Results 21 to 30 of about 22,195,649 (288)

Linear and nonlinear time series analysis of the black hole candidate Cygnus X-1 [PDF]

open access: yes, 1999
We analyze the variability in the X-ray lightcurves of the black hole candidate Cygnus X-1 by linear and nonlinear time series analysis methods. While a linear model describes the over-all second order properties of the observed data well, surrogate data
Belloni, T.   +7 more
core   +6 more sources

Large-Scale Expensive Optimization with a Switching Strategy

open access: yesComplex System Modeling and Simulation, 2022
Some optimization problems in scientific research, such as the robustness optimization for the Internet of Things and the neural architecture search, are large-scale in decision space and expensive for objective evaluation.
Mai Sun   +4 more
doaj   +1 more source

Towards Reusable Surrogate Models: Graph-Based Transfer Learning on Trusses [PDF]

open access: yesJournal of Mechanical Design, 2021
Surrogate models have several uses in engineering design, including speeding up design optimization, noise reduction, test measurement interpolation, gradient estimation, portability, and protection of intellectual property.
Eamon Whalen, C. Mueller
semanticscholar   +1 more source

Artificial-Neural-Network-Based Surrogate Models for Structural Health Monitoring of Civil Structures: A Literature Review

open access: yesBuildings, 2022
It is often computationally expensive to monitor structural health using computer models. This time-consuming process can be relieved using surrogate models, which provide cheap-to-evaluate metamodels to replace the original expensive models.
Armin Dadras Eslamlou, Shiping Huang
semanticscholar   +1 more source

Boosting the Adversarial Transferability of Surrogate Models with Dark Knowledge [PDF]

open access: yesIEEE International Conference on Tools with Artificial Intelligence, 2022
Deep neural networks (DNNs) are vulnerable to adversarial examples. And, the adversarial examples have transferability, which means that an adversarial example for a DNN model can fool another model with a non-trivial probability.
Dingcheng Yang, Zihao Xiao, Wenjian Yu
semanticscholar   +1 more source

Surrogate modeling of RF circuit blocks [PDF]

open access: yes, 2010
Surrogate models are a cost-effective replacement for expensive computer simulations in design space exploration. Literature has already demonstrated the feasibility of accurate surrogate models for single radio frequency (RF) and microwave devices ...
Croon, Jeroen A   +3 more
core   +1 more source

Pre-training method in the tasks of obtaining surrogate models of gas turbine units for gas turbine electric power stations [PDF]

open access: yesE3S Web of Conferences, 2023
This article focuses on the application of pre-training methods in the task of synthesizing surrogate models. The article emphasizes that pre-training significantly improves the accuracy of surrogate models and speeds up their creation process.
Kilin Grigory   +3 more
doaj   +1 more source

Accelerating phase-field-based microstructure evolution predictions via surrogate models trained by machine learning methods

open access: yesnpj Computational Materials, 2021
The phase-field method is a powerful and versatile computational approach for modeling the evolution of microstructures and associated properties for a wide variety of physical, chemical, and biological systems.
David Montes de Oca Zapiain   +2 more
semanticscholar   +1 more source

Versatile surrogate models for IC buffers [PDF]

open access: yes, 2012
In previous papers [1,2] the authors have investigated the use of Volterra series in the identification of IC buffer macro-models. While the approach benefited from some of the inherent qualities of Volterra series it preserved the two-state paradigm of ...
Canavero, Flavio   +5 more
core   +3 more sources

Predicting Saltwater Intrusion into Coastal Aquifers Using Support Vector Regression Surrogate Models [PDF]

open access: yesآب و فاضلاب, 2020
The prediction of the intrusion of saline water into coastal aquifers as a result of changing the amount of groundwater extractions is a prerequisite for managing groundwater.
Fatemeh Fa'al   +2 more
doaj   +1 more source

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