this study is to document the variation in spatial extent and density of macrophytes seasonally between 2015 and 2020 of the Sirmione Peninsula (Lake Garda, Italy), using Sentinel-2 imagery. In addition to this, our results were compared to previous data from imaging spectrometry; individual parameters affecting macrophyte communities were tested, and the possible effect of the COVID-19 lockdown on macrophyte colonization was evaluated. Satellite images allowed the mapping of the spatiotemporal dynamics of submerged rooted macrophytes in order to support monitoring of the shallow water ecosystem under study. Substantial changes were found in both spatial extent and density over the period from 2015 to 2020, particularly in 2019 when there was almost a complete absence of dense macrophytes. Variables found to influence the amount of macrophytes included transparency, chlorophyll–a, water level, winter wave height, and grazing by herbivores. A separate analysis focusing on areas associated with boat transit found a recovery in macrophyte coverage during the period of COVID-19 lockdown. The outcome of the study highlights a decline in the density of the macrophytes and a shift towards deeper areas compared to the situation in 1997. The area examined is part of an internationally important site containing the highest abundance and diversity of overwintering water birds in Italy. Exploiting satellite data at high frequency provided an insight to understand the dynamic changes and interactions with herbivorous birds, environmental factors, and anthropogenic pressures, revealing a delicately balanced and threatened ecosystem.
Source: crossref · Quality: baseline

Research context

OpenAlex topics: Aquatic Ecosystems and Phytoplankton Dynamics · Marine and coastal ecosystems · Coastal wetland ecosystem dynamics

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

Affiliations

CNR–Institute for Electromagnetic Sensing of the Environmental, Via A. Corti 12, 20133 Milan, Italy

Department of Chemistry, Life Sciences and Environmental Sustainability, University of Parma, Parco Area delle Scienze 33/A, 43124 Parma, Italy

References (100+)

