Skip to main content

An expert system as an applied tool for the conservation of semi-natural grasslands on the Iberian Peninsula

Abstract

Semi-natural grasslands have an important conservation value in Europe but have been in continuous decline since the early twentieth century. Valuable and well-preserved semi-natural grasslands must be identified in order to plan conservation and restoration strategies. The main aim of this paper is to develop an expert system based on diagnostic species for the identification and assessment of EU semi-natural grasslands using a dataset of 3238 vegetation plots from the Iberian Peninsula (Portugal and Spain, including the French Pyrenees). The dataset was obtained by stratified resampling of a larger dataset of 12,204 vegetation plots containing other related grasslands and herbaceous vegetation types. We applied a k-means classification on the resampled dataset and selected the diagnostic species for each group of EU semi-natural grasslands in order to develop an expert classification system with definitions based on their species composition and biogeographic distribution. The expert-based classification was applied to 14 vegetation subtypes belonging to semi-natural grasslands in the Habitats Directive, corresponding to semi-dry calcareous grasslands (Habitat 6210), Nardus grasslands (6230), hay meadows (6510, 6520) and Molinia meadows on peaty soils (6410). We provide a practical and easy tool for the identification, monitoring and assessment of EU semi-natural grasslands on the Iberian Peninsula.

This is a preview of subscription content, access via your institution.

Fig. 1

adapted from Rivas-Martínez et al. 2004)

References

  • Bruelheide H, Chytrý M (2000) Towards unification of national classifications: a comparison of two methods for analysis of large data sets. J Veg Sci 11:295–306

    Article  Google Scholar 

  • Chytrý M (2007–2013) Vegetace České republiky 1–4. [Vegetation of the Czech Republic 1–4]. Academia, Praha

  • Chytrý M, Pyšek P, Tichý L, Knollová I, Danihelka J (2005) Invasions by alien plants in the Czech Republic: a quantitative assessment across habitats. Preslia 77:339–354

    Google Scholar 

  • De Cáceres M, Chytrý M, Agrillo E et al (2015) A comparative framework for broad-scale plot-based vegetation classification. Appl Veg Sci 18:543–560

    Article  Google Scholar 

  • Dengler J, Jansen F, Glöckler F et al (2011) The Global Index of Vegetation-Plot Databases (GIVD): a new resource for vegetation science. J Veg Sci 22:582–597

    Article  Google Scholar 

  • Emanuelsson U (2008) Semi-natural grasslands in Europe today. Grassland Sci Eur 13:3–8

    Google Scholar 

  • Euro+Med (2006–2018) The Euro+Med Plant Base—the information resource for Euro-Mediterranean plant diversity. https://ww2.bgbm.org/EuroPlusMed/. Accessed 9 Feb 2018

  • Commission E (2013) Interpretation manual of European union habitats—EUR28. European Commission DG Environment, Brussels

    Google Scholar 

  • Evans D (2013) Interpreting the habitats of Annex I: past, present and future. Acta Bot Gall 157:677–686

    Article  Google Scholar 

  • Fischer HS (2015) On the combination of species cover values from different vegetation layers. Appl Veg Sci 18:169–170

    Article  Google Scholar 

  • Font X (1993) Estudis geobotànics sobre els prats xeròfils de l'estatge montà dels Pirineus. Arxius Secc Ci Inst Estud Catalans 105:1–828

    Google Scholar 

  • García-Madrid AS, Rodríguez-Rojo MP, Cantó P, Molina-Abril JA (2016) Diversity and classification of tall humid herb grasslands (Molinio-Holoschoenion) in Western Mediterranean Europe. Appl Veg Sci 19:736–739

    Article  Google Scholar 

  • Gavilán RG, Vilches B, Font X, Jiménez-Alfaro B (2017) A review of high-mountain acidophilous vegetation in the Iberian Peninsula. Appl Veg Sci 20:513–526

    Article  Google Scholar 

  • Giarrizzo E, Burrascano S, Chiti T, de Bello F, Lepš J, Zavattero L, Blasi C (2017) Re-visiting historical semi-natural grasslands in the Apennines to assess patterns of changes in species composition and functional traits. Appl Veg Sci 20:247–258

