Jet mixing optimization using a bio-inspired evolution of hardware and control.

Sci Rep

Chair of Artificial Intelligence and Aerodynamics, School of Mechanical Engineering and Automation, Harbin Institute of Technology, Shenzhen, 518055, People's Republic of China.

Published: October 2024

Jet mixing is a critical factor in various engineering applications, influencing pollutant dispersion, chemical processes, medical treatments, and combustion enhancement. Hitherto, jet mixing has typically been optimized by either passive or active control techniques. In this experimental study, we combine simultaneous optimization of active control with 12 inward-pointing minijets and a tuneable nozzle exit shape commanded by 12 stepper motors. Jet mixing is monitored at the end of the potential core with an array of 7 × 7 Pitot tubes. This high-dimensional actuation space is conquered with Particle Swarm Optimization through Targeted, Position-Mutated Elitism. Our results underscore the significant impact of combining control techniques, illustrating the complex interactions of both passive and active control on jet flow dynamics. The mixing area of the combined control optimization is 4.5 times larger than the area of the unforced state. This mixing increase significantly outperforms the effect of shape optimization of the nozzle alone. Our study points at the potential of optimization in high-dimensional design spaces for shapes as well as passive and active control-leveraging the rapid development of flow control hardware and the increasingly powerful tools of artificial intelligence for optimization.

Download full-text PDF

Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC11522276PMC
http://dx.doi.org/10.1038/s41598-024-75688-4DOI Listing

Publication Analysis

Top Keywords

jet mixing
16
passive active
12
active control
12
control jet
8
control techniques
8
optimization
7
control
7
jet
5
mixing
5
mixing optimization
4

Similar Publications

Want AI Summaries of new PubMed Abstracts delivered to your In-box?

Enter search terms and have AI summaries delivered each week - change queries or unsubscribe any time!