Show source-provided references
1. Ecological impacts of global warming and water abstraction on lakes and reservoirs due to changes in water level and related changes in salinity10.1007/s10750-014-2169-x ↗
2. Phenological shifts in lake stratification under climate change10.1038/s41467-021-22657-4 ↗
3. Global lake responses to climate change10.1038/s43017-020-0067-5 ↗
4. Ghirardi, N., Bolpagni, R., Bresciani, M., Valerio, G., Pilotti, M., and Giardino, C. (2019). Spatiotemporal dynamics of submerged aquatic vegetation in a deep lake from Sentinel-2 data. Water, 11.10.3390/w11030563 ↗
5. Thomaz, S.M. (2021). Ecosystem services provided by freshwater macrophytes. Hydrobiologia., 1–21.
6. Retrospective assessment of macrophytic communities in southern Lake Garda (Italy) from in situ and MIVIS10.4081/jlimnol.2012.e19 ↗
7. Short-term dynamics of submerged aquatic vegetation diversity and abundance in deep lakes10.1111/avsc.12245 ↗
8. Aquatic vegetation in deep lakes: Macrophyte co-occurrence patterns and environmental determinants10.4081/jlimnol.2017.1687 ↗
9. Yadav, S., Yoneda, M., Susaki, J., Tamura, M., Ishikawa, K., and Yamashiki, Y. (2017). A satellite-based assessment of the distribution and biomass of submerged aquatic vegetation in the optically shallow basin of Lake Biwa. Remote Sens., 9.10.3390/rs9090966 ↗
10. Sentinel-2 for mapping the spatio-temporal development of submerged aquatic vegetation at Lake Starnberg (Germany)10.4081/jlimnol.2019.1824 ↗
11. A preliminary evaluation of lake morphometric traits influence on the maximum colonization depth of aquatic plants10.4081/jlimnol.2014.932 ↗
12. Water-level fluctuations regulate the structure and functioning of natural lakes10.1111/fwb.12699 ↗
13. Impact of herbivory and competition on lake ecosystem structure: Underwater experimental manipulation10.1038/s41598-018-30598-0 ↗
14. Impact of upstream landslide on perialpine lake ecosystem: An assessment using multi-temporal satellite data10.1016/j.scitotenv.2020.137627 ↗
15. Limitations of Macrophytes in a Eutrophic Lake, Loch Leven: II. Wave Action, Sediments and Waterfowl Grazing10.2307/2259493 ↗
16. Root anchorage and its significance for submerged plants in shallow lakes10.1111/j.1365-2745.2005.00980.x ↗
17. Zhao, F., Fang, X., Zhao, Z., and Chai, X. (2021). Effects of Water Level Fluctuations on the Growth Characteristics and Community Succession of Submerged Macrophytes: A Case Study of Yilong Lake, China. Water, 13.10.3390/w13202900 ↗
18. Zhao, D., Jiang, H., Cai, Y., and An, S. (2012). Artificial Regulation of Water Level and Its Effect on Aquatic Macrophyte Distribution in Taihu Lake. PLoS ONE, 7.10.1371/journal.pone.0044836 ↗
19. Effects of Grazing by Fish and Waterfowl on the Biomass and Species Composition of Submerged Macrophytes10.1007/BF00012769 ↗
20. Effects of boat traffic and mooring infrastructure on aquatic vegetation: A systematic review and meta-analysis10.1007/s13280-019-01215-9 ↗
21. Multiple threats imperil freshwater biodiversity in the Anthropocene10.1016/j.cub.2019.08.002 ↗
22. Council Directive 92/43/EEC of 21 May 1992 on the conservation of natural habitats and of wild fauna and flora
23. Integrating the water framework directive into the habitats directive: Analysis of distribution patterns of lacustrine EU habitats in lakes of Lombardy (northern Italy)10.4081/jlimnol.2017.1627 ↗
24. (2021, December 13). Directive 2000/60/EC of the European Parliament and of the Council of 23 October 2000 Establishing a Framework for Community Action in the Field of Water Policy. Available online: https://ec.europa.eu/environment/water/water-framework/index_en.html/.
25. A method of mapping macrophytes in large lakes with regard to the requirements of the Water Framework Directive10.1016/S0075-9511(04)80033-1 ↗
26. Schaumburg, J., Schranz, C., Stelzer, D., and Hofmann, G. (2007). Action instructions for the ecological evaluation of lakes for implementation of the EU Water Framework Directive: Makrophytes and Phytobenthos. Bavar. Environ. Agency, 69, Available online: https://www.planktonforum.eu/fileadmin/user_upload/instruction_protocol_lakes_2007.pdf/.
27. Oggioni, A., Buzzi, F., and Bolpagni, R. (2011). Indici Macrofitici per la Valutazione della Qualità Ecologica dei Laghi: MacroIMMI e MTIspecies, CNR-ISE. Report 03.11.
28. Modeling seagrass landscape pattern and associated ecological attributes10.1890/1051-0761(2002)012[0218:MSLPAA]2.0.CO;2 ↗
29. Spatial and temporal variation in spectral reflectance: Are seagrass species spectrally distinct?10.4319/lo.2003.48.1_part_2.0464 ↗
30. Measuring freshwater aquatic ecosystems: The need for a hyperspectral global mapping satellite mission10.1016/j.rse.2015.05.023 ↗
31. Remote sensing of aquatic vegetation: Theory and applications10.1007/s10661-007-9855-3 ↗
32. Multiproxy reconstruction of a large and deep subalpine lake’s ecological history since the Middle Ages10.1016/j.jglr.2015.08.008 ↗
