Skip to main content
Erschienen in: Biodiversity and Conservation 5/2017

27.01.2017 | Original Paper

Efficient sampling of plant diversity in arid deserts using non-parametric estimators

verfasst von: Zunchi Liu, Tong Liu, Hang Yu, Zhiquan Han, Tao Wang, Huafeng Liu

Erschienen in: Biodiversity and Conservation | Ausgabe 5/2017

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Surveying plant diversity in arid desert areas is extremely difficult because of the harsh climate, hostile terrain, lack of roads, and insecurity, which is why it is particularly important to improve the sampling efficiency, but few relevant studies have been done. The performance of non-parametric estimators was assessed with first-hand field data to determine (a) the threshold of the proportion of uniques (number of species that occur in exactly one plot divided by the number of species sampled) that involves the least sampling effort and (b) the method of locating plots to obtain a more reliable estimate of species richness. The study area (Gurbantunggut desert, China) was divided into five sub-regions based on variation in physical environment and vegetation. The following common correction factors were selected: ACE, Chao1, Bootstrap, Chao2, ICE, Jack1, and Jack2. The estimates for each sub-region (partition) and for the entire region (without partition), the threshold of proportion of uniques, and the method of determining sampling locations (including prior sampling of plots that show large differences in habitats) were compared in terms of their ability to predict the number of species more accurately. We found that ACE and Chao1 (which use abundance data) showed more biased estimates than the other factors (incidence data), and best estimator is Jack1. Species richness was significantly underestimated for the region, but the non-parametric estimators could estimate the species richness for each sub-region reliably. Sampling locations affected the performance of non-parametric estimators significantly. The threshold of minimum sampling was 15% and that of uniques was 30%; the two were able to limit the bias within 5 and 10%, respectively. It is concluded that the non-parametric estimators can estimate the plant diversity of arid deserts reliably from the data on incidence. The study area (on the scale of a region) should be partitioned to improve the performance of the non-parametric estimators. The plots with larger differences in habitats should be sampled more extensively based on the threshold of the proportion of uniques.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Anhänge
Nur mit Berechtigung zugänglich
Literatur
Zurück zum Zitat Brito JC, Godinho R, Martínez-Freiría F, Pleguezuelos JM, Rebelo H, Santos X et al (2014) Unravelling biodiversity, evolution and threats to conservation in the Sahara-Sahel. Biol Rev 89:215–231CrossRefPubMed Brito JC, Godinho R, Martínez-Freiría F, Pleguezuelos JM, Rebelo H, Santos X et al (2014) Unravelling biodiversity, evolution and threats to conservation in the Sahara-Sahel. Biol Rev 89:215–231CrossRefPubMed
Zurück zum Zitat Brose U, Martinez ND, Williams RJ (2003) Estimating species richness: sensitivity to sample coverage and insensitivity to spatial patterns. Ecology 84:2364–2377CrossRef Brose U, Martinez ND, Williams RJ (2003) Estimating species richness: sensitivity to sample coverage and insensitivity to spatial patterns. Ecology 84:2364–2377CrossRef
Zurück zum Zitat Cardinale BJ, Duffy JE, Gonzalez A, Hooper DU, Perrings C, Venail P et al (2012) Biodiversity loss and its impact on humanity. Nature 486:59–67CrossRefPubMed Cardinale BJ, Duffy JE, Gonzalez A, Hooper DU, Perrings C, Venail P et al (2012) Biodiversity loss and its impact on humanity. Nature 486:59–67CrossRefPubMed
