Maxwell C Wilson’s research while affiliated with Arizona State University and other places

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Publications (17)


Figure 4 Changes in landscape composition of TIL islands during 1985-2015, with three mainland buffers of 0.5, 1.0, and 3.0 km in width. All went through the land use transition of reforestationstabilization-urbanization, with TIL islands having more sparsely-vegetated and less densely-vegetated natural lands. Full-size  DOI: 10.7717/peerj.11416/fig-4
Figure 5 Changes in landscape configurational features of TIL islands and the surrounding mainland during 1985-2015, with three mainland buffers of 0.5, 1.0, and 3.0 km in width. Natural lands of TIL islands were the most fragmented and least disturbed. Full-size  DOI: 10.7717/peerj.11416/fig-5
Figure 6 Existing studies and findings on ecological impacts of habitat fragmentation in the TIL region. (A) clusters of the topics extracted from the titles and abstracts of existing studies conducted in the Thousand Island Lake (TIL) region (see Appendix 2 for the full list of publications). (B) Fragmentation effects (area effect and isolation effect) on biodiversity across taxa and organizational levels. The values in parentheses are the slopes of log-log transformed species-area curves. Full-size  DOI: 10.7717/peerj.11416/fig-6
Figure 7 Changes in NDVI of islands and three mainland buffers with widths of 0.5, 1.0, and 3.0 km in the TIL region between 1985 and 2011. Full-size  DOI: 10.7717/peerj.11416/fig-7
Figure 8 Schematic chronology of major national and local policies as well as socioeconomic events and conditions in the TIL region from 1955 to 2018. Full-size  DOI: 10.7717/peerj.11416/fig-8
Spatiotemporal patterns and ecological consequences of a fragmented landscape created by damming
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May 2021

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335 Reads

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9 Citations

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Maxwell Wilson

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Background Damming disrupts rivers and destroys neighboring terrestrial ecosystems through inundation, resulting in profound and long-lasting impacts on biodiversity and ecosystem processes far beyond the river system itself. Archipelagos formed by damming are often considered ideal systems for studying habitat fragmentation. Methods Here we quantified the island attributes and landscape dynamics of the Thousand Island Lake (TIL) in China, which is one of the several long-term biodiversity/fragmentation research sites around the world. We also synthesized the major findings of relevant studies conducted in the region to further ecological understanding of damming and landscape fragmentation. Results Our results show that the vegetations on islands and the neighboring mainland were both recovering between 1985 and 2005 due to reforestation and natural succession, but the regeneration was partly interrupted after 2005 because of increasing human influences. While major changes in landscape composition occurred primarily in the lakefront areas and near-lakeshore islands, landscape patterns became structurally more complex and fragmented on both islands and mainland. About 80 studies from the TIL region show that the genetic, taxonomic, functional, and phylogenetic diversity on these islands were mainly influenced by island area at the patch scale, but fragmentation per se also affected species composition and related ecological processes at patch and landscape scales. In general, islands had lower species diversity but a steeper species-area relationship than the surrounding mainland. Fragmentation and edge effects substantially hindered ecological succession towards more densely vegetated forests on the islands. Environmental heterogeneity and filtering had a major impact on island biotic communities. We hypothesize that there are multiple mechanisms operating at different spatial scales that link landscape fragmentation and ecological dynamics in the TIL region, which beg for future studies. By focusing on an extensive spatiotemporal analysis of the island-mainland system and a synthesis of existing studies in the region, this study provides an important foundation and several promising directions for future studies.

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The Thousand Island Lake, one of the largest man-made reservoirs in China. Photo credit: Wande Li.
Island biogeography of soil bacteria and fungi: similar patterns, but different mechanisms

April 2020

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1,080 Reads

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121 Citations

The ISME Journal

Microbes, similar to plants and animals, exhibit biogeographic patterns. However, in contrast with the considerable knowledge on the island biogeography of higher organisms, we know little about the distribution of microorganisms within and among islands. Here, we explored insular soil bacterial and fungal biogeography and underlying mechanisms, using soil microbiota from a group of land-bridge islands as a model system. Similar to island species-area relationships observed for many macroorganisms, both island-scale bacterial and fungal diversity increased with island area; neither diversity, however, was affected by island isolation. By contrast, bacterial and fungal communities exhibited strikingly different assembly patterns within islands. The loss of bacterial diversity on smaller islands was driven primarily by the systematic decline of diversity within samples, whereas the loss of fungal diversity on smaller islands was driven primarily by the homogenization of community composition among samples. Lower soil moisture limited within-sample bacterial diversity, whereas smaller spatial distances among samples restricted among-sample fungal diversity, on smaller islands. These results indicate that among-island differences in habitat quality generate the bacterial island species-area relationship, whereas within-island dispersal limitation generates the fungal island species-area relationship. Together, our study suggests that different mechanisms underlie similar island biogeography patterns of soil bacteria and fungi.