33. Recent changes in macrophyte colonisation patterns: An imaging spectrometry-based evaluation of southern Lake Garda (northern Italy)10.1117/1.2834807 ↗
34. Global loss of aquatic vegetation in lakes10.1016/j.earscirev.2017.08.013 ↗
35. Long-term dynamics of submerged macrophytes and algae in a small and shallow, eutrophic lake: Implications for the stability of macrophyte-dominance10.1111/j.1365-2427.2009.02353.x ↗
36. Submerged macrophyte decline in shallow lakes: What have we learnt in the last forty years?10.1016/j.aquabot.2016.04.004 ↗
37. Long-term changes of submerged macrophytes in the Lower Danube Wetland System10.1023/B:HYDR.0000008601.16757.35 ↗
38. Seasonal dynamics of macrophytes and phytoplankton in shallow lakes: A eutrophication-driven pathway from plants to plankton?10.1111/j.1365-2427.2009.02365.x ↗
39. Changes in aquatic plants in the Italian volcanic-lake system detected using current data and historical records10.1016/j.aquabot.2013.07.005 ↗
40. Spatial and seasonal variation of water parameters, sediment properties, and submerged macrophytes after ecological restoration in a long-term (6 year) study in Hangzhou west lake in China: Submerged macrophyte distribution influenced by environmental variables10.1016/j.watres.2020.116379 ↗
41. Five decades of dramatic changes in submerged vegetation in Lake Constance10.1016/j.aquabot.2017.10.006 ↗
42. Limnological research in the deep southern subalpine lakes: Synthesis, directions and perspectives10.1080/19475721003735773 ↗
43. Vertical mixing as a determinant of trophic status in deep lakes: A case study from two lakes south of the Alps (Lake Garda and Lake Iseo)10.4081/jlimnol.2003.s1.33 ↗
44. Implications of water resources management on the long-term regime of Lake Garda (Italy)10.1016/j.jenvman.2021.113893 ↗
45. Sauro, U., Simoni, C., Turri, E., and Varanini, G.M. (2001). La macchina idraulica. Il Lago di Garda. Cierre Edizioni, Cierre Edizioni.
46. Long-term trends of chemical and modelled photochemical parameters in four Alpine lakes10.1016/j.scitotenv.2015.08.149 ↗
47. Ongoing ecological shifts in a large lake are driven by climate change and eutrophication: Evidences from a three-decade study in Lake Garda10.1007/s10750-017-3402-1 ↗
48. Long-term phytoplankton community changes in a deep subalpine lake: Responses to nutrient availability and climatic fluctuations10.1111/j.1365-2427.2009.02325.x ↗
49. Lake management in Italy: The implications of the Water Framework Directive10.1046/j.1440-1770.2003.00210.x ↗
50. Charophytes of the lake Garda (Northern Italy): A preliminary assessment of diversity and distribution10.4081/jlimnol.2013.e31 ↗
51. (2021, November 01). Copernicus Open Access Hub. Available online: https://scihub.copernicus.eu/.
52. (2021, November 01). ONDA Catalogue. Available online: https://catalogue.onda-dias.eu/catalogue/.
53. Second simulation of a satellite signal in the solar spectrum-vector (6SV)
54. Mapping phytoplankton blooms in deep subalpine lakes from Sentinel-2A and Landsat-810.1007/s10750-017-3462-2 ↗
55. A comparison of Sentinel-3-OLCI and Sentinel-2-MSI-derived Chlorophyll-a maps for two large Italian lakes10.1080/2150704X.2019.1634298 ↗
56. (2021, November 18). AERONET Aerosol Robotic Network, Available online: https://aeronet.gsfc.nasa.gov/.
57. (2021, November 18). GIOVANNI the Bridge between Data and Science, Available online: https://giovanni.gsfc.nasa.gov/giovanni/.
58. BOMBER: A tool for estimating water quality and bottom properties from remote sensing images10.1016/j.cageo.2011.11.022 ↗
59. Evaluation of multi-resolution satellite sensors for assessing water quality and bottom depth of Lake Garda10.3390/s141224116 ↗
60. Earth observation for monitoring and mapping of cyanobacteria blooms. Case studies on five Italian lakes
61. Free, G., Bresciani, M., Pinardi, M., Ghirardi, N., Luciani, G., Caroni, R., and Giardino, C. (2021). Detecting Climate Driven Changes in Chlorophyll-a in Deep Subalpine Lakes Using Long Term Satellite Data. Water, 13.10.3390/w13060866 ↗
62. Coral reef habitat mapping: A combination of object-based image analysis and ecological modelling10.1016/j.rse.2018.02.005 ↗
63. Di Donato, V., Reynolds, E., and Picheta, R. (2021, May 04). All of Italy Is in Lockdown as Coronavirus Cases Rise. Available online: https://edition.cnn.com/2020/03/09/europe/coronavirus-italy-lockdown-intl/.
64. Harlan, C., and Pitrelli, S. (2021, May 04). Italy’s Coronavirus Lockdown Upends the Most Basic Routines and Joys. Available online: https://www.washingtonpost.com/world/italy-coronavirus-lockdown/2020/03/10/.
65. COVID-19 in Italy: Momentous decisions and many uncertainties10.1016/S2214-109X(20)30110-8 ↗
66. An evaluation of approaches used to determine the distribution and biomass of emergent and submerged aquatic macrophytes aver large spatial scales10.1016/S0304-3770(03)00105-0 ↗
