Explainable Artificial Intelligence (XAI): Concepts, taxonomies, opportunities and challenges toward responsible AI
In the last few years, Artificial Intelligence (AI) has achieved a notable momentum that, if
harnessed appropriately, may deliver the best of expectations over many application sectors …
harnessed appropriately, may deliver the best of expectations over many application sectors …
Machine learning-based fatigue life prediction of metal materials: Perspectives of physics-informed and data-driven hybrid methods
H Wang, B Li, J Gong, FZ Xuan - Engineering Fracture Mechanics, 2023 - Elsevier
Fatigue life prediction is critical for ensuring the safe service and the structural integrity of
mechanical structures. Although data-driven approaches have been proven effective in …
mechanical structures. Although data-driven approaches have been proven effective in …
Climatic and soil factors explain the two-dimensional spectrum of global plant trait variation
Plant functional traits can predict community assembly and ecosystem functioning and are
thus widely used in global models of vegetation dynamics and land–climate feedbacks. Still …
thus widely used in global models of vegetation dynamics and land–climate feedbacks. Still …
TRY plant trait database–enhanced coverage and open access
Plant traits—the morphological, anatomical, physiological, biochemical and phenological
characteristics of plants—determine how plants respond to environmental factors, affect …
characteristics of plants—determine how plants respond to environmental factors, affect …
[HTML][HTML] The global forest above-ground biomass pool for 2010 estimated from high-resolution satellite observations
M Santoro, O Cartus, N Carvalhais… - Earth System …, 2021 - essd.copernicus.org
The terrestrial forest carbon pool is poorly quantified, in particular in regions with low forest
inventory capacity. By combining multiple satellite observations of synthetic aperture radar …
inventory capacity. By combining multiple satellite observations of synthetic aperture radar …
Theory-guided data science: A new paradigm for scientific discovery from data
A Karpatne, G Atluri, JH Faghmous… - … on knowledge and …, 2017 - ieeexplore.ieee.org
Data science models, although successful in a number of commercial domains, have had
limited applicability in scientific problems involving complex physical phenomena. Theory …
limited applicability in scientific problems involving complex physical phenomena. Theory …
The global spectrum of plant form and function
Earth is home to a remarkable diversity of plant forms and life histories, yet comparatively
few essential trait combinations have proved evolutionarily viable in today's terrestrial …
few essential trait combinations have proved evolutionarily viable in today's terrestrial …
Global trait–environment relationships of plant communities
Plant functional traits directly affect ecosystem functions. At the species level, trait
combinations depend on trade-offs representing different ecological strategies, but at the …
combinations depend on trade-offs representing different ecological strategies, but at the …
Relationships of stomatal morphology to the environment across plant communities
The relationship between stomatal traits and environmental drivers across plant
communities has important implications for ecosystem carbon and water fluxes, but it has …
communities has important implications for ecosystem carbon and water fluxes, but it has …
Global relationships in tree functional traits
Due to massive energetic investments in woody support structures, trees are subject to
unique physiological, mechanical, and ecological pressures not experienced by herbaceous …
unique physiological, mechanical, and ecological pressures not experienced by herbaceous …