Assessing habitat fragmentation’s hierarchical effects on species diversity at multiple scales: the case of Thousand Island Lake, China

February 2020

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459 Reads

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21 Citations

Landscape Ecology

Context The study of habitat fragmentation is fraught with definitional and conceptual challenges. Specifically, a multi-scale perspective is needed to address apparent disagreements between landscape- and patch-based studies that have caused significant uncertainty concerning fragmentation’s effects. Objectives Here we test the hypothesis that habitat fragmentation alters biological communities by creating hierarchically nested selective pressures across plot-, patch-, and landscape-scales in the Thousand Island Lake, China. We assess the variation in fragmentation-diversity relationships contextualize the interplay of scale-dependent relationships. Methods This work utilized two datasets. At the island scale, islands were sampled to adequately capture the vast majority of species on each island using 5 × 5 m sampling cells. To capture intra-island variation, we sampled 400 m² plots set up along an edge gradient on each island. The variation in species richness at each scale was then compared using Wilcoxon tests, Spearman rank correlations, generalized linear models, and single-large-or-several-small (SLOSS) simulations. Results We find that edges have little impact on plot α-diversity and between-plot β-diversity, but increase the amount of β-diversity that can be attributed to nestedness at the plot-scale. We also find that the percent habitat in the surrounding landscape has a positive effect on species richness at the patch-scale and that small islands accumulate species faster than large islands of equal total size at the landscape-scale. Conclusions By observing interdependent effects at each scale, we find support for the hypothesis that habitat fragmentation’s effects are hierarchically structured. Therefore, multi-scale approaches are needed to understand the patterns, processes, and consequences of fragmentation.


Figure 1 The 29 study islands in the Thousand Island Lake, East China. Island and mainland boundaries were digitalized using SPOT-6 satellite imagery in ArcMap v10.3 (http://desktop.arcgis.com/ en/arcmap/). Final map production was completed in QGIS v2.8 (www.qgis.org). Maps of China and Zhejiang Province are based on the Natural Earth 1:10,000,000 cultural and physical data sets, which are part of the public domain and available at http://www.naturalearthdata.com/. Full-size  DOI: 10.7717/peerj.6714/fig-1
Figure 2 Patterns of (A) a-diversity, (B) β-diversity and (C) spatial turnover in all plant and four PFTs. Bars represented 95% confidence levels. Full-size  DOI: 10.7717/peerj.6714/fig-2
Figure 3 Relative contribution of richness variation and spatial turnover in β-diversity of four island categories ((A) all islands; (B) large vs. small; (C) isolated vs. clumped; (D) far vs. near) based on variation partitioning. The independent and combined explanatory powers are shown in parentheses. Full-size  DOI: 10.7717/peerj.6714/fig-3
Figure 4 Relative contribution of richness variation and spatial turnover in β-diversity of (A) PFT1, (B) PFT2, (C) PFT3 and (D) PFT4 based on variation partitioning. The independent and combined explanatory powers are shown in parentheses. Full-size  DOI: 10.7717/peerj.6714/fig-4
Decoupling species richness variation and spatial turnover in beta diversity across a fragmented landscape

April 2019

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224 Reads

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7 Citations

Background: How habitat fragmentation affects the relationship between local richness and the variation in community composition across space is important to both ecology and conservation biology, but this effect remains poorly understood. Methods: Here, we present an empirical study to address this topic in a fragmented landscape, the Thousand Island Lake (TIL), an artificial land-bridge island system with more than 1,000 islands, which provides an "experimental" fragmented landscape with a homogeneous matrix and similar successional history. We measured species composition and plant functional type (PFT) on 29 islands, and tested the effects of island area and isolation on the relationship between α- and β-diversity. General Linear Models were applied to test the impact of habitat fragmentation. In addition, variation partitioning was used to decouple α-diversity dependent and α-diversity independent spatial turnover in β-diversity of the plant community and across different PFTs. Results: We found habitat fragmentation influences β-diversity of plants primarily by modifying local α-diversity, not spatial turnover in the TIL system. We also found area-dependent environmental filtering and differential plant responses across functional types were the most likely underlying driving mechanisms. Discussion: These results highlight the importance of hierarchical linkages between components of biodiversity across scales in fragmented landscapes, and have practical conservation implications.


