Tree CycleGAN with maximum diversity loss for image augmentation and its application into gear pitting detection

2021 ◽  
pp. 108130
Author(s):  
Yi Qin ◽  
Zhiwen Wang ◽  
Dejun Xi
Keyword(s):  
2008 ◽  
Vol 9 (5) ◽  
pp. 485-493 ◽  
Author(s):  
Kechang Niu ◽  
Yanjiang Luo ◽  
Philippe Choler ◽  
Guozhen Du

2021 ◽  
Vol 168 ◽  
pp. 104107
Author(s):  
Xiaofan Na ◽  
Shaolan Ma ◽  
Caixia Ma ◽  
Ziyu Liu ◽  
Pengxin Xu ◽  
...  

2018 ◽  
Vol 10 (8) ◽  
pp. 2764 ◽  
Author(s):  
Abhishek Chaudhary ◽  
Arne Mooers

Efficient forward-looking mitigation measures are needed to halt the global biodiversity decline. These require spatially explicit scenarios of expected changes in multiple indicators of biodiversity under future socio-economic and environmental conditions. Here, we link six future (2050 and 2100) global gridded maps (0.25° × 0.25° resolution) available from the land use harmonization (LUH) database, representing alternative concentration pathways (RCP) and shared socio-economic pathways (SSPs), with the countryside species–area relationship model to project the future land use change driven rates of species extinctions and phylogenetic diversity loss (in million years) for mammals, birds, and amphibians in each of the 804 terrestrial ecoregions and 176 countries and compare them with the current (1900–2015) and past (850–1900) rates of biodiversity loss. Future land-use changes are projected to commit an additional 209–818 endemic species and 1190–4402 million years of evolutionary history to extinction by 2100 depending upon the scenario. These estimates are driven by land use change only and would likely be higher once the direct effects of climate change on species are included. Among the three taxa, highest diversity loss is projected for amphibians. We found that the most aggressive climate mitigation scenario (RCP2.6 SSP-1), representing a world shifting towards a radically more sustainable path, including increasing crop yields, reduced meat production, and reduced tropical deforestation coupled with high trade, projects the lowest land use change driven global biodiversity loss. The results show that hotspots of future biodiversity loss differ depending upon the scenario, taxon, and metric considered. Future extinctions could potentially be reduced if habitat preservation is incorporated into national development plans, especially for biodiverse, low-income countries such as Indonesia, Madagascar, Tanzania, Philippines, and The Democratic Republic of Congo that are otherwise projected to suffer a high number of land use change driven extinctions under all scenarios.


2018 ◽  
Author(s):  
Samuel Starko ◽  
Lauren Bailey ◽  
Elandra Creviston ◽  
Katelyn James ◽  
Alison Warren ◽  
...  

AbstractBiodiversity loss is driven by interacting factors operating at different spatial scales. Yet, there remains uncertainty as to how fine-scale environmental conditions mediate biological responses to broad-scale stressors. We surveyed mid-latitude kelp bed habitats to determine whether local habitat heterogeneity has mediated changes in community diversity after more than two decades of extreme temperature events, most notably the 2013-2016 heat wave. Local wave exposure conditions were key in determining responses, with some habitats remaining stable and others experiencing near complete diversity loss, leading to local declines without regional extinctions. Wave-sheltered shores, which saw the largest declines, are a very common habitat type in the Northeast Pacific and may be especially sensitive to climate-related losses in kelp diversity and abundance. Our findings highlight how local gradients can interact with global drivers to facilitate diversity loss and demonstrate how incorporating differences between habitat patches can be essential to capturing scale-dependent biodiversity loss across the landscape.


Author(s):  
JOEL HENRIQUE ELLWANGER ◽  
BRUNA KULMANN-LEAL ◽  
VALÉRIA L. KAMINSKI ◽  
JACQUELINE MARÍA VALVERDE-VILLEGAS ◽  
ANA BEATRIZ G. DA VEIGA ◽  
...  

2018 ◽  
Vol 122 (6) ◽  
pp. 1005-1017 ◽  
Author(s):  
Mario Mairal ◽  
Juli Caujapé-Castells ◽  
Loïc Pellissier ◽  
Ruth Jaén-Molina ◽  
Nadir Álvarez ◽  
...  

2020 ◽  
Vol 11 (1) ◽  
Author(s):  
Théophile Olivier ◽  
Elisa Thébault ◽  
Marianne Elias ◽  
Benoit Fontaine ◽  
Colin Fontaine

Sign in / Sign up

Export Citation Format

Share Document