Climate change-induced invasion risk of ecosystem disturbing alien plant species: An evaluation using species distribution modeling
نویسندگان
چکیده
Species distribution modeling is widely used for evaluating invasion risk, and prioritizing areas the control management of invasive species. However, selecting a tool that accurately predicts species risk requires systematic approach. In this study, five models (SDMs), namely, artificial neural network (ANN), generalized linear model (GLM), multivariate adaptive regression splines (MARS), maximum entropy (MaxEnt), random forest (RF), were performed evaluated their performance using mean value area under curve (AUC), true skill statistics (TSS), Kappa scores 12 ecosystem disturbing alien plant (EDAPS). The evaluation metric highest in RF (AUC = 0.924 ± 0.058, TSS 0.789 0.109, 0.671 0.096, n 12) lowest ANN. ANOVA AUC, TSS, metrics revealed was significantly different from other SDMs therefore selected as relatively best model. potential each EDAPS quantified. Under current climate conditions South Korea, average estimated to be 13,062 km 2 . future change scenarios, percentage relative predicted increased over 219.93%. Furthermore, climate, 0.16% country very high invasion, but would increase 60.43% by 2070. Invasion northwestern, southern, southeastern regions, densely populated cities, such Seoul, Busan, Daegu. By 2070, expand across whole except northeastern region. These results suggested induced invasiveness, could valuable tools assessment.
منابع مشابه
Predicting climate change effects on wetland ecosystem services using species distribution modeling and plant functional traits
Wetlands provide multiple ecosystem services, the sustainable use of which requires knowledge of the underlying ecological mechanisms. Functional traits, particularly the community-weighted mean trait (CWMT), provide a strong link between species communities and ecosystem functioning. We here combine species distribution modeling and plant functional traits to estimate the direction of change o...
متن کاملGlobal change and marine communities: alien species and climate change.
Anthropogenic influences on the biosphere since the advent of the industrial age are increasingly causing global changes. Climatic change and the rising concentration of greenhouse gases in the atmosphere are ranking high in scientific and public agendas, and other components of global change are also frequently addressed, among which are the introductions of non indigenous species (NIS) in bio...
متن کاملSpecies distribution modelling of invasive alien species; Pterois miles for current distribution and future suitable habitats
The present study aims to predict the potential geographic distribution and future expansion of invasive alien lionfish (Pterois miles) with ecological niche modelling along the Mediterranean Sea. The primary data consisted of occurrence points of P. miles in the Mediterranean and marine climatic data layers were collected from global databases. All the used models run 100% su...
متن کاملMycorrhizal status helps explain invasion success of alien plant species.
It is still debated whether alien plants benefit from being mycorrhizal, or if engaging in the symbiosis constrains their establishment and spread in new regions. We analyzed the association between mycorrhizal status of alien plant species in Germany and their invasion success. We compared whether the representation of species with different mycorrhizal status (obligate, facultative, or non-my...
متن کاملEcological niche modeling of invasive alien plant species in a protected landscape
Non-native plants that can cause adverse effects are otherwise known as invasive alien plant species which pose a major threat to plant biodiversity conservation and sustainability. This study is dedicated to determine the plant diversity and to assess the vulnerability of Quezon Protected Landscape, Southern Luzon, the Philippines to invasive alien plant species. Data from 90 10x10 m randomly ...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: Frontiers in Ecology and Evolution
سال: 2022
ISSN: ['2296-701X']
DOI: https://doi.org/10.3389/fevo.2022.880987