The distribution of plants and seed dispersers in response to habitat fragmentation in an artificial island archipelago

April 2019

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505 Reads

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24 Citations

Journal of Biogeography

Aim Small, old‐growth forest fragments generally have more small‐seeded plants than large patches, due to the disappearance of large seed dispersing vertebrates. This pattern may differ for secondary forest fragments where differential migration ability rather than persistence of seed dispersers may be driving plant community assembly. In this study, we investigated the effect of habitat fragmentation on seed dispersers and plant community structure in regenerating forests. Location The Thousand Island Lake, China. Taxon Plants, birds and mammals. Methods We compiled diversity and abundance data for birds and mammals on islands in the Thousand Island Lake, China. We also surveyed the secondary plant communities and measured seed dispersal traits. Results Community‐weighted mean seed size of woody plants decreased with island size. This pattern was related to compositional difference of the dispersers. We found that mammal diversity and abundance was only weakly or not related to island size; whereas bird diversity and abundance increased strongly with island size. Density of bird‐dispersed plants was significantly positively related with island size. Since birds tend to disperse smaller seeds than mammals, the trend in seed size may have been a consequence of the shift in relative abundance of the two disperser guilds. Main Conclusions Differential responses of seed dispersers to habitat fragmentation may lead to pervasive shifts in the plant community structure of regenerating forest fragments. Our study highlights the importance of keeping large continuous forests in order to retain mammals and their dispersal capabilities.


Conversions between natural wetlands and farmland in China: A multiscale geospatial analysis

April 2018

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150 Reads

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217 Citations

The Science of The Total Environment

Agricultural activity is widely recognized as a leading driver of natural wetland loss in many parts of the world. However, little is known about the spatiotemporal patterns of conversion between natural wetlands and farmland in China. This information deficiency has limited decision-making for the sustainable management of natural wetland ecosystems. In this study, we explicitly quantified bidirectional natural wetland-farmland conversions during the periods of 1990-2000 and 2000-2010 at multiple spatiotemporal scales. Our results revealed that about 60% (15,765km2) of China's lost natural wetlands were due to agricultural encroachment for grain production, 74.7% (11,778km2) of which occurred from 1990 to 2000. Natural wetland conversion to farmland was highest in Northeast China (13,467km2 or 85.4%), whereas the natural wetlands in Northwest China demand extra attention because of a notable increase of agricultural encroachment. Natural wetlands in the humid zone experienced tremendous agricultural encroachment, leading to a loss of 10,649km2, accounting for 67.5% of the total agriculture-induced natural wetland loss in China. On the other hand, a total of 1369km2 of natural wetlands were restored from farmland, with 66.3% of this restoration occurring between 2000 and 2010, primarily in Northeast China and the humid zone. Although a series of national policies and population pressure resulted in agricultural encroachment into natural wetlands, there are also policies and management measures protecting and restoring natural wetlands in China. The spatial differences in natural wetland-farmland conversions among different geographic regions and climatic zones suggest that China must develop place-based sustainable management policies and plans for natural wetlands. This study provides important scientific information necessary for developing such policies and implementation plans.