    Article  Google Scholar 

  • Gigante D, Acosta ATR, Agrillo E (2018) Habitat conservation in Italy: the state of the art in the light of the first European red list of terrestrial and freshwater habitats. Rend Lincei-Sci Fis 29:251–261

    Article  Google Scholar 

  • Guarino R, Willner W, Pignatti S, Attorre F, Loidi J (2018) Spatio-temporal variations in the application of the Braun-Blanquet approach in Europe. Phytocoenologia 48:239–250

    Article  Google Scholar 

  • Hrivnák R, Bubíková K, Oťaheľová H, Šumberová K (2019) Formalised classification of aquatic vegetation in Slovakia. Phytocoenologia 49:107–133

    Article  Google Scholar 

  • Janssen JAM, Rodwell JS, García Criado M et al (2016) European red list of habitats–Part 2. Terrestrial and freshwater habitats. Publications Office of the European Union, Luxembourg

    Google Scholar 

  • Kuzemko A (2016) Classification of the class Molinio-Arrhenatheretea in the forest and forest-steppe zones of Ukraine. Phytocoenologia 46:241–256

    Article  Google Scholar 

  • Landucci F, Tichý L, Šumberová K, Chytrý M (2015) Formalized classification of species-poor vegetation: a proposal of a consistent protocol for aquatic vegetation. J Veg Sci 26:791–803

    Article  Google Scholar 

  • Loidi L, Campos JA, Herrera M, Biurrun I, García-Mijangos I, García-Baquero G (2015) Eco-geographical factors affecting richness and phylogenetic diversity patterns of high-mountain flora in the Iberian Peninsula. Alpine Bot 125:137–146

    Article  Google Scholar 

  • Marcenò C, Guarino R, Loidi J et al (2018) Classification of European and mediterranean coastal dune vegetation. Appl Veg Sci 21:533–559

    Article  Google Scholar 

  • Mucina L, Bültmann H, Dierßen K et al (2016) Vegetation of Europe: hierarchical floristic classification system of vascular plant, bryophyte, lichen, and algal communities. Appl Veg Sci 19(Suppl. 1):3–264

    Article  Google Scholar 

  • Pakeman RJ, Hewison RL, Riach D, Fisher JM, Hurskainen S, Fielding DA, Mitchell RJ (2017) Long-term functional structure and functional diversity changes in Scottish grasslands. Agr Ecosyst Environ 247:352–362

    Article  Google Scholar 

  • Pitkänen TP, Kumpulainen J, Lehtinen J, Sihvonen M, Käyhkö N (2016) Landscape history improves detection of marginal habitats on semi-natural grasslands. Sci Total Environ 539:359–369

    Article  CAS  PubMed  Google Scholar 

  • Pulgar I, Izco J (2007) Characterization and classification of caespitose acidophilous pastures of South-west Europe (Festucetea indigestae class). Plant Biosyst 141:363–383

    Article  Google Scholar 

  • Rivas-Martínez S, Penas A, Díaz TE (2004) Biogeographic map of Europe. Cartographic Service. University of León, León

    Google Scholar 

  • Rivas-Martínez S (2011) Mapa de series, geoseries y geopermaseries de vegetación de España (Memoria del Mapa de Vegetación Potencial de España, parte II). Itinera Geobot 18:5–800

    Google Scholar 

  • Rodríguez-Rojo MP, Fernández-González F (2014) Diversity patterns and typology of Cynosurus cristatus grasslands (Cynosurion cristati Tüxen 1947) in the Iberian Peninsula. Folia Geobot 49:461–486

    Article  Google Scholar 

  • Rodríguez-Rojo MP, Fernández-González F, Tichý L, Chytrý M (2014) Vegetation diversity of mesic grasslands (Arrhenatheretalia) on the Iberian Peninsula. Appl Veg Sci 17:780–796

    Article  Google Scholar 

  • Rodríguez-Rojo MP, Jiménez-Alfaro B, Jandt U, Bruelheide H, Rodwell JS, Schaminée JHJ, Perrin PMP, Kącki Z, Willner W, Fernández-González F, Chytrý M (2017) Diversity of lowland and hay meadows in Western and Central Europe. Appl Veg Sci 20:702–719

