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Showing papers by "Oliver L. Phillips published in 2020"


Journal ArticleDOI
Jens Kattge1, Gerhard Bönisch2, Sandra Díaz3, Sandra Lavorel  +751 moreInstitutions (314)
TL;DR: The extent of the trait data compiled in TRY is evaluated and emerging patterns of data coverage and representativeness are analyzed to conclude that reducing data gaps and biases in the TRY database remains a key challenge and requires a coordinated approach to data mobilization and trait measurements.
Abstract: Plant traits-the morphological, anatomical, physiological, biochemical and phenological characteristics of plants-determine how plants respond to environmental factors, affect other trophic levels, and influence ecosystem properties and their benefits and detriments to people. Plant trait data thus represent the basis for a vast area of research spanning from evolutionary biology, community and functional ecology, to biodiversity conservation, ecosystem and landscape management, restoration, biogeography and earth system modelling. Since its foundation in 2007, the TRY database of plant traits has grown continuously. It now provides unprecedented data coverage under an open access data policy and is the main plant trait database used by the research community worldwide. Increasingly, the TRY database also supports new frontiers of trait-based plant research, including the identification of data gaps and the subsequent mobilization or measurement of new data. To support this development, in this article we evaluate the extent of the trait data compiled in TRY and analyse emerging patterns of data coverage and representativeness. Best species coverage is achieved for categorical traits-almost complete coverage for 'plant growth form'. However, most traits relevant for ecology and vegetation modelling are characterized by continuous intraspecific variation and trait-environmental relationships. These traits have to be measured on individual plants in their respective environment. Despite unprecedented data coverage, we observe a humbling lack of completeness and representativeness of these continuous traits in many aspects. We, therefore, conclude that reducing data gaps and biases in the TRY database remains a key challenge and requires a coordinated approach to data mobilization and trait measurements. This can only be achieved in collaboration with other initiatives.

882 citations


Journal ArticleDOI
Wannes Hubau1, Wannes Hubau2, Wannes Hubau3, Simon L. Lewis4, Simon L. Lewis2, Oliver L. Phillips2, Kofi Affum-Baffoe5, Hans Beeckman1, Aida Cuni-Sanchez4, Aida Cuni-Sanchez6, Armandu K. Daniels, Corneille E. N. Ewango7, Corneille E. N. Ewango8, Sophie Fauset9, Jaccques M. Mukinzi10, Jaccques M. Mukinzi7, Douglas Sheil11, Bonaventure Sonké12, Martin J. P. Sullivan13, Martin J. P. Sullivan2, Terry Sunderland14, Terry Sunderland15, Hermann Taedoumg16, Hermann Taedoumg12, Sean C. Thomas17, Lee J. T. White18, Katharine Abernethy18, Stephen Adu-Bredu19, C. Amani15, Timothy R. Baker2, Lindsay F. Banin, Fidèle Baya, Serge K. Begne12, Serge K. Begne2, Amy C. Bennett2, Fabrice Bénédet20, Fabrice Bénédet21, Robert Bitariho22, Yannick Enock Bocko23, Pascal Boeckx3, Patrick Boundja7, Patrick Boundja15, Roel J. W. Brienen2, Terry Brncic7, Eric Chezeaux, George B. Chuyong24, Connie J. Clark25, Murray Collins26, James A. Comiskey27, James A. Comiskey28, David A. Coomes29, Greta C. Dargie2, Thalès de Haulleville1, Marie Noel Djuikouo Kamdem24, Jean-Louis Doucet30, Adriane Esquivel-Muelbert2, Adriane Esquivel-Muelbert31, Ted R. Feldpausch32, Alusine Fofanah, Ernest G. Foli19, Martin Gilpin2, Emanuel Gloor2, Christelle Gonmadje, Sylvie Gourlet-Fleury21, Sylvie Gourlet-Fleury20, Jefferson S. Hall33, Alan Hamilton34, David Harris35, Terese B. Hart36, Terese B. Hart37, Mireille Breuer-Ndoundou Hockemba7, Annette Hladik, Suspense Averti Ifo23, Kathryn J. Jeffery18, Tommaso Jucker38, Emmanuel Kasongo Yakusu3, Emmanuel Kasongo Yakusu8, Emmanuel Kasongo Yakusu1, Elizabeth Kearsley3, Elizabeth Kearsley1, David Kenfack33, Alexander K. Koch39, Alexander K. Koch4, Miguel E. Leal7, Aurora Levesley2, Jeremy A. Lindsell40, Janvier Lisingo8, Gabriela Lopez-Gonzalez2, Jon C. Lovett2, Jon C. Lovett41, Jean-Remy Makana8, Yadvinder Malhi42, Andrew R. Marshall43, Andrew R. Marshall6, Jim Martin44, Emanuel H. Martin, Faustin M. Mbayu8, Vincent P. Medjibe25, Vianet Mihindou, Edward T. A. Mitchard26, Sam Moore42, Pantaleo K. T. Munishi45, Natacha Nssi Bengone, Lucas Ojo, Fidèle Evouna Ondo, Kelvin S.-H. Peh46, Kelvin S.-H. Peh29, Georgia Pickavance2, Axel Dalberg Poulsen35, John R. Poulsen25, Lan Qie2, Lan Qie47, Jan Reitsma, Francesco Rovero48, Michael D. Swaine49, Joey Talbot2, James Taplin50, David Taylor51, Duncan W. Thomas52, Benjamin Toirambe1, John Tshibamba Mukendi8, John Tshibamba Mukendi1, Darlington Tuagben, Peter M. Umunay7, Peter M. Umunay53, Geertje M. F. van der Heijden54, Hans Verbeeck3, Jason Vleminckx55, Jason Vleminckx56, Simon Willcock57, Hannsjörg Wöll, John T. Woods58, Lise Zemagho12 
Royal Museum for Central Africa1, University of Leeds2, Ghent University3, University College London4, Forestry Commission5, University of York6, Wildlife Conservation Society7, University of Kisangani8, University of Plymouth9, World Wide Fund for Nature10, Norwegian University of Life Sciences11, University of Yaoundé I12, Manchester Metropolitan University13, University of British Columbia14, Center for International Forestry Research15, Bioversity International16, University of Toronto17, University of Stirling18, Forestry Research Institute of Ghana19, Centre de coopération internationale en recherche agronomique pour le développement20, University of Montpellier21, Mbarara University of Science and Technology22, Marien Ngouabi University23, University of Buea24, Duke University25, University of Edinburgh26, National Park Service27, Smithsonian Institution28, University of Cambridge29, Gembloux Agro-Bio Tech30, University of Birmingham31, University of Exeter32, Smithsonian Tropical Research Institute33, Chinese Academy of Sciences34, Royal Botanic Garden Edinburgh35, American Museum of Natural History36, African Wildlife Foundation37, University of Bristol38, University of Hong Kong39, Royal Society for the Protection of Birds40, Royal Botanic Gardens41, Environmental Change Institute42, University of the Sunshine Coast43, Fleming College44, Sokoine University of Agriculture45, University of Southampton46, University of Lincoln47, University of Florence48, University of Aberdeen49, Innovate UK50, National University of Singapore51, Washington State University Vancouver52, Yale University53, University of Nottingham54, Université libre de Bruxelles55, Florida International University56, Bangor University57, University of Liberia58
04 Mar 2020-Nature
TL;DR: Overall, the uptake of carbon into Earth’s intact tropical forests peaked in the 1990s and independent observations indicating greater recent carbon uptake into the Northern Hemisphere landmass reinforce the conclusion that the intact tropical forest carbon sink has already peaked.
Abstract: Structurally intact tropical forests sequestered about half of the global terrestrial carbon uptake over the 1990s and early 2000s, removing about 15 per cent of anthropogenic carbon dioxide emissions. Climate-driven vegetation models typically predict that this tropical forest ‘carbon sink’ will continue for decades. Here we assess trends in the carbon sink using 244 structurally intact African tropical forests spanning 11 countries, compare them with 321 published plots from Amazonia and investigate the underlying drivers of the trends. The carbon sink in live aboveground biomass in intact African tropical forests has been stable for the three decades to 2015, at 0.66 tonnes of carbon per hectare per year (95 per cent confidence interval 0.53–0.79), in contrast to the long-term decline in Amazonian forests. Therefore the carbon sink responses of Earth’s two largest expanses of tropical forest have diverged. The difference is largely driven by carbon losses from tree mortality, with no detectable multi-decadal trend in Africa and a long-term increase in Amazonia. Both continents show increasing tree growth, consistent with the expected net effect of rising atmospheric carbon dioxide and air temperature. Despite the past stability of the African carbon sink, our most intensively monitored plots suggest a post-2010 increase in carbon losses, delayed compared to Amazonia, indicating asynchronous carbon sink saturation on the two continents. A statistical model including carbon dioxide, temperature, drought and forest dynamics accounts for the observed trends and indicates a long-term future decline in the African sink, whereas the Amazonian sink continues to weaken rapidly. Overall, the uptake of carbon into Earth’s intact tropical forests peaked in the 1990s. Given that the global terrestrial carbon sink is increasing in size, independent observations indicating greater recent carbon uptake into the Northern Hemisphere landmass reinforce our conclusion that the intact tropical forest carbon sink has already peaked. This saturation and ongoing decline of the tropical forest carbon sink has consequences for policies intended to stabilize Earth’s climate.

