Probabilistic Optimisation of Composite Structures
Probabilistic Optimisation of Composite Structures: Machine Learning for Design Optimisation
English | 2025 | ISBN: 1800616848 | 207 Pages | PDF (True) | 18 MB
English | 2025 | ISBN: 1800616848 | 207 Pages | PDF (True) | 18 MB
This book introduces an innovative approach to multi-fidelity probabilistic optimisation for aircraft composite structures, addressing the challenge of balancing reliability with computational cost. Probabilistic optimisation pursues statistically reliable and robust solutions by accounting for uncertainties in data, such as material properties and geometry tolerances. Traditional approaches using high-fidelity models, though accurate, are computationally expensive and time-consuming, especially when using complex methods such as Monte Carlo simulations and gradient calculations.