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Figure 17: Flow Chart Processing for Model 2 62
Figure 18: Scatter Plot between Actual vs.
Predicted Demand 62
Figure 19: Line Plot between Actual vs.
Predicted Demand 63
Figure 20: Scatter Plot between Actual vs Predicted &
Number Products Sold 63
Figure 21: Flow Chart Processing for Model 3 64
Figure 22: Scatter Plot between Actual vs
Predicted Demand 65
Figure 23: Line Plot between Actual vs. Predicted
Demand Predicted Demand 65
Figure 24: Scatter Plot between Actual vs Predicted
Number of Products Sold 66
Figure 25: Flow Chart Processing for Model 4 67
Figure 26: Scatter Plot Between Actual vs
Predicted Demand 67
Figure 27: Flow Chart Processing for Model 5 68
Figure 28: Scatter Plot between Actual vs.
Predicted Demand 69
Figure 29: Line Plot between Actual vs.
Predicted Demand 69
Figure 30: ML Model Accuracy Results 70
Figure 31: Methodology for Device Prototyping 83
Figure 32: CAD Model of Prototype’s Structure 85
Figure 33: Schematic circuit diagram of actuator
controlling unit 87
Figure 34: Code Algorithm Flowchart 88
Figure 35: Assembly process chart of device 89
Figure 36: Final Prototype 89
Figure 37: A sample being tested with 3D surface
profile device 90
Figure 38: Results of different surface parameters 91
Figure 39: Comparison graphs to evaluate accuracy
of the system 93
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