Trailing-Edge Noise Reduction using Porous Treatment and Surrogate-based Global Optimization
Jan Rottmayer, Emre \"Ozkaya, Sutharsan Satcunanathan, Beckett Y., Zhou, Max Aehle, Nicolas R. Gauger, Matthias Meinke, Wolfgang Schr\"oder,, Shaun Pullin

TL;DR
This paper presents a surrogate-based optimization approach to design porous trailing edges that significantly reduce broadband noise in aerospace applications, achieving an 8-10 dB reduction in the 300-5000 Hz range.
Contribution
It introduces a gradient-free surrogate optimization method combined with an empirical noise model for efficient design of porous trailing edges, highlighting the complexity of the design space.
Findings
Achieved 8-10 dB broadband noise reduction
Optimal designs feature low porosity with significant noise reduction
Demonstrated the complexity of the porous trailing edge design space
Abstract
Broadband noise reduction is a significant problem in aerospace and industrial applications. Specifically, the noise generated from the trailing edge of an airfoil poses a challenging problem with various proposed solutions. This study investigates the porous trailing edge treatment. We use surrogate-based gradient-free optimization and an empirical noise model to efficiently explore the design space and find the optimal porosity distribution. As a result, a predicted 8-10 dB reduction in the broadband 300-5000 Hz was achieved. Furthermore, the optimal design emphasizes the design space's complexity and global exploration's difficulty. Further, the optimal design presents a low porous solution while constituting significant noise reduction.
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsAdvanced Multi-Objective Optimization Algorithms · Acoustic Wave Phenomena Research · Aerodynamics and Acoustics in Jet Flows