Zurück zum Zitat Cardoso P, Rigal F, Borges PAV, Carvalho JC (2014) A new frontier in biodiversity inventory: a proposal for estimators of phylogenetic and functional diversity. Methods Ecol Evol 5:452–461CrossRef Cardoso P, Rigal F, Borges PAV, Carvalho JC (2014) A new frontier in biodiversity inventory: a proposal for estimators of phylogenetic and functional diversity. Methods Ecol Evol 5:452–461CrossRef
Zurück zum Zitat Chao A, Colwell RK, Lin CW, Gotelli NJ (2009) Sufficient sampling for asymptotic minimum species richness estimators. Ecology 90:1125–1133CrossRefPubMed Chao A, Colwell RK, Lin CW, Gotelli NJ (2009) Sufficient sampling for asymptotic minimum species richness estimators. Ecology 90:1125–1133CrossRefPubMed
Zurück zum Zitat Chiarucci A (2012) Estimating species richness: still a long way off! J Veg Sci 23:1003–1005CrossRef Chiarucci A (2012) Estimating species richness: still a long way off! J Veg Sci 23:1003–1005CrossRef
Zurück zum Zitat Chiarucci A, Palmer MA (2006) The inventory and estimation of plant species richness. In: El-Shaarawi AH, Jureckova J (eds) Encyclopedia of life support systems, developed under the auspices of the UNESCO. Encyclopedia of Life Support Systems Publishers, Oxford Chiarucci A, Palmer MA (2006) The inventory and estimation of plant species richness. In: El-Shaarawi AH, Jureckova J (eds) Encyclopedia of life support systems, developed under the auspices of the UNESCO. Encyclopedia of Life Support Systems Publishers, Oxford
Zurück zum Zitat Chiarucci A, Maccherini S, De Dominicis V (2001) Evaluation and monitoring of the flora in a nature reserve by estimation methods. Biol Conserv 101:305–314CrossRef Chiarucci A, Maccherini S, De Dominicis V (2001) Evaluation and monitoring of the flora in a nature reserve by estimation methods. Biol Conserv 101:305–314CrossRef
Zurück zum Zitat Chiarucci A, Enright NJ, Perry GLW, Miller BP, Lamont BB (2003) Performance of nonparametric species richness estimators in a high diversity plant community. Divers Distrib 9:283–295CrossRef Chiarucci A, Enright NJ, Perry GLW, Miller BP, Lamont BB (2003) Performance of nonparametric species richness estimators in a high diversity plant community. Divers Distrib 9:283–295CrossRef
Zurück zum Zitat Coddington JA, Agnarsson I, Miller JA, Kuntner M, Hormiga G (2009) Undersampling bias: the null hypothesis for singleton species in tropical arthropod surveys. J Anim Ecol 78:573–584CrossRefPubMed Coddington JA, Agnarsson I, Miller JA, Kuntner M, Hormiga G (2009) Undersampling bias: the null hypothesis for singleton species in tropical arthropod surveys. J Anim Ecol 78:573–584CrossRefPubMed
Zurück zum Zitat Colwell RK, Coddington JA (1994) Estimating terrestrial biodiversity through extrapolation. Philos Trans R Soc Lond B 345:101–118CrossRef Colwell RK, Coddington JA (1994) Estimating terrestrial biodiversity through extrapolation. Philos Trans R Soc Lond B 345:101–118CrossRef
Zurück zum Zitat Colwell RK, Elsensohn JE (2014) EstimateS turns 20: statistical estimation of species richness and shared species from samples with non-parametric extrapolation. Ecography 37:609–613CrossRef Colwell RK, Elsensohn JE (2014) EstimateS turns 20: statistical estimation of species richness and shared species from samples with non-parametric extrapolation. Ecography 37:609–613CrossRef
Zurück zum Zitat Cowan PJ (2007) Geographic usage of the terms Middle Asia and Central Asia. J Arid Environ 69:359–363CrossRef Cowan PJ (2007) Geographic usage of the terms Middle Asia and Central Asia. J Arid Environ 69:359–363CrossRef
Zurück zum Zitat D’Alessandro L, Fattorini L (2002) Resampling estimators of species richness from presence absence data: why they don’t work. Metron 60:5–19 D’Alessandro L, Fattorini L (2002) Resampling estimators of species richness from presence absence data: why they don’t work. Metron 60:5–19
Zurück zum Zitat De Juan S, Hewitt J (2013) Spatial and temporal variability in species richness in a temperate intertidal community. Ecography 37:183–190CrossRef De Juan S, Hewitt J (2013) Spatial and temporal variability in species richness in a temperate intertidal community. Ecography 37:183–190CrossRef