395 citations


Journal ArticleDOI
22 May 2020-Science
TL;DR: This synthesis of plot networks across climatic and biogeographic gradients shows that forest thermal sensitivity is dominated by high daytime temperatures, and biome-wide variation in tropical forest carbon stocks and dynamics shows long-term resilience to increasing high temperatures.
Abstract: The sensitivity of tropical forest carbon to climate is a key uncertainty in predicting global climate change. Although short-term drying and warming are known to affect forests, it is unknown if such effects translate into long-term responses. Here, we analyze 590 permanent plots measured across the tropics to derive the equilibrium climate controls on forest carbon. Maximum temperature is the most important predictor of aboveground biomass (−9.1 megagrams of carbon per hectare per degree Celsius), primarily by reducing woody productivity, and has a greater impact per °C in the hottest forests (>32.2°C). Our results nevertheless reveal greater thermal resilience than observations of short-term variation imply. To realize the long-term climate adaptation potential of tropical forests requires both protecting them and stabilizing Earth’s climate.

172 citations


Journal ArticleDOI
02 Apr 2020-Ecology
TL;DR: It is suggested that competition influences the structure and dynamics of tropical forests primarily through effects on individual tree growth rather than mortality and that the strength of competition largely depends on environment‐mediated variation in basal area.
Abstract: Competition among trees is an important driver of community structure and dynamics in tropical forests. Neighboring trees may impact an individual tree's growth rate and probability of mortality, but large-scale geographic and environmental variation in these competitive effects has yet to be evaluated across the tropical forest biome. We quantified effects of competition on tree-level basal area growth and mortality for trees ≥10-cm diameter across 151 ~1-ha plots in mature tropical forests in Amazonia and tropical Africa by developing nonlinear models that accounted for wood density, tree size, and neighborhood crowding. Using these models, we assessed how water availability (i.e., climatic water deficit) and soil fertility influenced the predicted plot-level strength of competition (i.e., the extent to which growth is reduced, or mortality is increased, by competition across all individual trees). On both continents, tree basal area growth decreased with wood density and increased with tree size. Growth decreased with neighborhood crowding, which suggests that competition is important. Tree mortality decreased with wood density and generally increased with tree size, but was apparently unaffected by neighborhood crowding. Across plots, variation in the plot-level strength of competition was most strongly related to plot basal area (i.e., the sum of the basal area of all trees in a plot), with greater reductions in growth occurring in forests with high basal area, but in Amazonia, the strength of competition also varied with plot-level wood density. In Amazonia, the strength of competition increased with water availability because of the greater basal area of wetter forests, but was only weakly related to soil fertility. In Africa, competition was weakly related to soil fertility and invariant across the shorter water availability gradient. Overall, our results suggest that competition influences the structure and dynamics of tropical forests primarily through effects on individual tree growth rather than mortality and that the strength of competition largely depends on environment-mediated variation in basal area.

