Application

👉

1. # IMPORT LIBRARY

2. from tkinter import Tk, Button, Label, Text

3. 
   

4. from PIL import Image, ImageTk

5. 
   

6. import joblib

7. 
   

8. import numpy as np

9. 
   

10. # Create main window

11. 
    

12. root = Tk()

13. 
    

14. root.title("Text Input Example")

15. root.geometry("700x500+300+100")

16. root.configure(bg="#2C3E50") 

17. 
    

18. # FUNCTION

19. def printInput(): 

20. 
    

21. # Get the input data from the Text widgets

22.     Current = float(inputtext_current.get(1.0, "end-1c"))

23.     Volt = float(inputtext_volt.get(1.0, "end-1c"))

24.     Vibration = float(inputtext_Vibration.get(1.0, "end-1c"))

25. 
    

26. # Prepare the input data as a numpy array (same shape as the model expects)

27.     new_data = np.array([[Current, Volt, Vibration]])  # INSERT MOTOR DATA MANUAL 

28.     

29. # Apply the same preprocessing to the new data (scaling)

30.     new_data_scaled = scaler.transform(new_data)

31. 
    

32. # Use the loaded model to make a prediction

33.     prediction = model.predict(new_data_scaled)

34. 
    

35. # Display the prediction result in the label

36.     lbl_prediction.config(text="Prediction: {:.2f}".format(prediction[0]))

37. 
    

38. # Load the saved model and scaler

39. model = joblib.load(r"D:\LAST SEMESTER\AI\final\mlp_model.pkl")

40. scaler = joblib.load(r"D:\LAST SEMESTER\AI\final\scaler.pkl")

41. print("Model and scaler loaded successfully.")

42. 
    

43. # Load image

44. image_path = r"D:\LAST SEMESTER\AI\final\motor.jpg" 

45. image = Image.open(image_path)

46. image = image.resize((170, 170)) 

47. photo = ImageTk.PhotoImage(image)

48. 
    

49. # Create Label to display image

50. lbl_image = Label(root, image=photo)

51. lbl_image.image = photo  # เก็บ reference ของรูปภาพเพื่อไม่ให้ถูก garbage collected

52. lbl_image.pack()

53. lbl_image.place(x=250, y=50) 

54. 
    

55. # TextBox Creation 

56. inputtext_current = Text(root, bg="white", font=('Courier 20 bold'), width=11, height=1)

57. inputtext_current.pack(), inputtext_current.place(x=100, y=300) 

58. 
    

59. inputtext_volt = Text(root, bg="white", font=('Courier 20 bold'), width=11, height=1)

60. inputtext_volt.pack(), inputtext_volt.place(x=400, y=300)

61. 
    

62. inputtext_Vibration = Text(root, bg="white", font=('Courier 20 bold'), width=11, height=1)

63. inputtext_Vibration.pack(), inputtext_Vibration.place(x=100, y=400)

64. 
    

65. # Button Creation 

66. printButton = Button(root, text="OK", command=printInput, font=('Courier 15 bold'))

67. printButton.pack(), printButton.place(x=300, y=450)

68. 
    

69. # Button Creation 

70. printButton = Button(root, text = "OK", command = printInput, font=('Courier 15 bold')) 

71. 
    

72. printButton.pack(), printButton.place(x=300, y=450)

73. 
    

74. # Label Creation 

75. lbl = Label(root, text="Motor Performance Prediction", bg="#2C3E50", fg="white", font=('Courier 18 bold')) 

76. lbl.pack(), lbl.place(x=150, y=20)

77. 
    

78. lbl = Label(root, text="CURRENT", bg="blue", fg="white", font=('Courier 15 bold')) 

79. lbl.pack(), lbl.place(x=100, y=270)

80. 
    

81. lbl = Label(root, text="VOLT", bg="blue", fg="white", font=('Courier 15 bold')) 

82. lbl.pack(), lbl.place(x=400, y=270)

83. 
    

84. lbl = Label(root, text="VIBRATION", bg="blue", fg="white", font=('Courier 15 bold')) 

85. lbl.pack(), lbl.place(x=100, y=370)

86. 
    
87. 
    

88. # Add this line to create the label for prediction output

89. lbl_prediction = Label(root, text="", bg="red",fg="white", font=('Courier 18 bold')) 

90. lbl_prediction.pack(), lbl_prediction.place(x=400, y=400)

91. 
    

92. root.mainloop()

93. 
    

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