Search Results for author: Saeid Bayat

Found 5 papers, 1 papers with code

Advancing Fluid-Based Thermal Management Systems Design: Leveraging Graph Neural Networks for Graph Regression and Efficient Enumeration Reduction

no code implementations24 Nov 2023 Saeid Bayat, Nastaran Shahmansouri, Satya RT Peddada, Alex Tessier, Adrian Butscher, James T Allison

The dynamics of these system architectures are modeled under various loading conditions, and an open-loop optimal controller is employed to determine each system's optimal performance.

Graph Regression Management

Extracting Design Knowledge from Optimization Data: Enhancing Engineering Design in Fluid Based Thermal Management Systems

no code implementations25 Oct 2023 Saeid Bayat, Nastaran Shahmansouri, Satya RT Peddada, Alex Tessier, Adrian Butscher, James T Allison

As mechanical systems become more complex and technological advances accelerate, the traditional reliance on heritage designs for engineering endeavors is being diminished in its effectiveness.

Management

LGR-MPC: A user-friendly software based on Legendre-Gauss-Radau pseudo spectral method for solving Model Predictive Control problems

1 code implementation24 Oct 2023 Saeid Bayat, James T. Allison

Active components, such as actuators, constitute a fundamental aspect of engineering systems, affording the freedom to shape system behavior as desired.

Model Predictive Control

Nested Control Co-design of a Spar Buoy Horizontal-axis Floating Offshore Wind Turbine

no code implementations24 Oct 2023 Saeid Bayat, Yong Hoon Lee, James T. Allison

CCD is especially advantageous for system design problems with complex interactions between physics disciplines, which is the case for FOWT systems.

Computational Efficiency

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