82 citations


Journal ArticleDOI
TL;DR: 25-year shifts in taxonomic, functional and phylogenetic diversity of tropical forests along a spatial climate gradient in West Africa are investigated, showing that drier forests are less stable than wetter forests.
Abstract: Tropical ecosystems adapted to high water availability may be highly impacted by climatic changes that increase soil and atmospheric moisture deficits. Many tropical regions are experiencing significant changes in climatic conditions, which may induce strong shifts in taxonomic, functional and phylogenetic diversity of forest communities. However, it remains unclear if and to what extent tropical forests are shifting in these facets of diversity along climatic gradients in response to climate change. Here, we show that changes in climate affected all three facets of diversity in West Africa in recent decades. Taxonomic and functional diversity increased in wetter forests but tended to decrease in forests with drier climate. Phylogenetic diversity showed a large decrease along a wet-dry climatic gradient. Notably, we find that all three facets of diversity tended to be higher in wetter forests. Drier forests showed functional, taxonomic and phylogenetic homogenization. Understanding how different facets of diversity respond to a changing environment across climatic gradients is essential for effective long-term conservation of tropical forest ecosystems. Different aspects of biodiversity may not necessarily converge in their response to climate change. Here, the authors investigate 25-year shifts in taxonomic, functional and phylogenetic diversity of tropical forests along a spatial climate gradient in West Africa, showing that drier forests are less stable than wetter forests.

65 citations


Journal ArticleDOI
Adriane Esquivel-Muelbert1, Adriane Esquivel-Muelbert2, Oliver L. Phillips1, Roel J. W. Brienen1, Sophie Fauset3, Martin J. P. Sullivan1, Martin J. P. Sullivan4, Timothy R. Baker1, Kuo-Jung Chao5, Ted R. Feldpausch6, Emanuel Gloor1, Niro Higuchi7, Jeanne Houwing-Duistermaat1, Jon Lloyd8, Haiyan Liu1, Yadvinder Malhi9, Beatriz Schwantes Marimon10, Ben Hur Marimon Junior10, Abel Monteagudo-Mendoza, Lourens Poorter11, Marcos Silveira12, Emilio Vilanova Torre13, Emilio Vilanova Torre14, Esteban Alvarez Dávila, Jhon del Aguila Pasquel15, Everton Cristo de Almeida16, Patricia Alvarez Loayza17, Ana Andrade7, Luiz E. O. C. Aragão18, Alejandro Araujo-Murakami19, Eric Arets11, Luzmila Arroyo19, Gerardo A. Aymard C, Michel Baisie20, Christopher Baraloto21, Plínio Barbosa de Camargo22, Jorcely Barroso12, Lilian Blanc, Damien Bonal20, Frans Bongers11, René G. A. Boot, Foster Brown23, Benoit Burban20, José Luís Camargo7, Wendeson Castro12, Victor Chama Moscoso, Jérôme Chave24, James A. Comiskey25, Fernando Cornejo Valverde, Antonio Carlos Lola da Costa26, Nallaret Davila Cardozo15, Anthony Di Fiore27, Aurélie Dourdain20, Terry L. Erwin28, Gerardo Flores Llampazo29, Ima Célia Guimarães Vieira30, Rafael Herrera31, Rafael Herrera32, Eurídice N. Honorio Coronado15, Isau Huamantupa-Chuquimaco33, Eliana Jimenez-Rojas34, Timothy J. Killeen, Susan G. Laurance35, William F. Laurance35, Aurora Levesley1, Simon L. Lewis36, Simon L. Lewis1, Karina Liana Lisboa Melgaço Ladvocat1, Gabriela Lopez-Gonzalez1, Thomas E. Lovejoy37, Patrick Meir38, Patrick Meir39, Casimiro Mendoza40, Paulo S. Morandi10, David A. Neill, Adriano José Nogueira Lima7, Percy Núñez Vargas33, Edmar Almeida de Oliveira10, Nadir Pallqui Camacho33, Nadir Pallqui Camacho1, Guido Pardo, Julie Peacock1, Marielos Peña-Claros11, Maria Cristina Peñuela-Mora, Georgia Pickavance1, John Pipoly, Nigel C. A. Pitman, Adriana Prieto34, Thomas A. M. Pugh2, Carlos A. Quesada7, Hirma Ramírez-Angulo13, Simone Matias Reis9, Simone Matias Reis10, Maxime Rejou-Machain20, Zorayda Restrepo Correa, Lily Rodriguez Bayona41, Agustín Rudas34, Rafael de Paiva Salomão30, Rafael de Paiva Salomão42, Julio Serrano13, Javier Silva Espejo43, Javier Silva Espejo33, Natalino Silva42, James Singh44, Clément Stahl20, Juliana Stropp45, Varun Swamy, Joey Talbot1, Hans ter Steege46, Hans ter Steege47, John Terborgh48, Raquel Thomas49, Marisol Toledo19, Armando Torres-Lezama13, Luis Valenzuela Gamarra, Geertje M. F. van der Heijden50, Peter J. Van Der Meer51, Peter van der Hout, Rodolfo Vásquez Martínez, Simone Aparecida Vieira52, Jeanneth Villalobos Cayo53, Vincent A. Vos, Roderick Zagt54, Pieter A. Zuidema11, David W. Galbraith1 
University of Leeds1, University of Birmingham2, University of Plymouth3, Manchester Metropolitan University4, National Chung Hsing University5, University of Exeter6, National Institute of Amazonian Research7, Imperial College London8, Environmental Change Institute9, Universidade do Estado de Mato Grosso10, Wageningen University and Research Centre11, Universidade Federal do Acre12, University of Los Andes13, University of California, Berkeley14, Amazon.com15, Federal University of Western Pará16, Duke University17, National Institute for Space Research18, Universidad Autónoma Gabriel René Moreno19, University of the French West Indies and Guiana20, Florida International University21, University of São Paulo22, Woods Hole Research Center23, Centre national de la recherche scientifique24, National Park Service25, Federal University of Pará26, University of Texas at Austin27, National Museum of Natural History28, Jorge Basadre Grohmann National University29, Museu Paraense Emílio Goeldi30, Polytechnic University of Valencia31, Venezuelan Institute for Scientific Research32, National University of Saint Anthony the Abbot in Cuzco33, National University of Colombia34, James Cook University35, University College London36, George Mason University37, University of Edinburgh38, Australian National University39, Universidad Mayor40, Chartered Institute of Management Accountants41, Federal Rural University of Amazonia42, University of La Serena43, Forestry Commission44, Federal University of Alagoas45, Naturalis46, University of Amsterdam47, University of Florida48, Georgetown University49, University of Nottingham50, Van Hall Larenstein University of Applied Sciences51, State University of Campinas52, University of San Francisco53, Tropenbos International54
TL;DR: A pan-Amazonian assessment of how and why trees die is presented, analysing over 120,000 trees representing > 3800 species from 189 long-term RAINFOR forest plots, providing large-scale evidence for the overarching importance of the growth–survival trade-off in driving tropical tree mortality.
Abstract: The carbon sink capacity of tropical forests is substantially affected by tree mortality. However, the main drivers of tropical tree death remain largely unknown. Here we present a pan-Amazonian assessment of how and why trees die, analysing over 120,000 trees representing > 3800 species from 189 long-term RAINFOR forest plots. While tree mortality rates vary greatly Amazon-wide, on average trees are as likely to die standing as they are broken or uprooted—modes of death with different ecological consequences. Species-level growth rate is the single most important predictor of tree death in Amazonia, with faster-growing species being at higher risk. Within species, however, the slowest-growing trees are at greatest risk while the effect of tree size varies across the basin. In the driest Amazonian region species-level bioclimatic distributional patterns also predict the risk of death, suggesting that these forests are experiencing climatic conditions beyond their adaptative limits. These results provide not only a holistic pan-Amazonian picture of tree death but large-scale evidence for the overarching importance of the growth–survival trade-off in driving tropical tree mortality. Tree mortality has been shown to be the dominant control on carbon storage in Amazon forests, but little is known of how and why Amazon forest trees die. Here the authors analyse a large Amazon-wide dataset, finding that fast-growing species face greater mortality risk, but that slower-growing individuals within a species are more likely to die, regardless of size.

