Video_2D_free_forced_autonomous_exploration
Abstract
This video demonstrates the autonomous experimental exploration process of the Self-Directed Experimental Framework (SDEF) under two-dimensional free- and forced-vibration conditions. The video shows how experimental sampling points are sequentially selected and executed, and how the response surface evolves during the closed-loop experimental process. It also visualizes the real-time adaptation of Bayesian optimization components, including the dynamic weighting parameter α, surrogate-model structure selection, and multiple convergence indicators. The visualization highlights the capability of SDEF to couple physical experiment with adaptive modeling for efficient exploration of complex fluid–structure interaction response landscapes.
Fields of Study & Subjects
Optimal Experimental Design Methods
Advanced Multi-Objective Optimization Algorithms
Probabilistic and Robust Engineering Design
Publication details
- Journal / source
- Zenodo (CERN European Organization for Nuclear Research)
- Publication date
- 28 January 2026