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Dynamic Simulation-Based Surrogate Model for the Dimensioning of Building Energy Systems
In recent decades, building design and operation have been an important field of study, due to the significant share of buildings in global primary energy consumption and the time that most people spend indoors. As such, multiple studies focus on aspects
Leonidas Zouloumis +3 more
doaj +1 more source
Nonlinear model order reduction via Dynamic Mode Decomposition [PDF]
We propose a new technique for obtaining reduced order models for nonlinear dynamical systems. Specifically, we advocate the use of the recently developed Dynamic Mode Decomposition (DMD), an equation-free method, to approximate the nonlinear term.
Alla, Alessandro, Kutz, J. Nathan
core +2 more sources
A new optimization framework for a high-dynamic point-to-point direct drive motion control system (HDPDMS) is proposed. The conventional system optimization approach considers all design parameters simultaneously, resulting in a high-dimensional search ...
Chentao Tang +3 more
doaj +1 more source
Surrogate Ensemble Forecasting for Dynamic Climate Impact Models
As acute climate change impacts weather and climate variability, there is increased demand for robust climate impact model predictions from which forecasts of the impacts can be derived. The quality of those predictions are limited by the climate drivers for the impact models which are nonlinear and highly variable in nature.
Kuehnert, Julian +4 more
openaire +2 more sources
Surrogate modeling based cognitive decision engine for optimization of WLAN performance [PDF]
Due to the rapid growth of wireless networks and the dearth of the electromagnetic spectrum, more interference is imposed to the wireless terminals which constrains their performance. In order to mitigate such performance degradation, this paper proposes
Chemmangat, Krishnan +9 more
core +1 more source
Remaining Shelf-Life Estimation of Fresh Fruits and Vegetables During Transportation
During transportation, prediction of the Remaining Shelf-Life (RSL) of Fresh Fruits and Vegetables (FFVs) is critical for planning and quality cost estimation.
Arwa Abougharib +2 more
doaj +1 more source
A Surrogate-Based Approach to Reduced-Order Dynamic Stall Modeling [PDF]
The surrogate-based recurrence framework (SBRF) approach to reduced-order dynamic stall modeling associated with pitching/plunging airfoils subject to fixed or time-varying freestream Mach numbers is described. The SBRF is shown to effectively mimic full-order two-dimensional computational fluid dynamics solutions for unsteady lift, moment, and drag ...
Glaz, Bryan +4 more
openaire +1 more source
Reduced order surrogate modeling technique for linear dynamic systems [PDF]
Mechanical Systems and Signal Processing ...
Yaghoubi, Vahid +3 more
openaire +3 more sources
A Probabilistic Approach to Robust Optimal Experiment Design with Chance Constraints [PDF]
Accurate estimation of parameters is paramount in developing high-fidelity models for complex dynamical systems. Model-based optimal experiment design (OED) approaches enable systematic design of dynamic experiments to generate input-output data sets ...
Mesbah, Ali, Streif, Stefan
core +3 more sources
Reduced Order Surrogate Modelling and Latent Assimilation for Dynamical Systems
For high-dimensional dynamical systems, running high-fidelity physical simulations can be computationally expensive. Much research effort has been devoted to develop efficient algorithms which can predict the dynamics in a low-dimensional reduced space.
Cheng, Sibo +2 more
openaire +1 more source