64 citations


Journal ArticleDOI
Robert Muscarella1, Robert Muscarella2, Thaise Emilio3, Thaise Emilio4  +239 moreInstitutions (125)
TL;DR: In this paper, the relative abundance of tree palms in tropical and subtropical moist forests was quantified to help improve understanding of tropical forests and reduce uncertainty about these ecosystems under climate change.
Abstract: Aim: Palms are an iconic, diverse and often abundant component of tropical ecosystems that provide many ecosystem services. Being monocots, tree palms are evolutionarily, morphologically and physiologically distinct from other trees, and these differences have important consequences for ecosystem services (e.g., carbon sequestration and storage) and in terms of responses to climate change. We quantified global patterns of tree palm relative abundance to help improve understanding of tropical forests and reduce uncertainty about these ecosystems under climate change. Location: Tropical and subtropical moist forests. Time period: Current. Major taxa studied: Palms (Arecaceae). Methods: We assembled a pantropical dataset of 2,548 forest plots (covering 1,191 ha) and quantified tree palm (i.e., ≥10 cm diameter at breast height) abundance relative to co-occurring non-palm trees. We compared the relative abundance of tree palms across biogeographical realms and tested for associations with palaeoclimate stability, current climate, edaphic conditions and metrics of forest structure. Results: On average, the relative abundance of tree palms was more than five times larger between Neotropical locations and other biogeographical realms. Tree palms were absent in most locations outside the Neotropics but present in >80% of Neotropical locations. The relative abundance of tree palms was more strongly associated with local conditions (e.g., higher mean annual precipitation, lower soil fertility, shallower water table and lower plot mean wood density) than metrics of long-term climate stability. Life-form diversity also influenced the patterns; palm assemblages outside the Neotropics comprise many non-tree (e.g., climbing) palms. Finally, we show that tree palms can influence estimates of above-ground biomass, but the magnitude and direction of the effect require additional work. Conclusions: Tree palms are not only quintessentially tropical, but they are also overwhelmingly Neotropical. Future work to understand the contributions of tree palms to biomass estimates and carbon cycling will be particularly crucial in Neotropical forests.

63 citations


Journal ArticleDOI
TL;DR: By averaging several methods to estimate total richness, this work confirms that over 15,000 tree species are expected to occur in Amazonia and shows that the species abundance distribution of Amazonia is best approximated by a logseries with aggregated individuals, where aggregation increases with rarity.
Abstract: Amazonian forests are extraordinarily diverse, but the estimated species richness is very much debated Here, we apply an ensemble of parametric estimators and a novel technique that includes conspecific spatial aggregation to an extended database of forest plots with up-to-date taxonomy We show that the species abundance distribution of Amazonia is best approximated by a logseries with aggregated individuals, where aggregation increases with rarity By averaging several methods to estimate total richness, we confirm that over 15,000 tree species are expected to occur in Amazonia We also show that using ten times the number of plots would result in an increase to just ~50% of those 15,000 estimated species To get a more complete sample of all tree species, rigorous field campaigns may be needed but the number of trees in Amazonia will remain an estimate for years to come

51 citations


Journal ArticleDOI
TL;DR: In this article, the authors compared the woody vegetation of the typical cerrado of the Cerrado-Amazonia Transition with that of the core area of Brazil in terms of both tree diversity and vegetation biomass.
Abstract: Less than half of the original two million square kilometers of the Cerrado vegetation remains standing, and there are still many uncertainties as to how to conserve and prioritize remaining areas effectively. A key limitation is the continuing lack of geographically-extensive evaluation of ecosystem-level properties across the biome. Here we sought to address this gap by comparing the woody vegetation of the typical cerrado of the Cerrado–Amazonia Transition with that of the core area of the Cerrado in terms of both tree diversity and vegetation biomass. We used 21 one-hectare plots in the transition and 18 in the core to compare key structural parameters (tree height, basal area, and above-ground biomass), and diversity metrics between the regions. We also evaluated the effects of temperature and precipitation on biomass, as well as explored the species diversity versus biomass relationship. We found, for the first time, both that the typical cerrado at the transition holds substantially more biomass than at the core, and that higher temperature and greater precipitation can explain this difference. By contrast, plot-level alpha diversity was almost identical in the two regions. Finally, contrary to some theoretical expectations, we found no positive relationship between species diversity and biomass for the Cerrado woody vegetation. This has implications for the development of effective conservation measures, given that areas with high biomass and importance for the compensation of greenhouse gas emissions are often not those with the greatest diversity.