    Article  Google Scholar 

  • Rodwell JS, Evans D, Schaminée JHJ (2018) Phytosociological relationships in European Union policy-related habitat classifications. Rend Lincei-Sci Fis 29:237–249

    Article  Google Scholar 

  • Royer JM (1987) Les pelouses des Festuco-Brometea. D'un exemple régional à une vision eurosibérienne. Étude phytosociologique et phytogéographique. Dissertation, Université de Franche-Comté

  • San Miguel A, Roig S, Perea R (2016) The pastures of Spain. Pastos 46:6–39

    Google Scholar 

  • Schaminée JHP, Chytrý M, Hennekens SM et al (2018) Updated crosswalk of the revised EUNIS Habitat Classification with the European vegetation classification and indicator species for the EUNIS grassland, shrubland and forest types. European Environment Agency, Wageningen

    Google Scholar 

  • Tichý L (2002) JUICE, software for vegetation classification. J Veg Sci 13:451–453

    Article  Google Scholar 

  • Tichý L, Chytrý M (2006) Statistical determination of diagnostic species for site groups of unequal size. J Veg Sci 17:809–818

    Article  Google Scholar 

  • Tichý L, Chytrý M, Botta-Dukát Z (2014) Semi-supervised classification of vegetation: preserving the good old units and searching for new ones. J Veg Sci 25:1504–1512

    Article  Google Scholar 

  • Tichý L, Chytrý M, Landucci F (2019) GRIMP: a machine-learning method for improving groups of discriminating species in expert systems for vegetation classification. J Veg Sci 30:5–17

    Article  Google Scholar 

  • Tsiripidis I, Xystrakis F, Kallimanis A, Panitsa M, Dimopoulos P (2018) A bottom–up approach for the conservation status assessment of structure and functions of habitat types. Rend Lincei-Sci Fis 29:267–282

    Article  Google Scholar 

  • Westhoff V, van der Maarel E (1980) The Braun-Blanquet approach. In: Whittaker RH (ed) Classification of plant communities. The Hague, Boston, pp 287–399

    Google Scholar 

  • Velthof GL, Lesschen JP, Schils RLM, Smit A, Elbersen BS, Hazeu GW, Mucher CA, Oenema O (2014) Grassland areas, production and use. Lot 2. Methodological studies in the field of Agro-Environmental Indicators. European Commission, Wageningen

    Google Scholar 

  • Willner W, Kuzemko A, Dengler J et al (2017) A higher-level classification of the Pannonian and western Pontic steppe grasslands (Central and Eastern Europe). Appl Veg Sci 20:143–158

    Article  PubMed  Google Scholar 

  • Willner W, Roleček J, Korolyuk A et al (2019) Formalized classification of semi-dry grasslands in central and eastern Europe. Preslia 91:25–49

    Article  Google Scholar 

  • Wiser S, De Cáceres M (2013) Updating vegetation classifications: an example with New Zealand’s woody vegetation. J Veg Sci 24:80–93

    Article  Google Scholar 

  • Zajac M, Ujházy K, Škodová I, Kuzemko A, Borsukevych L, Danylyuk K, Duchoň M, Figura T, Kish R, Smatanová J, Turis P, Turisová I, Uhliarová E, Janišová M (2016) Classification of semi-natural mesic grasslands in the Ukrainian Carpathians. Phytocoenologia 46:257–293

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Maria Pilar Rodríguez-Rojo.

Additional information

Communicated by Daniel Sanchez Mata.

Publisher's Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Taxonomic reference: Euro+Med PlantBase (ww2.bgbm.org/EuroPlusMed, accessed 9 February 2018). Syntaxonomic reference: Rivas-Martínez (2011).

Electronic supplementary material

Rights and permissions

Reprints and Permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Rodríguez-Rojo, M.P., Font, X., García-Mijangos, I. et al. An expert system as an applied tool for the conservation of semi-natural grasslands on the Iberian Peninsula. Biodivers Conserv 29, 1977–1992 (2020). https://doi.org/10.1007/s10531-020-01963-1

Download citation

  • Received:

  • Revised:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s10531-020-01963-1

Keywords

  • Formalised classification
  • Grasslands
  • Habitats Directive
  • Habitat classification
  • Diagnostic species
  • Vegetation database