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Maintaining functional connectivity in grassland corridors between plantation forests promotes high-quality habitat and conserves range restricted grasshoppers

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Abstract

Context

Grassland corridors are set aside for biodiversity conservation within the commercial timber plantation landscape of South Africa, potentially connecting high value conservation areas together. However, the impact of the production landscape on functional connectivity within these corridors has not been investigated.

Objectives

We combine stacked species distribution modelling, functional connectivity analysis, species turnover calculations, and community analysis, to improve our understanding of how grassland corridors contribute to functional connectivity and biodiversity conservation within plantation landscapes.

Methods

Grasshoppers, which are reliable indicators of grassland quality, were used as model organisms and sampled within grassland corridors. Remote sensing and machine learning was used to predict functional connectivity and its influence on grasshoppers.

Results

Wide corridors along an elevation gradient with different aspects support different grasshopper assemblages and promote species turnover. Sensitive species occur at high elevations with a north-west facing slope in wide corridors that are functionally connected to large high-quality remnant patches. Maintenance of functional connectivity is dependent on the availability of high-quality habitat, which is shaped by prescribed burning, and has a significant effect on range restricted species. Not all high-quality habitat is functionally connected, attributed to exclusion of fire and/or invasive plants, requiring conservation intervention.

Conclusions

Prescribed burning should be used to maintain functional connectivity. We recommend less frequent fires, burning every 2–3 years, guided by NDVI. Large corridors at high elevation are priority. In estates with narrow corridors and low functional connectivity, stepping-stone habitats and grassland buffers next to roads should be considered for improved functional connectivity.

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Data availability

All the code, associated grasshopper data and land cover classification training data are stored on Zenodo (https://doi.org/10.5281/zenodo.6678088). Sentinel 2 image can be downloaded from Copernicus Open Access Hub (https://scihub.copernicus.eu/dhus). The 5 m resolution DEM can be ordered from GeoSmart space (https://geosmart.space/).

References

  • Adriaensen F, Chardon JP, De Blust G, Swinnen E, Villalba S, Gulinck H, Matthysen E (2003) The application of ‘least-cost’ modelling as a functional landscape model. Landsc Urban Plan 64:233–247

    Article  Google Scholar 

  • Ahmadi M, Balouchi BN, Jowkar H, Hemami M-R, Fadakar D, Malakouti-Khah S, Ostrowki S (2017) Combining landscape suitability and habitat connectivity to conserve the last surviving population of cheetah in Asia. Divers Distrib 23:592–603

    Article  Google Scholar 

  • Anantharaman R, Hall K, Shah VB, Edelman A (2020) Circuitscape in Julia: high performance connectivity modelling to support conservation decisions. JuliaCon Proc 1:58

    Article  Google Scholar 

  • Bazelet CS, Samways MJ (2011a) Identifying grasshopper bioindicators for habitat quality assessment of ecological networks. Ecol Indic 11:1259–1269

    Article  Google Scholar 

  • Bazelet CS, Samways MJ (2011b) Relative importance of management vs. design for implementation of large-scale ecological networks. Landsc Ecol 26:341–353

    Article  Google Scholar 

  • Betts MG, Phalan BT, Wolf C, Baker SC, Messier C, Puettmann KJ, Green R et al (2021) Producing wood at least cost to biodiversity: integrating Triad and sharing-sparing approaches to inform forest landscape management. Biol Rev 96:1301–1317

    Article  PubMed  Google Scholar 

  • Breckheimer I, Haddad NM, Morris WF, Trainor AM, Fields WR, Jobe RT, Hudgens BR et al (2014) Defining and evaluating the umbrella species concept for conserving and restoring landscape connectivity. Conserv Biol 28:1584–1593

    Article  PubMed  Google Scholar 

  • Cardoso P, Barton PS, Birkhofer K, Chichorro F, Deacon C, Fartmann T, Fukushima CS et al (2020) Scientists’ warning to humanity on insect extinctions. Biol Conserv 242:108426

    Article  Google Scholar 

  • Deák B, Valkó O, Nagy DD, Török P, Torma A, Lőrinczi G, Kelemen A et al (2020) Habitat islands outside nature reserves—threatened biodiversity hotspots of grassland specialist plant and arthropod species. Biol Conserv 241:108254

    Article  Google Scholar 

  • Dickson BG, Albano CM, Anantharaman R, Beier P, Fargione J, Graves TA, Gray ME et al (2019) Circuit-theory applications to connectivity science and conservation. Conserv Biol 33:239–249