35 citations


Journal ArticleDOI
11 Feb 2020
TL;DR: In this article, the edaphic, mineralogical and climatic controls of soil organic carbon (SOC) concentration were investigated using data from 147 primary forest soils sampled in eight different countries across the Amazon Basin.
Abstract: . We investigate the edaphic, mineralogical and climatic controls of soil organic carbon (SOC) concentration utilising data from 147 primary forest soils (0–30 cm depth) sampled in eight different countries across the Amazon Basin. Sampled across 14 different World Reference Base soil groups, our data suggest that stabilisation mechanism varies with pedogenetic level. Specifically, although SOC concentrations in Ferralsols and Acrisols were best explained by simple variations in clay content – this presumably being due to their relatively uniform kaolinitic mineralogy – this was not the case for less weathered soils such as Alisols, Cambisols and Plinthosols for which interactions between Al species, soil pH and litter quality are argued to be much more important. Although for more strongly weathered soils the majority of SOC is located within the aggregate fraction, for the less weathered soils most of the SOC is located within the silt and clay fractions. It thus seems that for highly weathered soils SOC storage is mostly influenced by surface area variations arising from clay content, with physical protection inside aggregates rendering an additional level of protection against decomposition. On the other hand, most of the SOC in less weathered soils is associated with the precipitation of aluminium–carbon complexes within the fine soil fraction, with this mechanism enhanced by the presence of high levels of aromatic, carboxyl-rich organic matter compounds. Also examined as part of this study were a relatively small number of arenic soils (viz. Arenosols and Podzols) for which there was a small but significant influence of clay and silt content variations on SOM storage, with fractionation studies showing that particulate organic matter may account for up to 0.60 of arenic soil SOC. In contrast to what were in all cases strong influences of soil and/or litter quality properties, after accounting for these effects neither wood productivity, above-ground biomass nor precipitation/temperature variations were found to exert any significant influence on SOC stocks. These results have important implications for our understanding of how Amazon forest soils are likely to respond to ongoing and future climate changes.

33 citations


Journal ArticleDOI
TL;DR: In this article, the authors evaluated the potential of full-wave-form lidar data for mapping tree species richness across the tropics by relating measurements of vertical canopy structure, as a proxy for the occupation of vertical niche space, to tree species.
Abstract: © 2020 John Wiley & Sons Ltd Aim: Mapping tree species richness across the tropics is of great interest for effective conservation and biodiversity management. In this study, we evaluated the potential of full-waveform lidar data for mapping tree species richness across the tropics by relating measurements of vertical canopy structure, as a proxy for the occupation of vertical niche space, to tree species richness. Location: Tropics. Time period: Present. Major taxa studied: Trees. Methods: First, we evaluated the characteristics of vertical canopy structure across 15 study sites using (simulated) large-footprint full-waveform lidar data (22 m diameter) and related these findings to in-situ tree species information. Then, we developed structure–richness models at the local (within 25–50 ha plots), regional (biogeographical regions) and pan-tropical scale at three spatial resolutions (1.0, 0.25 and 0.0625 ha) using Poisson regression. Results: The results showed a weak structure–richness relationship at the local scale. At the regional scale (within a biogeographical region) a stronger relationship between canopy structure and tree species richness across different tropical forest types was found, for example across Central Africa and in South America [R2 ranging from.44–.56, root mean squared difference as a percentage of the mean (RMSD%) ranging between 23–61%]. Modelling the relationship pan-tropically, across four continents, 39% of the variation in tree species richness could be explained with canopy structure alone (R2 =.39 and RMSD% = 43%, 0.25-ha resolution). Main conclusions: Our results may serve as a basis for the future development of a set of structure–richness models to map high resolution tree species richness using vertical canopy structure information from the Global Ecosystem Dynamics Investigation (GEDI). The value of this effort would be enhanced by access to a larger set of field reference data for all tropical regions. Future research could also support the use of GEDI data in frameworks using environmental and spectral information for modelling tree species richness across the tropics.

Journal ArticleDOI
28 Feb 2020-PLOS ONE
TL;DR: It is found that natural forests are currently more frequently found on south-facing slopes, likely because of geomorphology and past land use, and that Tibouchina is restricted to the wetter part of the region (southern part), which annually receives at least 1600 mm of precipitation.
Abstract: The Atlantic rainforest of Brazil is one of the global terrestrial hotspots of biodiversity. Despite having undergone large scale deforestation, forest cover has shown signs of increases in the last decades. Here, to understand the degradation and regeneration history of Atlantic rainforest remnants near Sao Paulo, we combine a unique dataset of very high resolution images from Worldview-2 and Worldview-3 (0.5 and 0.3m spatial resolution, respectively), georeferenced aerial photographs from 1962 and use a deep learning method called U-net to map (i) the forest cover and changes and (ii) two pioneer tree species, Cecropia hololeuca and Tibouchina pulchra. For Tibouchina pulchra, all the individuals were mapped in February, when the trees undergo mass-flowering with purple and pink blossoms. Additionally, elevation data at 30m spatial resolution from NASA Shuttle Radar Topography Mission (SRTM) and annual mean climate variables (Terraclimate datasets at ∼ 4km of spatial resolution) were used to analyse the forest and species distributions. We found that natural forests are currently more frequently found on south-facing slopes, likely because of geomorphology and past land use, and that Tibouchina is restricted to the wetter part of the region (southern part), which annually receives at least 1600 mm of precipitation. Tibouchina pulchra was found to clearly indicate forest regeneration as almost all individuals were found within or adjacent to forests regrown after 1962. By contrast, Cecropia hololeuca was found to indicate older disturbed forests, with all individuals almost exclusively found in forest fragments already present in 1962. At the regional scale, using the dominance maps of both species, we show that at least 4.3% of the current region’s natural forests have regrown after 1962 (Tibouchina dominated, ∼ 4757 ha) and that ∼ 9% of the old natural forests have experienced significant disturbance (Cecropia dominated).

Journal ArticleDOI
TL;DR: This article evaluated the response of palms and trees in forests distributed over a 600 km transect in central-southern Amazonia, where the landscape is dominated by shallow water table forests.
Abstract: 1. The intensity and frequency of severe droughts in the Amazon region has increase in recent decades. These extreme events are associated with changes in forest dynamics, biomass and floristic composition. However, most studies of drought response have focused on upland forests with deep water tables, which may be especially sensitive to drought. Palms, which tend to dominate the less well‐drained soils, have also been neglected. The relative neglect of shallow water tables and palms is a significant concern for our understanding of tropical drought impacts, especially as one third of Amazon forests grow on shallow water tables (<5m deep). 2. We evaluated the drought response of palms and trees in forests distributed over a 600 km transect in central‐southern Amazonia, where the landscape is dominated by shallow water table forests. We compared vegetation dynamics before and following the 2015–16 El Nino drought, the hottest and driest on record for the region (−214 mm of cumulative water deficit). 3. We observed no change in stand mortality rates and no biomass loss in response to drought in these forests. Instead, we observed an increase in recruitment rates, which doubled to 6.78% y‐1 ± 4.40 (mean ± SD) during 2015–16 for palms and increased by half for trees (to 2.92% y‐1 ± 1.21), compared to rates in the pre‐El‐Nino interval. Within these shallow water table forests, mortality and recruitment rates varied as a function of climatic drought intensity and water table depth for both palms and trees, with mortality being greatest in climatically and hydrologically wetter environments and recruitment greatest in drier environments. Across our transect there was a significant increase over time in tree biomass. 4. Synthesis: Our results indicate that forests growing over shallow water tables – relatively under‐studied vegetation that nonetheless occupies one‐third of Amazon forests ‐ are remarkably resistant to drought. These findings are consistent with the hypothesis that local hydrology and its interactions with climate strongly constrain forest drought effects, and has implications for climate change feedbacks. This work enhances our understanding of integrated drought effects on tropical forest dynamics and highlights the importance of incorporating neglected forest types into both the modeling of forest climate responses and into public decisions about priorities for conservation.