Studies working on the pair-wise relationships between biodiversity, fragmentation and ecosystem function with key words of “biodiversity” and “ecosystem function” and “fragmentation” respectively since 1990. Publications about habitat fragmentation effect on ecosystem functioning have been much less investigated. Data retrieved from an online search of the Web of Science on 31st May, 2017. In total, there are 3663 (Biodiversity and Ecosystem function), 8792 (Biodiversity and fragmentation), 287 (Ecosystem function and fragmentation), 198 (Ecosystem function and fragmentation and Biodiversity) papers published from 1990 to 2016
A framework describing how habitat fragmentation affects ecosystem functioning through changes in abiotic environment, and biodiversity by considering spatial and temporal scales (modified from Loreau 2010). BEF relationships in fragmented landscape are different from small-scale experiments, we should consider (1) non-random species loss caused by habitat fragmentation; (2) direct and indirect effect of changes of abiotic environment on ecosystem functioning after habitat fragmentation; (3) changes of landscape configuration which affect ecological flow among patches (e.g. seed dispersal, pollination); (4) spatial scale-dependent BEF relationships; (5) long term effects of habitat fragmentation on BEF relationships. It is important to build the knowledge of these components in this framework to better understand the BEF relationships in real world with increasing habitat fragmentation
Traditional BEF studies assumed there is no ecological flow among patches (a). However, small patches with less biodiversity in the real world can still benefit from nearby habitat patches through dispersal processes (b), influencing the predictability of the BEF relationships, e.g. (France and Duffy 2006)
Significant BEF relationships found in very small sample units may change with increasing fragment size in continuous old-growth forests, making the BEF relationships not significant or negative, e.g. (Chisholm et al. 2013; Sullivan et al. 2017). This makes it a challenge to test BEF relationships in fragmented landscapes with different habitat sizes
How does habitat fragmentation affect the biodiversity and ecosystem functioning relationship?

March 2018

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3,226 Reads

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99 Citations

Landscape Ecology

Context The relationship between biodiversity and ecosystem functioning (BEF) has been a central topic in ecology for more than 20 years. While experimental and theoretical studies have produced much knowledge of how biodiversity affects ecosystem functioning, it remains poorly understood how habitat fragmentation affects the BEF relationship. Objectives To develop a framework that connects habitat fragmentation to the BEF relationship from a landscape perspective. Methods We reviewed the literature on habitat fragmentation, BEF, and related fields, and developed a framework to analyze how habitat fragmentation affects the BEF relationship through altering biodiversity, environmental conditions, and both, based on the pattern-process-scale perspective in landscape ecology. Results Our synthesis of the literature suggests that habitat fragmentation can alter BEF relationship through several processes. First, habitat fragmentation causes the non-random loss of species that make major contributions to ecosystem functioning (decreasing sampling effect), and reduces mutualistic interactions (decreasing complementarity effects) regardless of the changes in species richness. Second, environmental conditions within patches and ecological flows among patches vary significantly with the degree of fragmentation, which potentially contributes to and modulates the BEF relationship. Conclusions Habitat fragmentation can affect the BEF relationship directly by altering community composition, as well as indirectly by changing environmental conditions within and among habitat patches on both local and landscape levels. The BEF relationship obtained from small plots and over short time periods may not fully represent that in real landscapes that are fragmented, dynamic, and continuously influenced by myriad human activities on different scales in time and space.


Functional-trait ecology of the plateau pika Ochotona curzoniae (Hodgson, 1858) in the Qinghai-Tibetan Plateau ecosystem

January 2018

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1,489 Reads

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101 Citations

Integrative Zoology

Understanding a species' functional traits allows for a directed and productive perspective on the role a species plays in nature, thus its relative importance to conservation planning. The functional trait ecology of the plateau pika Ochotona curzoniae (Hodgson, 1858) is examined to better understand the resilience and sustainability of the high alpine grasslands of the Qinghai-Tibetan Plateau (QTP). The key functional traits of plateau pikas are their abundance and behavior of digging extensive burrow systems. Plateau pikas have been poisoned over a significant part of their original geographic distribution across the QTP, allowing comparison of ecological communities with and without pikas. Nearly all mammalian and avian carnivores, most of which are obligate predators on pikas, have been lost in regions where pikas have been poisoned. Most endemic birds on the QTP nest in pika burrows; when pikas are poisoned, burrows collapse, and these birds are greatly reduced in number. Due to the biopedturbation resulting from their burrows, regional plant species richness is higher in areas with pikas than without. The presence of pika burrows allows higher rates of infiltration during heavy monsoon rains compared to poisoned areas, possibly mitigating runoff and the potential for serious downslope erosion and flooding. Thus the functional traits of plateau pikas enhance native biodiversity and other important ecosystem functions; these traits are irreplaceable. As plateau pikas are not natural colonizers, active re-introduction programs are needed to restore pikas to areas from which they have been poisoned to restore the important functional ecological traits of pikas.