    Article  PubMed  Google Scholar 

  • Dinerstein E, Olson D, Joshi A, Vynne C, Burgess ND, Wikramanayake E, Hahn N et al (2017) An ecoregion-based approach to protecting half the terrestrial realm. BioScience 67:534–545

    Article  PubMed  PubMed Central  Google Scholar 

  • Doherty TS, Driscoll DA (2017) Coupling movement and landscape ecology for animal conservation in production landscapes. Proc R Soc B 285:20172272

    Article  Google Scholar 

  • Domisch S, Friedrichs M, Hein T, Borgwardt F, Wetzig A, Jähnig SC, Langhans SD (2019) Spatial explicit species distribution models: a missed opportunity in conservation planning? Divers Distrib 25:758–769

    Article  Google Scholar 

  • Doyle PG, Snell JL (1984) Random walks and electric networks. Mathematical Association of America, Washington, D.C.

    Book  Google Scholar 

  • Dudley N, Jonas H, Nelson F, Parrish J, Pyhälä A, Stolton S, Watson JEM (2018) The essential role of other effective area-based conservation measures in achieving big bold conservation targets. Glob Ecol Conserv 15:e00424

    Article  Google Scholar 

  • Duflot R, Avon C, Roche P, Bergès L (2018) Combining habitat suitability models and spatial graphs for more effective landscape conservation planning: an applied methodological framework and a species case study. J Nat Conserv 46:38–47

    Article  Google Scholar 

  • Elith J, Leathwick JR (2009) Species Distribution Models: Ecological Explanation And Predictions across space and time. Annu Rev Ecol Evol Syst 40:677–697

    Article  Google Scholar 

  • Fartmann T, Krämer B, Stelzner F, Poniatowski D (2012) Orthoptera as ecological indicators for succession in steppe grassland. Ecol Indic 20:337–344

    Article  Google Scholar 

  • Ferrier S, Manion G, Elith J, Richardson K (2007) Using generalized dissimilarity modelling to analyse and predict patterns of beta diversity in regional biodiversity assessment. Divers Distrib 13:252–264

    Article  Google Scholar 

  • Fischer C, Hanslin HM, Hovstad KA, D’Amico M, Kollmann J, Kroeger SB, Bastianelli G et al (2022) The contribution of roadsides to connect grassland habitat patches for butterflies in landscapes of contrasting permeability. J Environ Manag 311:114846

    Article  Google Scholar 

  • Fitzpatrick MC, Mokany K, Manion G, Lisk M, Ferrier S, Nieto-Lugilde D (2021) gdm: generalized dissimilarity modeling. R package version 1.4.2.2. https://CRAN.R-project.org/package=gdm

  • Fontana V, Guariento E, Hilpold A, Niedrist G, Steinwandter M, Spitale D, Nascimbene J et al (2020) Species richness and beta diversity patterns of multiple taxa along an elevational gradient in pastured grasslands in the European Alps. Sci Rep 10:12516

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Gaigher R, Pryke JS, Samways MJ (2019) Divergent fire management leads to multiple beneficial outcomes for butterfly conservation in a production mosaic. J Appl Ecol 56:1322–1332

    Article  Google Scholar 

  • Gerlach J, Samways M, Pryke J (2013) Terrestrial invertebrates as bioindicators: an overview of available taxonomic groups. J Insect Conserv 17:831–850

    Article  Google Scholar 

  • Gobeyn S, Mouton AM, Cord AF, Kaim A, Volk M, Goethals PLM (2019) Evolutionary algorithms for species distribution modelling: a review in the context of machine learning. Ecol Model 392:179–195

    Article  Google Scholar 

  • Gorelick N, Hancher M, Dixon M, Ilyushchenko S, Thau D, Moore R (2017) Google Earth Engine: planetary-scale geospatial analysis for everyone. Remote Sens Environ 202:18–27

    Article  Google Scholar 

  • Gritti ES, Duputié A, Massol F, Chuine I (2013) Estimating consensus and associated uncertainty between inherently different species distribution models. Methods Ecol Evol 4:442–452

    Article  Google Scholar 

  • Joubert L, Pryke JS, Samways MJ (2014) Annual burning drives plant communities in remnant grassland ecological networks in an afforested landscape. S Afr J Bot 92:126–133

    Article  Google Scholar 

  • Joubert L, Pryke JS, Samways MJ (2016) Positive effects of burning and cattle grazing on grasshopper diversity. Insect Conserv Divers 9:290–301