Journal ArticleDOI
20 Feb 2020
TL;DR: In this paper, the authors assess systematic error in out-of-sample predictions of AGB introduced during measurement, compilation and modeling of in-sample calibration data, and find that conservative inconsistencies can introduce significant bias into tree and stand-scale AGB predictions.
Abstract: Above-ground biomass (AGB) is an essential descriptor of forests, of use in ecological and climate-related research. At tree- and stand-scale, destructive but direct measurements of AGB are replaced with predictions from allometric models characterizing the correlational relationship between AGB, and predictor variables including stem diameter, tree height and wood density. These models are constructed from harvested calibration data, usually via linear regression. Here, we assess systematic error in out-of-sample predictions of AGB introduced during measurement, compilation and modeling of in-sample calibration data. Various conventional bivariate and multivariate models are constructed from open access data of tropical forests. Metadata analysis, fit diagnostics and cross-validation results suggest several model misspecifications: chiefly, unaccounted for inconsistent measurement error in predictor variables between in- and out-of-sample data. Simulations demonstrate conservative inconsistencies can introduce significant bias into tree- and stand-scale AGB predictions. When tree height and wood density are included as predictors, models should be modified to correct for bias. Finally, we explore a fundamental assumption of conventional allometry, that model parameters are independent of tree size. That is, the same model can provide predictions of consistent trueness irrespective of size-class. Most observations in current calibration datasets are from smaller trees, meaning the existence of a size dependency would bias predictions for larger trees. We determine that detecting the absence or presence of a size dependency is currently prevented by model misspecifications and calibration data imbalances. We call for the collection of additional harvest data, specifically under-represented larger trees.

Journal ArticleDOI
24 Apr 2020
TL;DR: In this paper, the authors synthesize the evidence for both positive and negative effects of lianas on forests and propose a framework that outlines the expected global response of forests to disturbance-induced liana proliferation.
Abstract: Lianas are woody vines, rooted in the soil, and supported physically by trees. Lianas contribute to forest ecosystem functioning globally, but especially in the tropics and subtropics. However, prolific liana growth following heavy disturbance frequently affects subsequent recovery of forest tree diversity, biomass, structure, and function. Understanding this forest liana dynamic, and its sensitivity to climate and anthropogenic forces, is essential for worldwide forest restoration and climate change mitigation. Here, we synthesise the evidence for both positive and negative effects of lianas on forests and propose a framework that outlines the expected global response of forests to disturbance-induced liana proliferation. Emerging evidence suggests that lianas play a major role in both facilitating and delaying forest recovery following disturbance. At low levels of disturbance and/or where environmental conditions favour tree growth, lianas can facilitate forest recovery by protecting trees from extreme weather, fire, weed invasion and herbivory. However, under conditions where lianas proliferate beyond critical thresholds, positive feedbacks are expected to induce and sustain liana-dominated forest states that can endure for decades or even longer. We conceptualise alternative classes of forest recovery response to disturbance and describe measurement and modelling of liana thresholds. We identify four essential challenges for global change science relating to lianas: (1) incorporation of lianas and sapling stems into forest monitoring and tree stand measurements worldwide; (2) long-term experiments to determine variation in liana-tree competition, and potential drivers across forest successional gradients; (3) identification and prediction of liana thresholds and other alternative forest recovery response classes; and (4) dynamic mechanistic modelling of forest recovery to determine regional and global variation within and among different recovery response classes, in relation to variation in potential drivers, liana feedbacks and their interactions. Addressing these challenges will determine the importance of lianas in shaping regional and global forest composition, recovery and dynamics.

Journal ArticleDOI
TL;DR: Analysis of palm trees’ distribution shows that their abundance is controlled naturally by local soil water content, avoiding both flooded and waterlogged areas near rivers and dry areas on the top of the hills, and indicates a relatively pristine landscape, albeit within a forest that is critically endangered.
Abstract: Mapping plant species at the regional scale to provide information for ecologists and forest managers is a challenge for the remote sensing community. Here, we use a deep learning algorithm called U-net and very high-resolution multispectral images (0.5 m) from GeoEye satellite to identify, segment and map canopy palms over ∼3000 km 2 of Amazonian forest. The map was used to analyse the spatial distribution of canopy palm trees and its relation to human disturbance and edaphic conditions. The overall accuracy of the map was 95.5% and the F1-score was 0.7. Canopy palm trees covered 6.4% of the forest canopy and were distributed in more than two million patches that can represent one or more individuals. The density of canopy palms is affected by human disturbance. The post-disturbance density in secondary forests seems to be related to the type of disturbance, being higher in abandoned pasture areas and lower in forests that have been cut once and abandoned. Additionally, analysis of palm trees’ distribution shows that their abundance is controlled naturally by local soil water content, avoiding both flooded and waterlogged areas near rivers and dry areas on the top of the hills. They show two preferential habitats, in the low elevation above the large rivers, and in the slope directly below the hill tops. Overall, their distribution over the region indicates a relatively pristine landscape, albeit within a forest that is critically endangered because of its location between two deforestation fronts and because of illegal cutting. New tree species distribution data, such as the map of all adult canopy palms produced in this work, are urgently needed to support Amazon species inventory and to understand their distribution and diversity.