Zurück zum Zitat Díaz-Frances E, Soberón J (2005) Estatistical estimation and model selection of species-accumulation functions. Conserv Biol 19:569–573CrossRef Díaz-Frances E, Soberón J (2005) Estatistical estimation and model selection of species-accumulation functions. Conserv Biol 19:569–573CrossRef
Zurück zum Zitat Durant SM, Pettorelli N, Bashir S, Woodroffe R, Wacher T, De Ornellas P et al (2012) Forgotten biodiversity in desert ecosystems. Science 226:1379–1380CrossRef Durant SM, Pettorelli N, Bashir S, Woodroffe R, Wacher T, De Ornellas P et al (2012) Forgotten biodiversity in desert ecosystems. Science 226:1379–1380CrossRef
Zurück zum Zitat Durant SM, Wacher T, Bashir S, Woodroffe R, De Ornellas P, Ransom C et al (2014) Fiddling in biodiversity hotspots while deserts burn? Collapse of the Sahara’s megafauna. Divers Distrib 20:114–122CrossRef Durant SM, Wacher T, Bashir S, Woodroffe R, De Ornellas P, Ransom C et al (2014) Fiddling in biodiversity hotspots while deserts burn? Collapse of the Sahara’s megafauna. Divers Distrib 20:114–122CrossRef
Zurück zum Zitat González-Oreja JA, Garbisu C, Mendarte S, Ibarra A, Albizu I (2010) Assessing the performance of nonparametric estimators of species richness in meadows. Biodivers Conserv 19:1417–1436CrossRef González-Oreja JA, Garbisu C, Mendarte S, Ibarra A, Albizu I (2010) Assessing the performance of nonparametric estimators of species richness in meadows. Biodivers Conserv 19:1417–1436CrossRef
Zurück zum Zitat González-Oreja JA, Garbisu C, Mijangos I, Mendarte S, Albizu I (2013) Reducing costs in biodiversity monitoring: shortcuts for plant diversity in meadows as a case study. Ecol Indic 24:96–104CrossRef González-Oreja JA, Garbisu C, Mijangos I, Mendarte S, Albizu I (2013) Reducing costs in biodiversity monitoring: shortcuts for plant diversity in meadows as a case study. Ecol Indic 24:96–104CrossRef
Zurück zum Zitat Gotelli NJ, Colwell RK (2001) Quantifying biodiversity: procedures and pitfalls in the measurement and comparison of species richness. Ecol Lett 4:379–391CrossRef Gotelli NJ, Colwell RK (2001) Quantifying biodiversity: procedures and pitfalls in the measurement and comparison of species richness. Ecol Lett 4:379–391CrossRef
Zurück zum Zitat Gotelli NJ, Colwell RK (2011) Estimating species richness. In: Magurran AE, McGill BJ (eds) In biological diversity: frontiers in measurement and assessment. Oxford University Press, New York, pp 39–54 Gotelli NJ, Colwell RK (2011) Estimating species richness. In: Magurran AE, McGill BJ (eds) In biological diversity: frontiers in measurement and assessment. Oxford University Press, New York, pp 39–54
Zurück zum Zitat Guo BZ (1987). Flora Reipublicae Popularis Sinicae. vol 9(3), Gramineae (3). Science Press, Beijing Guo BZ (1987). Flora Reipublicae Popularis Sinicae. vol 9(3), Gramineae (3). Science Press, Beijing
Zurück zum Zitat Hu Z, Zhang C, Hu Q, Tian H (2014) Temperature changes in Central Asia from 1979 to 2011 based on multiple datasets. J Climate 27:1143–1167CrossRef Hu Z, Zhang C, Hu Q, Tian H (2014) Temperature changes in Central Asia from 1979 to 2011 based on multiple datasets. J Climate 27:1143–1167CrossRef
Zurück zum Zitat Juergens N, Oldeland J, Hachfeld B, Erb E, Schultz C (2013) Ecology and spatial patterns of large-scale vegetation units within the central Namib Desert. J Arid Environ 93:59–79CrossRef Juergens N, Oldeland J, Hachfeld B, Erb E, Schultz C (2013) Ecology and spatial patterns of large-scale vegetation units within the central Namib Desert. J Arid Environ 93:59–79CrossRef
Zurück zum Zitat Kaeser MJ, Kirkman LK (2009) Estimating total plant species richness in depressional wetlands in the longleaf pine ecosystem. Wetlands 29:866–874CrossRef Kaeser MJ, Kirkman LK (2009) Estimating total plant species richness in depressional wetlands in the longleaf pine ecosystem. Wetlands 29:866–874CrossRef