    Article  Google Scholar 

  • Jung M, Rowhani P, Scharlemann JPW (2019) Impacts of past abrupt land change on local biodiversity globally. Nat Commun 10:5474

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Keeley JE (2009) Fire intensity, fire severity and burn severity: a brief review and suggested usage. Int J Wildl Fire 18:116–126

    Article  Google Scholar 

  • Keller D, van Strien MJ, Herrmann M, Bolliger J, Edwards PJ, Ghazoul J, Holderegger R (2013) Is functional connectivity in common grasshopper species affected by fragmentation in an agricultural landscape? Agric Ecosyst Environ 175:39–46

    Article  Google Scholar 

  • Kinvig R (2006) Biotic indicators of grassland condition in KwaZulu Natal with management recommendations. University of KwaZulu-Natal, Pietermaritzburg. PhD Dissertation. http://hdl.handle.net/10413/4396

  • Klein N, Theux C, Arlettaz R, Jacot A, Pradervand J-N (2020) Modeling the effects of grassland management intensity on biodiversity. Ecol Evol 10:13518–13529

    Article  PubMed  PubMed Central  Google Scholar 

  • Lewis J (2021) leastcostpath: modelling pathways and movement potential within a landscape. R package version 1.8.0. https://CRAN.R-project.org/package=leastcostpath

  • Löffler F, Fartmann T (2017) Effect of landscape and habitat quality on Orthoptera assemblages of pre-alpine calcareous grasslands. Agric Ecosyst Environ 248:71–81

    Article  Google Scholar 

  • Matenaar D, Bazelet CS, Hochkirch A (2015) Simple tools for the evaluation of protected areas for the conservation of grasshoppers. Biol Conserv 192:192–199

    Article  Google Scholar 

  • McClure ML, Hansen AJ, Inman RM (2016) Connecting models to movements: testing connectivity model predictions against empirical migration and dispersal data. Landsc Ecol 31:1419–1432

    Article  Google Scholar 

  • McRae BH, Dickson BG, Keitt TH, Shah VB (2008) Using circuit theory to model connectivity in ecology, evolution, and conservation. Ecology 89:2712–2724

    Article  PubMed  Google Scholar 

  • Oksanen J, Blanchet FG, Friendly M, Kindt R, Legendre P, McGlinn D, Minchin PR et al (2020) vegan: community ecology package. R package version 2.5.7. https://CRAN.R-project.org/package=vegan

  • Peterman WE (2018) ResistanceGA: an R package for the optimization of resistance surfaces using genetic algorithms. Methods Ecol Evol 9:1638–1647

    Article  Google Scholar 

  • Pliscoff P, Simonetti JA, Grez AA, Vergara PM, Barahona-Segovia RM (2020) Defining corridors for movement of multiple species in a forest-plantation landscape. Glob Ecol Conserv 23:e01108

    Article  Google Scholar 

  • Pollock LJ, O’Connor LMJ, Mokany K, Rosauer DF, Talluto MV, Thuiller W (2020) Protecting biodiversity (in all its complexity): new models and methods. Trends Ecol Evol 35:1119–1128

    Article  PubMed  Google Scholar 

  • Poniatowski D, Löffler F, Stuhldreher G, Borchard F, Krämer B, Fartmann T (2016) Functional connectivity as an indicator for patch occupancy in grassland specialists. Ecol Indic 67:735–742

    Article  Google Scholar 

  • Poniatowski D, Stuhldreher G, Löffler F, Fartmann T (2018) Patch occupancy of grassland specialist: habitat quality matters more than habitat connectivity. Biol Conserv 225:237–244

    Article  Google Scholar 

  • Pryke SR, Samways MJ (2001) Width of grassland linkages for the conservation of butterflies in South African afforested areas. Biol Conserv 101:85–96

    Article  Google Scholar 

  • Pryke JS, Samways MJ (2012a) Conservation management of complex natural forest and plantation edge effects. Landsc Ecol 27:73–85

    Article  Google Scholar 

  • Pryke JS, Samways MJ (2012b) Ecological networks act as extensions of protected areas for arthropod biodiversity conservation. J Appl Ecol 49:591–600

    Google Scholar 

  • Samways MJ (1990) Land forms and winter habitat refugia in the conservation of montane grasshoppers in Southern Africa. Conserv Biol 4:375–382

    Article  Google Scholar 

  • Samways MJ, Pryke JS (2016) Large-scale ecological networks do work in an ecologically complex biodiversity hotspot. AMBIO 45:161–172