Journal ArticleDOI
TL;DR: In this paper, a ground-based quantification of gold mining impacts on Amazon forest biomass recovery is presented, showing that the recovery process is highly dependent on nitrogen availability rather than mercury contamination, affecting woody biomass regrowth.
Abstract: 1 Gold mining has rapidly increased across the Amazon Basin in recent years, especially in the Guiana shield, where it is responsible for >90% of total deforestation However, the ability of forests to recover from gold mining activities remains largely unquantified 2 Forest inventory plots were installed on recently abandoned mines in two major mining regions in Guyana, and re‐censused 18 months later, to provide the first ground‐based quantification of gold mining impacts on Amazon forest biomass recovery 3 We found that woody biomass recovery rates on abandoned mining pits and tailing ponds are among the lowest ever recorded for tropical forests, with close to no woody biomass recovery after 3–4 years 4 On the overburden sites (ie areas not mined but where excavated soil is deposited), however, above‐ground biomass recovery rates (04–54 Mg ha−1 year−1) were within the range of those recorded in other secondary forests across the Neotropics following abandonment of pastures and agricultural lands 5 Our results suggest that forest recovery is more strongly limited by severe mining‐induced depletion of soil nutrients, especially nitrogen, than by mercury contamination, due to slowing of growth in nutrient‐stripped soils 6 We estimate that the slow recovery rates in mining pits and ponds currently reduce carbon sequestration across Amazonian secondary forests by ~21,000 t C/year, compared to the carbon that would have accumulated following more traditional land uses such as agriculture or pasture 7 Synthesis and applications To achieve large‐scale restoration targets, Guyana and other Amazonian countries will be challenged to remediate previously mined lands The recovery process is highly dependent on nitrogen availability rather than mercury contamination, affecting woody biomass regrowth The significant recovery in overburden zones indicates that one potential active remediation strategy to promote biomass recovery may be to backfill mining pits and ponds with excavated soil

Journal ArticleDOI
TL;DR: In this paper, the authors measured and quantified liana infestation of 16,066 trees with diameter ≥ 10 cm in 27 plots distributed across southern Amazonia, a region characterized by substantial ecological and environmental variation and environmental change.
Abstract: 1. Lianas, a key component of tropical forests, can limit growth of trees, impacting both the structure and functioning of forests, and are expected to benefit from fragmentation and potentially from global climatic changes. While it is critical to understand the impacts of liana infestation on contemporary tropical forests across large geographical areas, to date most liana studies have been focussed on single or few sites. 2. We measured and quantified liana infestation of 16,066 trees with diameter ≥10 cm in 27 plots distributed across southern Amazonia, a region characterized by substantial ecological and environmental variation and environmental change. We examined the influence of potential drivers of liana infestation at the plot, species and individual tree level. Additionally, we evaluated the effect of liana infestation on tree growth. 3. More than half of all trees had lianas in their crown. At the plot level, infestation by lianas was driven by forest structure but not by the studied climate or soil fertility variables, though low levels of liana infestation were found in seasonally flooded forests. 4. At the tree level, larger and stouter trees had a greater proportion of their crown infested with lianas. At the species level, trees belonging to intrinsically slow‐growing, dense‐wooded species were more susceptible to liana infestation. 5. Liana infestation had a negative impact on tree growth, with growth of heavily infested trees reduced by 33% compared to non‐infested. The impact of liana infestation on tree growth was strongest for the best‐lit tree crowns, indicating that lianas act to reduce the large competitive advantage that well‐lit trees otherwise hold over their neighbours. 6. Synthesis. Lianas are a pervasive and influential feature of the extensive forests at the southern edge of Amazonia. The degree of liana infestation in forests was closely linked to species‐level variables such as potential growth and wood density as well as the size of the individual tree. The growth of heavily infested trees was particularly restricted by lianas, and especially so for trees growing in otherwise favourable conditions, indicating the potential for lianas not only to reduce forest growth rates overall, but also to modify competitive hierarchies among trees within tropical forests.

Journal ArticleDOI
TL;DR: In this paper, the authors explored the hypothesis that low soil water-holding capacity is the main factor driving the monodominance of Brosimum rubescens in a monominant forest in Southern Amazonia.
Abstract: We explored the hypothesis that low soil water-holding capacity is the main factor driving the monodominance of Brosimum rubescens in a monodominant forest in Southern Amazonia. Tropical monodominant forests are rare ecosystems with low diversity and high dominance of a single tree species. The causes of this atypical condition are still poorly understood. Some studies have shown a relationship between monodominance and waterlogging or soil attributes, while others have concluded that edaphic factors have little or no explanatory value, but none has accounted for soil-moisture variation other than waterlogging. This study is the first to explicitly explore how low soil water-holding capacity influences the monodominance of tropical forests. We conducted in situ measurements of vertical soil moisture using electrical resistance collected over 1 year at 0–5; 35–40 and 75–80 cm depths in a B. rubescens monodominant forest and in an adjacent mixed-species forest in the Amazon-Cerrado transition zone, Brazil. Minimum leaf water potential (Ψmin) of the seven most common species, including B. rubescens, and soil water-holding capacity for both forests were determined. The vertical soil moisture decay pattern was similar in both forests for all depths. However, the slightly higher water availability in the monodominant forest and Ψmin similarity between B. rubescens and nearby mixed forest species indicate that low water-availability does not cause the monodominance. We reject the hypothesis that monodominance of B. rubescens is primarily determined by low soil water-holding capacity, reinforcing the idea that monodominance in tropical forests is not determined by a single factor.

Journal ArticleDOI
TL;DR: In this paper, the impacts of logging on forest C stocks are assessed in logged lowland forests in central Vietnam and explore correlations between logging intensity, soil, topography and living aboveground carbon (AGC) stocks.

Journal ArticleDOI
TL;DR: Prolonged droughts influence the mortality of large trees, leading to a decline in aboveground carbon stocks, and new results add to evidence that anthropogenic climate changes are already adversely impacting tropical forests.
Abstract: Long-term studies of community and population dynamics indicate that abrupt disturbances often catalyse changes in vegetation and carbon stocks. These disturbances include the opening of clearings, rainfall seasonality, and drought, as well as fire and direct human disturbance. Such events may be super-imposed on longer-term trends in disturbance, such as those associated with climate change (heating, drying), as well as resources. Intact neotropical forests have recently experienced increased drought frequency and fire occurrence, on top of pervasive increases in atmospheric CO2 concentrations, but we lack long-term records of responses to such changes especially in the critical transitional areas at the interface of forest and savanna biomes. Here, we present results from 20 years monitoring a valley forest (moist tropical forest outlier) in central Brazil. The forest has experienced multiple drought events and includes plots which have and which have not experienced fire. We focus on how forest structure (stem density and aboveground biomass carbon) and dynamics (stem and biomass mortality and recruitment) have responded to these disturbance regimes. Overall, the biomass carbon stock increased due to the growth of the trees already present in the forest, without any increase in the overall number of tree stems. Over time, both recruitment and especially mortality of trees tended to increase, and periods of prolonged drought in particular resulted in increased mortality rates of larger trees. This increased mortality was in turn responsible for a decline in aboveground carbon toward the end of the monitoring period. Prolonged droughts influence the mortality of large trees, leading to a decline in aboveground carbon stocks. Here, and in other neotropical forests, recent droughts are capable of shutting down and reversing biomass carbon sinks. These new results add to evidence that anthropogenic climate changes are already adversely impacting tropical forests.