Zurück zum Zitat Kenkel NC, Podani J (1991) Plot size and estimation efficiency in plant community studies. J Veg Sci 2:539–544CrossRef Kenkel NC, Podani J (1991) Plot size and estimation efficiency in plant community studies. J Veg Sci 2:539–544CrossRef
Zurück zum Zitat Leitner W, Turner WR (2001) Measurement and analysis of biodiversity. In: Levin SA (ed) Encyclopedia of biodiversity, vol 4. Academic Press, Princeton, pp 123–144CrossRef Leitner W, Turner WR (2001) Measurement and analysis of biodiversity. In: Levin SA (ed) Encyclopedia of biodiversity, vol 4. Academic Press, Princeton, pp 123–144CrossRef
Zurück zum Zitat Letnic M, Dickman C (2010) Resource pulses and mammalian dynamics: conceptual models for hummock grasslands and other Australian desert habitats. Biol Rev 85:501–521CrossRefPubMed Letnic M, Dickman C (2010) Resource pulses and mammalian dynamics: conceptual models for hummock grasslands and other Australian desert habitats. Biol Rev 85:501–521CrossRefPubMed
Zurück zum Zitat Li AR (1998) Flora Reipublicae Popularis Sinicae. vol 25(1), Polygonaceae. Science Press, Beijing Li AR (1998) Flora Reipublicae Popularis Sinicae. vol 25(1), Polygonaceae. Science Press, Beijing
Zurück zum Zitat Li CF, Zhang C, Luo GP, Chen X (2013) Modeling the carbon dynamics of the dryland ecosystems in Xinjiang, China from 1981 to 2007-The spatiotemporal patterns and climate controls. Ecol Model 267:148–157CrossRef Li CF, Zhang C, Luo GP, Chen X (2013) Modeling the carbon dynamics of the dryland ecosystems in Xinjiang, China from 1981 to 2007-The spatiotemporal patterns and climate controls. Ecol Model 267:148–157CrossRef
Zurück zum Zitat Lin R, Shi T (1987) Flora Reipublicae Popularis Sinicae. vol 78(1), Compositae (7). Science Press, Beijing Lin R, Shi T (1987) Flora Reipublicae Popularis Sinicae. vol 78(1), Compositae (7). Science Press, Beijing
Zurück zum Zitat Lin R, Shi T (1997) Flora Reipublicae Popularis Sinicae. vol 81(1), Compositae (10). Science Press, Beijing Lin R, Shi T (1997) Flora Reipublicae Popularis Sinicae. vol 81(1), Compositae (10). Science Press, Beijing
Zurück zum Zitat Liu YX (1985) Flora in desertis reipublicae populorum sinarum, vol 1. Science Press, Beijing Liu YX (1985) Flora in desertis reipublicae populorum sinarum, vol 1. Science Press, Beijing
Zurück zum Zitat Liu YX (1987) Flora in desertis reipublicae populorum sinarum, vol 2. Science Press, Beijing Liu YX (1987) Flora in desertis reipublicae populorum sinarum, vol 2. Science Press, Beijing
Zurück zum Zitat Liu YX (1992) Flora in desertis reipublicae populorum sinarum, vol 3. Science Press, Beijing Liu YX (1992) Flora in desertis reipublicae populorum sinarum, vol 3. Science Press, Beijing
Zurück zum Zitat Liu XQ, Wang HZ (2010) Estimation of minimum area requirement of river-connected lakes for fish diversity conservation in the Yangtze River floodplain. Divers Distrib 16:932–940CrossRef Liu XQ, Wang HZ (2010) Estimation of minimum area requirement of river-connected lakes for fish diversity conservation in the Yangtze River floodplain. Divers Distrib 16:932–940CrossRef
Zurück zum Zitat Liu T, Cui YH, Zhai W, Jia YM, Zhang YH, Xie JB (2006) Sampling methods of plant community diversity in the desert of the southern edge of Muosuowan region Xinjiang. Arid Land Geography 29:365–374 Liu T, Cui YH, Zhai W, Jia YM, Zhang YH, Xie JB (2006) Sampling methods of plant community diversity in the desert of the southern edge of Muosuowan region Xinjiang. Arid Land Geography 29:365–374
Zurück zum Zitat Longino JT, Coddington J, Colwell RK (2002) The ant fauna of a tropical rain forest: estimating species richness three different ways. Ecology 83:689–702CrossRef Longino JT, Coddington J, Colwell RK (2002) The ant fauna of a tropical rain forest: estimating species richness three different ways. Ecology 83:689–702CrossRef