When to use what: Methods for weighting and aggregating sustainability indicators

October 2017

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7,584 Reads

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463 Citations

Ecological Indicators

Sustainability indices (SIs) have become increasingly important to sustainability research and practice. However, while the validity of SIs is heavily dependent on how their components are weighted and aggregated, the typology and applicability of the existing weighting and aggregation methods remain poorly understood. To close the knowledge gap regarding when to use which weighting and aggregation methods for constructing SIs, we review the most commonly used methods for weighting and aggregating SIs, discuss their benefits and drawbacks, and suggest a process-oriented approach for choosing appropriate weighting and aggregation methods depending on research objectives. Our review synthesis was based on peer-reviewed journal articles, books, and reports by international organizations, governmental agencies, and research institutions. After carefully examining their principles, characteristics, and applications, we selected and classified the frequently used methods for indicator weighting and aggregation. We systematically discuss the benefits and drawbacks of nine weighting methods and three aggregation methods. We propose a four-step process for choosing the most suitable weighting and aggregation methods based on: research purposes, spatial and temporal scales, and sustainability perspectives. In this research, we chose the most commonly used methods for weighting and aggregating SIs and analyzed the characteristics, strengths and weaknesses of each method. We found that choosing appropriate weighting and aggregation methods for a specific sustainability assessment project is an extremely important and challenging task. To meet this challenge, we propose a process-oriented approach for properly selecting methods according to the purpose, scale and sustainability concept. This approach can facilitate the proper selection of these methods in sustainability research and practice.


A sketch map of the South–North Water Transfer Project (modified from [12]).
A Review of the Economic, Social, and Environmental Impacts of China’s South–North Water Transfer Project: A Sustainability Perspective

August 2017

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1,770 Reads

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76 Citations

China’s South–North Water Transfer Project (SNWTP) has the potential to transfer as much as 44.8 km³ year⁻¹ of water from the Yangtze River basin to the Yellow River basin. However, the SNWTP has not been assessed from a sustainability perspective. Thus, in this study we evaluated the SNWTP’s economic, social, and environmental impacts by reviewing the English literature published in journals that are part of the Web of Science database. We then synthesized this literature using a Triple Bottom Line framework of sustainability assessment. Our study has led to three main findings: (1) whether the SNWTP is economically beneficial depends largely on model assumptions, meaning that economic gains at the regional and national level are uncertain; (2) the SNWTP requires the resettlement of hundreds of thousands of people and challenges existing water management institutions, suggesting possible social concerns beyond the short term; and (3) evidently large environmental costs in water-providing areas and uncertain environmental benefits in water-receiving areas together point to an uncertain environmental future for the geographic regions involved. Thus, the overall sustainability of SNWTP is seriously questionable. Although much work has been done studying individual aspects of SNWTP’s sustainability, few studies have utilized the multi-scale, transdisciplinary approaches that such a project demands. To minimize environmental risks, ensure social equity, and sustain economic benefits, we suggest that the project be continuously monitored in all three dimensions, and that integrated sustainability assessments and policy improvements be carried out periodically.


Citations (17)


... However, the health of TIL is inextricably linked to the ecological condition of its source areas-the rivers and streams that feed into the lake. Ensuring the ecological integrity of these waterways is essential for maintaining the overall health of the TIL catchment (Wang et al., 2012;Zhai et al., 2014;Hu et al., 2021). To assess this ecological health, macroinvertebrates have become a widely used tool in bioassessment. ...

Reference:

Uncovering patterns and drivers of macroinvertebrate ecological uniqueness for conservation planning in riverine tributaries of Thousand Islands Lake, China
Spatiotemporal patterns and ecological consequences of a fragmented landscape created by damming

... The influence of island area, isolation, and human activities on species diversity may also be related to the functional types of the plants present in island ecosystems (Hu et al., 2019), such as plant growth forms (woody plants, herbs, and lianas) (Rodriguez-Loinaz et al., 2012;Schnitzer & Bongers, 2002;Schrader et al., 2020). ...

Decoupling species richness variation and spatial turnover in beta diversity across a fragmented landscape

... Previous studies based on the island biogeography framework have widely demonstrated the negative impacts of decreased area effect, increased isolation effect and increased edge effect on above-ground biodiversity at the patch scale (Haddad et al., 2015;Liu, MacDonald, et al., 2022;Wang et al., 2024). Our study found similar results for below-ground biodiversity, that all three aspects of landscape-scale and patch-scale fragmentation negatively affect soil bacteria and fungi diversity, consistent with research by Li et al. (2020) conducted in land-bridge islands. Moreover, biodiversity was more susceptible to landscape-scale fragmentation (mainly the decreased habitat amount within the landscape and increased interpatch distance) than patch-scale fragmentation, particularly for plant diversity. ...