Journal ArticleDOI
TL;DR: In this article, the long-term regeneration dynamics in a monodominant stand of Brosimum rubescens Taub (Moraceae) at the southern border of the Amazon forest were investigated.
Abstract: The long-term dynamics of regeneration in tropical forests dominated by single tree species remains largely undocumented, yet is key to understanding the mechanisms by which one species can gain dominance and resist environmental change. We report here on the long-term regeneration dynamics in a monodominant stand of Brosimum rubescens Taub. (Moraceae) at the southern border of the Amazon forest. Here the climate has warmed and dried since the mid-1990′s. Twenty-one years of tree and liana regeneration were evaluated in four censuses in 30 plots by assessing species abundance, dominance, and diversity in all regeneration classes up to 5 cm diameter. The density of B. rubescens seedlings declined markedly, from 85% in 1997 to 29% in 2018 after the most intense El Nino-driven drought. While the fraction contributed by other tree species changed little, the relative density of liana seedlings increased from just 1 to 54% and three-quarters of liana species underwent a ten-fold or greater increase in abundance. The regeneration community experienced a high rate of species turnover, with changes in the overall richness and species diversity determined principally by lianas, not trees. Long-term maintenance of monodominance in this tropical forest is threatened by a sharp decline in the regeneration of the monodominant species and the increase in liana density, suggesting that monodominance will prove to be a transitory condition. The close association of these rapid changes with drying indicates that monodominant B. rubescens forests are impacted by drought-driven changes in regeneration, and therefore are particularly sensitive to climatic change.

Journal ArticleDOI
TL;DR: In this article, the authors combined information from livelihood surveys, remote sensing and forest inventories around a protected natural forest area in North Central Vietnam, and found natural forests contributed an average of 28% of total household income with plantation forests contributing an additional 15%.
Abstract: Natural forests in Vietnam have experienced rapid declines in the last 70 years, as a result of degradation from logging and conversion of natural forests to timber and rubber plantations. Degradation of natural forests leads to loss of biodiversity and ecosystem services, impacting the livelihoods of surrounding communities. Efforts to address ongoing loss of natural forests, through mechanisms such as Reduced Emissions from Deforestation and Degradation (REDD+), require an understanding of the links between forest degradation and the livelihoods of local communities, which have rarely been studied in Vietnam. We combined information from livelihood surveys, remote sensing and forest inventories around a protected natural forest area in North Central Vietnam. For forest-adjacent communities, we found natural forests contributed an average of 28% of total household income with plantation forests contributing an additional 15%. Although officially prohibited, logging contributed more than half of the total income derived from natural forests. Analysis of Landsat images over the period 1990 to 2014 combined with forest inventory data, demonstrates selective logging was leading to ongoing degradation of natural forests resulting in loss of 3.3±0.8 Mg biomass ha-1 yr-1 across the protected area. This is equivalent to 1.5% yr-1 of total forest biomass, with rates as high as 3% yr-1 in degraded and easily accessible parts of the protected area. We estimate that preventing illegal logging would incur local opportunity costs of USD $4.10±0.90 per Mg CO2, similar to previous estimates for tropical forest protected areas and substantially less than the opportunity costs in timber or agricultural concessions. Our analysis suggests activities to reduce forest degradation in protected areas are likely to be financially viable through Vietnam's REDD+ program.

Posted ContentDOI
09 Mar 2020
TL;DR: In this article, the edaphic, mineralogical and climatic controls of soil organic carbon (SOC) concentration were investigated using data from 147 primary forest soils (0-30 cm depth) sampled in eight different countries across the Amazon Basin.
Abstract: We investigate the edaphic, mineralogical and climatic controls of soil organic carbon (SOC) concentration utilising data from 147 primary forest soils (0–30 cm depth) sampled in eight different countries across the Amazon Basin. Sampled across 14 different World Reference Base soil groups, our data suggest that stabilisation mechanism varies with pedogenetic level. Specifically, although SOC concentrations in Ferralsols and Acrisols were best explained by simple variations in clay content – this presumably being due to their relatively uniform kaolinitic mineralogy – this was not the case for less weathered soils such as Alisols, Cambisols and Plinthosols for which interactions between Al species, soil pH and litter quality are argued to be much more important. Although for more strongly weathered soils the majority of SOC is located within the aggregate fraction, for the less weathered soils most of the SOC is located within the silt and clay fractions. It thus seems that for highly weathered soils SOC storage is mostly influenced by surface area variations arising from clay content, with physical protection inside aggregates rendering an additional level of protection against decomposition. On the other hand, most of the SOC in less weathered soils is associated with the precipitation of aluminium–carbon complexes within the fine soil fraction, with this mechanism enhanced by the presence of high levels of aromatic, carboxyl-rich organic matter compounds. Also examined as part of this study were a relatively small number of arenic soils (viz. Arenosols and Podzols) for which there was a small but significant influence of clay and silt content variations on SOM storage, with fractionation studies showing that particulate organic matter may account for up to 0.60 of arenic soil SOC. In contrast to what were in all cases strong influences of soil and/or litter quality properties, after accounting for these effects neither wood productivity, above-ground biomass nor precipitation/temperature variations were found to exert any significant influence on SOC stocks. These results have important implications for our understanding of how Amazon forest soils are likely to respond to ongoing and future climate changes. Published by Copernicus Publications on behalf of the European Geosciences Union. 54 C. A. Quesada et al.: Variations in soil chemical and physical properties

Journal ArticleDOI
TL;DR: An amendment to this paper has been published and can be accessed via the original article.
Abstract: An amendment to this paper has been published and can be accessed via the original article.