Zurück zum Zitat Lopez LCS, Fracassob MPA, Mesquitaa DO, Palmaa ART, Riulc P (2012) The relationship between percentage of singletons and sampling effort: a new approach to reduce the bias of richness estimates. Ecol Indic 14:164–169CrossRef Lopez LCS, Fracassob MPA, Mesquitaa DO, Palmaa ART, Riulc P (2012) The relationship between percentage of singletons and sampling effort: a new approach to reduce the bias of richness estimates. Ecol Indic 14:164–169CrossRef
Zurück zum Zitat Maestre FT, Quero JL, Gotelli NJ, Escudero A, Ochoa V, Baquerizo MD et al (2012) Plant species richness and ecosystem multifunctionality in global drylands. Science 335:214–218CrossRefPubMedPubMedCentral Maestre FT, Quero JL, Gotelli NJ, Escudero A, Ochoa V, Baquerizo MD et al (2012) Plant species richness and ecosystem multifunctionality in global drylands. Science 335:214–218CrossRefPubMedPubMedCentral
Zurück zum Zitat Neldner VJ, Butler DW (2008) Is 500 m2 an effective plot size to sample floristic diversity for Queensland’s vegetation? Cunninghamia 10:513–519 Neldner VJ, Butler DW (2008) Is 500 m2 an effective plot size to sample floristic diversity for Queensland’s vegetation? Cunninghamia 10:513–519
Zurück zum Zitat Ram JL, Banno F, Gala RR, Gizicki JP, Kashian DR (2014) Estimating sampling effort for early detection of non-indigenous benthic species in the Toledo Harbor Region of Lake Erie. Manag Biol Invasion 3:209–216CrossRef Ram JL, Banno F, Gala RR, Gizicki JP, Kashian DR (2014) Estimating sampling effort for early detection of non-indigenous benthic species in the Toledo Harbor Region of Lake Erie. Manag Biol Invasion 3:209–216CrossRef
Zurück zum Zitat Reese GC, Wilson KR, Flather CH (2014) Performance of species richness estimators across assemblage types and survey parameters. Global Ecol Biogeogr 23:585–594CrossRef Reese GC, Wilson KR, Flather CH (2014) Performance of species richness estimators across assemblage types and survey parameters. Global Ecol Biogeogr 23:585–594CrossRef
Zurück zum Zitat Safriel U, Adeel Z, Niemeijer D, Puigdefabregas J, White R, Lal R, Winslow M et al (2005) Dryland systems. In: Hassan RM, Scholes R, Ash N (eds) Ecosystems and human well-being: Current state and trends., The Millennium Ecosystem Assessment seriesIsland Press, Washington DC, pp 623–662 Safriel U, Adeel Z, Niemeijer D, Puigdefabregas J, White R, Lal R, Winslow M et al (2005) Dryland systems. In: Hassan RM, Scholes R, Ash N (eds) Ecosystems and human well-being: Current state and trends., The Millennium Ecosystem Assessment seriesIsland Press, Washington DC, pp 623–662
Zurück zum Zitat Stohlgren TJ (2007) Measuring plant diversity: lessons from the field. Oxford University Press, New York Stohlgren TJ (2007) Measuring plant diversity: lessons from the field. Oxford University Press, New York
Zurück zum Zitat Sun XW, Jian DP (1979) Flora Reipublicae Popularis Sinicae. vol 25(2), Chenopodiaceae. Science Press, Beijing Sun XW, Jian DP (1979) Flora Reipublicae Popularis Sinicae. vol 25(2), Chenopodiaceae. Science Press, Beijing
Zurück zum Zitat Surendran H, Vasudevan K (2015) The devil is in the detail: estimating species richness density and relative abundance of tropical island herpetofauna. BMC Ecol 15:18CrossRefPubMedPubMedCentral Surendran H, Vasudevan K (2015) The devil is in the detail: estimating species richness density and relative abundance of tropical island herpetofauna. BMC Ecol 15:18CrossRefPubMedPubMedCentral
Zurück zum Zitat Tjorve E (2003) Shapes and functions of species-area curves: a review of possible models. J Biogeogr 30:827–835CrossRef Tjorve E (2003) Shapes and functions of species-area curves: a review of possible models. J Biogeogr 30:827–835CrossRef