Island biogeography of soil bacteria and fungi: similar patterns, but different mechanisms

The ISME Journal

... Moreover, autochory demonstrated a more negative response to city size in comparison to anemochory, suggesting an elevated sensitivity to urbanization. As urbanization intensifies, there is a concurrent rise in fragmentation levels, indirectly affecting species with short dispersal range, such as autochory 34,35 , and the processes may potentially amplify the sensitivity of short dispersal species to city size. For zoochory, we found the strongest positive effects of urbanization intensity, as represented by GDP site on zoochory diversity. ...

Assessing habitat fragmentation’s hierarchical effects on species diversity at multiple scales: the case of Thousand Island Lake, China

Landscape Ecology

... For sweep sampling, we used a 35-cm-diameter F I G U R E 1 (a) Landscape of Thousand Island Lake (TIL), Zhejiang Province, China, created by hydroelectric dam in late 1950s. (b) Locations of the 28 sampling islands used in this study in the TIL (Liu, Slik, et al., 2019). The white areas in the main map represent water, the gray areas represent land, and the green areas are the 28 islands studied (labeled by their island codes). ...

The distribution of plants and seed dispersers in response to habitat fragmentation in an artificial island archipelago

Journal of Biogeography

... However, climate change coupled with human-driven land use change imposes considerable uncertainty for the future of these resources. Previous studies have pointed out that the growth of agriculture in the 19th and 20th centuries led to widespread declines in wetland coverage worldwide, particularly affecting small wetlands that are susceptible to drainage and conversion into cropland [4][5][6][7][8][9] . Simultaneously, global changes have also contributed to the formation and expansion of lentic systems, such as the enlargement of lakes resulting from climate warming-induced glacial and snow-melt processes 10 . ...

Conversions between natural wetlands and farmland in China: A multiscale geospatial analysis
  • Citing Article
  • April 2018

The Science of The Total Environment

... Mountain urban parks serve as essential components of human urban life, experiencing extensive anthropogenic disturbances that significantly impact forest plant communities and warrant careful consideration (Zhu et al., 2004;Sun et al., 2018;Matteau et al., 2021;Tang and Wang, 2021). Urban forests, often fragmented and enclosed by surrounding constructions, face a high degree of isolation and reduced area, which hampers species migration, thereby constraining plant diversity (Wilson et al., 2016;Liu et al., 2018c). The microhabitats arising from such fragmentation offer limited ecological niches, affecting plant seed deposition and recruitment, and consequently limiting plant alpha diversity. ...

How does habitat fragmentation affect the biodiversity and ecosystem functioning relationship?

Landscape Ecology

... Plateau pikas, as vital primary consumers, are the main food source for the Tibetan and red foxes (Harris et al. 2014). In particular, plateau pika constitutes a high proportion of the Tibetan fox's diet (Hacker et al. 2022;Lu et al. 2023;Smith et al. 2019). The Tibetan fox is highly adapted to alpine meadows and grasslands , whereas the red fox exhibits a broader ecological niche, primarily reflected in its dietary diversity (Hacker et al. 2022). ...

Functional-trait ecology of the plateau pika Ochotona curzoniae (Hodgson, 1858) in the Qinghai-Tibetan Plateau ecosystem

Integrative Zoology

... It is crucial to take lessons from regions of the world where resource management programs have been tried. The South-North Water Transfer Project (SNWTP), which connects four major river basins, three megacities, six provinces, and hundreds of millions of water users in China, lies among the most ambitious inter-basin water transfer schemes in the world [26][27][28]. It is a complex of diversion channels that plan to carry tens of billions of cubic meters of fresh water annually more than 1,000 km away from the south of China which is rich with plenty of water to the drier north. ...

A Review of the Economic, Social, and Environmental Impacts of China’s South–North Water Transfer Project: A Sustainability Perspective

... Unlike additive aggregation methods, which are fully compensatory, geometric mean-based methods allow compensability between KPIs with certain constraints, thus limiting the compensation of low-scoring KPIs by highscoring ones. Geometric aggregation methods are not fully non-compensatory (Gan et al. 2017). ...

When to use what: Methods for weighting and aggregating sustainability indicators
  • Citing Article
  • October 2017

Ecological Indicators