Küppers, Jan-Philipp; Metzger, Jens; Jensen, Jürgen; Reinicke, Prof. Dr.-Ing. Tamara: Performance optimization of a Kirsten–Boeing turbine by a metamodel based on neural networks coupled with CFD
Inhalt
- The Kirsten–Boeing Turbine
- Validation of the Simulation Environment
- Experimental Environment and Measuring Equipment
- Structure of the Simulation
- Mesh Independent Solution
- Setup–Mesh Movement
- Setup—Domain Properties
- Setup—Performance and Efficiency
- Results of the Simulation
- Study of the Basic Design Parameters
- Parametric Geometry Creation
- Setup—Parameter Study
- Optimal Number of Blades
- Optimization of the Blade Profile
- Influence of the Blade Width
- Metamodel Based Optimization of The Blade Shape
- Geometry Creation
- Meshing and Solver
- Multilayer Perceptron with Tensorflow
- Particle Swarm Optimization
- Design of the Four Bladed Prototype
- Conclusions
- Appendix A
- References