Zurück zum Zitat von Hardenberg J, Kletter AY, Yizhaq H, Nathan J, Meron E (2010) Periodic versus scale-free patterns in dryland vegetation. Proc R Soc B 277:1771–1776CrossRef von Hardenberg J, Kletter AY, Yizhaq H, Nathan J, Meron E (2010) Periodic versus scale-free patterns in dryland vegetation. Proc R Soc B 277:1771–1776CrossRef
Zurück zum Zitat Walther BA, Moore JL (2005) The concepts of bias precision and accuracy and their use in testing the performance of species richness estimators with a literature review of estimator performance. Ecography 28:815–829CrossRef Walther BA, Moore JL (2005) The concepts of bias precision and accuracy and their use in testing the performance of species richness estimators with a literature review of estimator performance. Ecography 28:815–829CrossRef
Zurück zum Zitat Wang FZ, Tang J (1980) Flora Reipublicae Popularis Sinicae. vol 14, Liliaceae (1). Science Press, Beijing Wang FZ, Tang J (1980) Flora Reipublicae Popularis Sinicae. vol 14, Liliaceae (1). Science Press, Beijing
Zurück zum Zitat Wehr R, Munger JW, McManus JB, Nelson DD, Zahniser MS, Davidson EA et al (2016) Seasonality of temperate forest photosynthesis and daytime respiration. Nature 534:680–683CrossRefPubMed Wehr R, Munger JW, McManus JB, Nelson DD, Zahniser MS, Davidson EA et al (2016) Seasonality of temperate forest photosynthesis and daytime respiration. Nature 534:680–683CrossRefPubMed
Zurück zum Zitat Xu H, Liu S, Li Y, Zang R, He F (2012) Assessing non-parametric and area-based methods for estimating regional species richness. J Veg Sci 23:1006–1012CrossRef Xu H, Liu S, Li Y, Zang R, He F (2012) Assessing non-parametric and area-based methods for estimating regional species richness. J Veg Sci 23:1006–1012CrossRef
Zurück zum Zitat Zeng Y, Liu T, Zhou XB, Sun QM, Han ZQ, Liu K (2016) Effects of climate change on plant composition and diversity in the Gurbantu nggut Desert of northwestern China. Ecol Res 31:427–439CrossRef Zeng Y, Liu T, Zhou XB, Sun QM, Han ZQ, Liu K (2016) Effects of climate change on plant composition and diversity in the Gurbantu nggut Desert of northwestern China. Ecol Res 31:427–439CrossRef
Zurück zum Zitat Zhang R, Liu T (2012) Plant species diversity and community classification in the southern Gurbantunggut Desert. Acta Ecologica Sinica 32:56–66CrossRef Zhang R, Liu T (2012) Plant species diversity and community classification in the southern Gurbantunggut Desert. Acta Ecologica Sinica 32:56–66CrossRef
Zurück zum Zitat Zhang R, Liu T, Zhang JL, Sun QM (2015) Spatial and environmental determinants of plant species diversity in a temperate desert. J Plant Ecol 9:124–131CrossRef Zhang R, Liu T, Zhang JL, Sun QM (2015) Spatial and environmental determinants of plant species diversity in a temperate desert. J Plant Ecol 9:124–131CrossRef
Zurück zum Zitat Zhang C, Lu DS, Chen X, Zhang YM, Maisupova B, Ye Tao (2016) The spatiotemporal patterns of vegetation coverage and biomass of the temperate deserts in Central Asia and their relationships with climate controls. Remote Sens Environ 175:271–281CrossRef Zhang C, Lu DS, Chen X, Zhang YM, Maisupova B, Ye Tao (2016) The spatiotemporal patterns of vegetation coverage and biomass of the temperate deserts in Central Asia and their relationships with climate controls. Remote Sens Environ 175:271–281CrossRef
Zurück zum Zitat Zhou TY (1987) Flora Reipublicae Popularis Sinicae. vol 33, Cruciferae. Science Press, Beijing Zhou TY (1987) Flora Reipublicae Popularis Sinicae. vol 33, Cruciferae. Science Press, Beijing
Metadaten
Titel
Efficient sampling of plant diversity in arid deserts using non-parametric estimators
verfasst von
Zunchi Liu
Tong Liu
Hang Yu
Zhiquan Han
Tao Wang
Huafeng Liu
Publikationsdatum
27.01.2017
Verlag
Springer Netherlands
Erschienen in
Biodiversity and Conservation / Ausgabe 5/2017
Print ISSN: 0960-3115
Elektronische ISSN: 1572-9710
DOI
https://doi.org/10.1007/s10531-017-1296-x

Weitere Artikel der Ausgabe 5/2017

Biodiversity and Conservation 5/2017 Zur Ausgabe