    Article  PubMed  Google Scholar 

  • Saura S, Bodin Ö, Fortin M-J (2014) Stepping stones are crucial for species’ long-distance dispersal and range expansion through habitat networks. J Appl Ecol 51:171–182

    Article  Google Scholar 

  • Schmitt S, Pouteau R, Justeau D, de Boissieu F, Birnbaum P (2017) SSDM: an R package to predict distribution of species richness and composition based on stacked species distribution models. Methods Ecol Evol 8:1795–1803

    Article  Google Scholar 

  • Schowalter TD (2012) Insect responses to major landscape-level disturbance. Annu Rev Entomol 57:1–20

    Article  CAS  PubMed  Google Scholar 

  • Sidemo-Holm W, Ekroos J, Smith HG (2021) Land sharing versus land sparing—what outcomes are compared between which land uses? Conserv Sci Pract 3:e530

    Google Scholar 

  • Sitters H, Di Stefano J (2020) Integrating functional connectivity and fire management for better conservation outcomes. Conserv Biol 34:550–560

    Article  PubMed  Google Scholar 

  • Stanton RA, Boone WW, Soto-Shoender J, Fletcher RJ, Blaum N, McCleery RA (2018) Shrub encroachment and vertebrate diversity: a global meta-analysis. Glob Ecol Biogeogr 27:368–379

    Article  Google Scholar 

  • Theron KJ, Pryke JS, Samways MJ (2022) Identifying managerial legacies within conservation corridors using remote sensing and grasshoppers as bioindicators. Ecol Appl 32:e02496

    Article  PubMed  Google Scholar 

  • Theuerkauf J, Rouys S (2006) Do Orthoptera need human land use in central Europe? The role of habitat patch size and linear corridors in the Białowieża forest, Poland. Biodivers Conserv 15:1497–1508

    Article  Google Scholar 

  • Thompson PL, Rayfield B, Gonzalez A (2017) Loss of habitat and connectivity erodes species diversity, ecosystem functioning, and stability in metacommunity networks. Ecography 40:98–108

    Article  Google Scholar 

  • Valerio F, Carvalho F, Barbosa AM, Mira A, Santos SM (2019) Accounting for connectivity uncertainties in predicting roadkills: a comparative approach between path selection functions and habitat suitability models. Environ Manag 64:329–343

    Article  Google Scholar 

  • van Schalkwyk J, Pryke JS, Samways MJ, Gaigher R (2020) Corridor width determines strength of edge influence on arthropods in conservation corridors. Landsc Ecol 35:1175–1185

    Article  Google Scholar 

  • Velazco SJE, Ribeiro BR, Laureto LMO, Júnior PDM (2020) Overprediction of species distribution models in conservation planning: a still neglected issue with strong effects. Biol Conserv 252:108822

    Article  Google Scholar 

  • Villero D, Pla M, Camps D, Ruiz-Olmo J, Brotons L (2017) Integrating species distribution modelling into decision-making to inform conservation actions. Biodivers Conserv 26:251–271

    Article  Google Scholar 

  • Wagner DL, Grames EM, Forister ML, Berenbaum MR, Stopak D (2021) Insect decline in the Anthropocene: death by a thousand cuts. Proc Natl Acad Sci USA 118:e2023989118

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Wang Y, Naumann U, Wright S, Warton DI (2012) mvabund: an R package for model-based analysis of multivariate data. Methods Ecol Evol 3:471–474

    Article  Google Scholar 

  • Wurtzebach Z, Schultz C (2016) Measuring ecological integrity: history, practical applications, and research opportunities. BioScience 66:446–457

    Article  Google Scholar 

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Acknowledgements

Special thanks to R. Swart and G. Kietzka for their fieldwork assistance. Mondi foresters kindly granted permission to work on their estates. Ezemvelo KZN Wildlife granted a permit for collecting specimens (Permit No: PO 2696/2019). Centre for Geographical Analysis kindly granted access to their 5 m resolution digital elevation model. The handling editor and two reviewers for providing valuable feedback on previous version of this manuscript.

Funding

Mondi Group funded this research.

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All authors contributed to the study conception and designed. KJT collected and analysed data and wrote the first draft. All authors commented on previous versions of the manuscript and approved the final manuscript.

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Correspondence to K. Jurie Theron.

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Theron, K.J., Pryke, J.S. & Samways, M.J. Maintaining functional connectivity in grassland corridors between plantation forests promotes high-quality habitat and conserves range restricted grasshoppers. Landsc Ecol 37, 2081–2097 (2022). https://doi.org/10.1007/s10980-022-01471-3

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