Large Language Models as Calibration Agents in Hydrological Modeling: Feasibility and Limitations
Abstract Large language models (LLMs) represent the forefront of artificial intelligence, exhibiting substantial potential for advancing understanding and reasoning in complex Earth system sciences. Hydrological modeling, essential for water resource management and Earth system knowledge, predominantly relies on traditional calibration paradigms and ...
Zhanliang Zhu +7 more
wiley +1 more source
Building retrofit multiobjective optimization using neural networks and genetic algorithm three for energy carbon and comfort. [PDF]
Duan Z, Li B, Zi Y, Yao G.
europepmc +1 more source
Modeling Uncertainty With Engression: A Deep Generative Time‐Series Approach
Abstract Deep learning enables precise environmental predictions across spatial and temporal scales. However, reliable uncertainty estimation with generative capabilities remains crucial for actionable forecasting and simulation, yet robust quantification methods remain challenging.
Basil Kraft +6 more
wiley +1 more source
Multi-objective dung beetle optimization algorithm: A novel algorithm for solving complex multi-objective optimization problems. [PDF]
Wu W, Tian L, Wu J, Lin L.
europepmc +1 more source
One‐Dimensional Finite Elements With Arbitrary Cross‐Sectional Displacement Fields
ABSTRACT This paper introduces an unprecedented unified approach for developing structural theories with an arbitrary kinematic variable over the beam cross‐section. Each of the three displacement variables can be analyzed using an independent expansion function. Both the order of the expansion and the number of terms in each field can be any. That is,
E. Carrera, D. Scano, E. Zappino
wiley +1 more source
Using Extreme Value Statistics to Reconceptualize Psychopathology as Extreme Deviations From a Normative Reference Model. [PDF]
Fraza C +3 more
europepmc +1 more source
THE GENERALIZED WEIBULL PARETO DISTRIBUTION; ITS PROPERTIES AND APPLICATION
Abdulnasir Isah, Shu’aibu Bala
openalex +1 more source
Distributions conditioned on extrapolated events via copula and extreme value theory. [PDF]
Chen Z, Johnsson C, D'Agostino C.
europepmc +1 more source

