Modeling and Simulink of Wake Dynamics and Blade Fault Analysis in Vertical Axis Wind Turbines for Enhanced Power Generation
Implementation plan:
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Step 1: Initially, We constructed a Vertical axis wind turbine (VAWT) with six types of blades Simulink model using CFD.
Step 2: Then, we collect and pre-process the VAWT data using noise filtering and normalization techniques.
Step 3: Next, we select and extract the statistical features using the J48 decision tree algorithm with Principal Component Analysis (PCA).
Step 4: Next, we classify the blade fault using HNFCA (Hybrid Novel Fault Classification Algorithm) with (AORMSProp) method.
Step 5: Next, we predict the Weak pattern in VAWT using Proper Orthogonal Decomposition (POD) and segment it using K-means clustering process.
Step 6: Next, we implement the Vortex Search algorithm with Artificial Hummingbird Optimization (AHO) for Optimal turbine spacing.
Step 7:Next, we dynamically adjust the pitch angle using RL with Genetic Algorithm (GA) to maximize the energy.
Step 8: Finally, we plot performance metrics for the following
8.1: Tip speed ratio (TSR) vs. Power coefficient (Cp)
8.2: Tip speed ratio (TSR) vs. Efficiency (η)
8.3: Tip speed ratio (TSR) vs Torque coefficient (Ct)
8.4: Number of epochs vs. MSE
8.5: Upstream wind speed (m/s) vs. Deviation (%)
Software Requirements:
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1. Development Tool: Matlab-R2023a/Simulink or above
2. Operating System: Windows-10 (64-bit) or above
Note :-
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1) If the above plan does not satisfy your requirement, please provide the processing details, like the above step-by-step.
2) Please note that this implementation plan does not include any further steps after it is put into implementation.
3) If the plan satisfies your requirement, Please confirm with us.
4) Project based on Simulation only, not a real time project.
5) Please understand that any modifications made to the confirmed implementation plan will not be made before or after the project development.
We perform with an existing approach Reference 4:-Title: Optimization Layout and Aerodynamic Performance Research on Double Nautilus Vertical-Axis Wind Turbine