67. Diurnal exchanges of CO2 and CH4 across the water-atmosphere interface in a water chestnut meadow (Trapa natans L.)10.1016/j.aquabot.2007.02.002 ↗
68. Net primary production and seasonal CO2 and CH4 fluxes in a Trapa natans L. meadow10.4081/jlimnol.2010.225 ↗
69. (2021, December 02). ARPA Veneto. Available online: https://www.arpa.veneto.it/temi-ambientali/acqua/acque-interne/acque-superficiali/laghi/dati.
70. Crétaux, J.F., Merchant, C.J., Duguay, C., Simis, S., Calmettes, B., Bergé-Nguyen, M., Wu, Y., Zhang, D., Carrea, L., and Liu, X. (2020). ESA Lakes Climate Change Initiative (Lakes_cci): Lake Products, Centre for Environmental Data Analysis. Version 1.0.
71. Longoni, V., and Fasola, M. (2015). Censimento Annuale degli Uccelli Acquatici Svernanti in Lombardia. Resoconto 2015, Regione Lombardia.
72. Longoni, V., and Fasola, M. (2016). Censimento Annuale degli Uccelli Acquatici Svernanti in Lombardia. Resoconto 2016, Regione Lombardia.
73. Longoni, V., and Fasola, M. (2017). Censimento Annuale degli Uccelli Acquatici Svernanti in Lombardia. Resoconto 2017, Regione Lombardia.
74. Longoni, V., and Fasola, M. (2018). Le Popolazioni di Uccelli Acquatici Svernanti in Lombardia, 2018, Regione Lombardia.
75. Longoni, V., and Fasola, M. (2019). Le Popolazioni di Uccelli Acquatici Svernanti in Lombardia, 2019, Regione Lombardia.
76. Longoni, V., and Fasola, M. (2020). Le Popolazioni di Uccelli Acquatici Svernanti in Lombardia, 2020, Regione Lombardia.
77. Changes in Functional Composition and Diversity of Waterbirds: The Roles of Water Level and Submerged Macrophytes10.1111/fwb.13531 ↗
78. (2021, October 29). AIPO Agenzia Interregionale Per Il Fiume Po. Available online: https://www.agenziapo.it/content/monitoraggio-idrografico-0.
79. (2021, November 23). Provincia di Brescia. Available online: http://turismoweb.provincia.brescia.it/statistiche/index.php.
80. (2021, December 02). COPERNICUS Climate Data Store. Available online: https://cds.climate.copernicus.eu/cdsapp#!/home.
81. Prediction of Wave Height and Period for a Constant Wind Velocity Using the JONSWAP Results10.1016/0029-8018(82)90042-7 ↗
82. (2021, November 17). ECMWF: ERA5 Data and Documentation. Available online: https://confluence.ecmwf.int/display/CKB/ERA5%3A+data+documentation.
83. McCune, B. (2006). Nonparametric Multiplicative Regression for Habitat Modeling, Oregon State University.
84. Openair—An R Package for Air Quality Data Analysis10.1016/j.envsoft.2011.09.008 ↗
85. R Core Team, R. (2019). A Language and Environment for Statistical Computing, R Foundation for Statistical Computing.
86. McCune, B., and Mefford, M.J. (2009). HyperNiche. Nonparametric Multiplicative Habitat Modeling, MjM Software. Version 2.25.
87. Fritz, C., Dörnhöfer, K., Schneider, T., Geist, J., and Oppelt, N. (2017). Mapping submerged aquatic vegetation using RapidEye satellite data: The example of Lake Kummerow (Germany). Water, 9.10.3390/w9070510 ↗
88. Amadori, M., Zamparelli, V., De Carolis, G., Fornaro, G., Toffolon, M., Bresciani, M., Giardino, C., and De Santi, F. (2021). Monitoring Lakes Surface Water Velocity with SAR: A Feasibility Study on Lake Garda, Italy. Remote Sens., 13.10.3390/rs13122293 ↗
89. The Relationship between an Index of Fish Production and Submerged Macrophytes and Other Habitat Features at Three Littoral Areas in the Great Lakes10.1139/f95-271 ↗
90. Distribution of Macroinvertebrates in Relation to Physical and Biological Variables in the Littoral Zone of Nine New Zealand Lakes10.1023/A:1013178016080 ↗
91. The Identification, Characterization and Conservation Value of Isoetid Lakes in Ireland10.1002/aqc.988 ↗
92. Herbivory on Freshwater Macrophytes10.1016/0304-3770(91)90044-6 ↗
93. Non-Indigenous Invertebrates, Fish and Macrophytes in Lake Garda (Italy)10.4081/jlimnol.2011.315 ↗
94. Decline of Charophytes during Eutrophication: Comparison with Angiosperms10.1111/j.1365-2427.1992.tb00557.x ↗
95. Role of Sediment and Internal Loading of Phosphorus in Shallow Lakes
96. A Mechanism to Account for Macrophyte Decline in Progressively Eutrophicated Freshwaters10.1016/0304-3770(78)90012-8 ↗
97. The Identification of Lake Types Using Macrophyte Community Composition in Ireland
98. Climatic Effects on Vertical Mixing and Deep-Water Oxygen Content in the Subalpine Lakes in Italy10.1007/s10750-018-3623-y ↗
99. Frequency of Severe Thunderstorms across Europe Expected to Increase in the 21st Century Due to Rising Instability
100. Ranasinghe, R., Ruane, A.C., Vautard, R., Arnell, N., Coppola, E., Cruz, F.A., Dessai, S., Islam, A.S., Rahimi, M., and Ruiz Carrascal, D. (2021). Chapter 12: Climate Change Information for Regional Impact and for Risk Assessment. Climate Change 2021: The Physical Science Basis, Cambridge University Press. Contribution of Working Group I to the Sixth Assessment Report of the Intergovernmental Panel on Climate Change.