최종 결과 정리

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1. 서론

내가 방학중에 8명의 사람으로부터 총 28회 측정한 데이터와 3월달에 나에게서 정상 상태, 미미한 운동을 한 상태, 격한 운동을 한 상태로 나누어 측정한 데이터를 수집했다. 필요한 데이터를 전부 수집했다고 판단하였기에 딥러닝 모델에 대한 비교 실험을 하려고 한다. 실험은 활성화함수와 드롭아웃의 변화에 따라 각각 정확도(accuracy)와 오차(loss)가 어떻게 변하는지 비교하는 방식으로 진행한다.

2. 데이터별로 구분한 정확도와 오차율 그래프

28회 측정 데이터

100회 측정 데이터

28+100회 측정 데이터

위 데이터별로 구분한 그래프를 보면 활성화 함수가 Sigmoid, Sigmoid, Sigmoid 순서로 배치되고 드롭아웃이 0.4, 0.4인 모델의 Train set과 Test set이 가장 유사한 것을 알 수 있다. 두 번째로 유사한 모델은 활성화 함수가 Relu, Relu, Sigmoid 순서로 배치되고 드롭아웃이 0.4, 0.4인 경우이다. 다른 모델(Relu, Relu, Sigmoid이나 Sigmoid, Sigmoid, Sigmoid에서 드롭아웃이 0.2, 0.4인 경우)은 위 두 모델과 다르게 오차율이 우하향하지 않고 오히려 데이터에 따라 소폭 상승하거나 대폭 상승하였다. 그래서 이번 페이지에서는 2개의 모델에 대해 리뷰하고자 한다.

1번 모델. 활성화 함수가 Sigmoid, Sigmoid, Sigmoid 드롭아웃이 0.4, 0.4인 모델. 2번 모델. 활성화 함수가 Relu, Relu, Sigmoid 드롭아웃이 0.4, 0.4인 모델.

3. Best Model

A. 모델 설명

a. Layer 구조

  1. Sigmoid
  2. dropout(0.4)
  3. Sigmoid
  4. dropout(0.4)
  5. Sigmoid

b. function

  • activation
    • sigmoid
  • loss
    • binary_crossentropy
  • optimizer
    • adam

c. Input Data

  • PPG (128개)
  • 키 Gray Code (8개)
  • 몸무게 Gray Code (8개)

d. Output Data

  • 이완기 혈압의 Gray Code (8개)
  • 수축기 혈압의 Gray Code (8개)

e. Modeling

epoch = 2000
batch_size = 5

model.add(tf.keras.layers.Dense(64, input_dim=144, activation='sigmoid'))
model.add(tf.keras.layers.Dropout(0.4))
model.add(tf.keras.layers.Dense(64, activation='sigmoid'))
model.add(tf.keras.layers.Dropout(0.4))
model.add(tf.keras.layers.Dense(16, activation='sigmoid'))

model.compile(loss='binary_crossentropy',
              optimizer='adam',
              metrics=['accuracy'])
history = model.fit(X_train, Y_train, epochs=self.epoch, batch_size=self.batch_size, validation_data=(X_test, Y_test))
Model: "sequential"
_________________________________________________________________
Layer (type)                 Output Shape              Param #   
=================================================================
dense (Dense)                (None, 64)                9280      
_________________________________________________________________
dropout (Dropout)            (None, 64)                0         
_________________________________________________________________
dense_1 (Dense)              (None, 64)                4160      
_________________________________________________________________
dropout_1 (Dropout)          (None, 64)                0         
_________________________________________________________________
dense_2 (Dense)              (None, 16)                1040      
=================================================================
Total params: 14,480
Trainable params: 14,480
Non-trainable params: 0
_________________________________________________________________

B. 데이터 설명

a. 데이터별 정확도와 오차

  • 28회 측정 데이터
    • 정확도 : 0.9069294
    • 오차 : 0.2588713655005331
  • 100회 측정 데이터
    • 정확도 : 0.8099235
    • 오차 : 0.36265247045679294
  • 28회 + 100회 측정 데이터
    • 정확도 : 0.82545406
    • 오차 : 0.3355791604417002

b. 데이터별 결과값

  • 28회 측정 데이터
====Y 값====

BP_D_Y_dec [90, 71, 74, 73, 71, 71, 73, 72, 67, 90, 70, 73, 65, 67, 72, 67, 80, 85, 72, 80, 71, 63, 65, 67, 70, 76, 63, 83, 92, 63, 75, 70, 70, 63, 77, 73, 63, 74, 65, 85, 70, 76, 64, 75, 70, 70, 83, 73, 64, 70, 75, 67, 73, 70, 73, 75, 72, 67, 64, 70, 70, 92, 73, 88, 73, 88, 76, 77, 83, 73, 70, 67, 72, 65, 88, 73, 76, 88, 65, 71, 73, 72, 73, 72, 85, 73, 80, 64, 85, 65, 71, 88, 76, 78, 72, 78, 59, 92, 77, 83, 76, 73, 65, 65, 73, 64, 70, 71, 64, 83, 65, 70, 78, 64, 70, 90, 80, 70, 75, 85, 63, 73, 70, 77, 74, 73, 67, 70, 70, 59, 73, 72, 67, 76, 65, 65, 70, 70, 59, 76, 63, 73, 67, 73, 72, 70, 77, 76, 74, 72, 77, 70, 63, 83, 71, 70, 73, 85, 63, 77, 70, 85, 64, 70, 78, 83, 77, 73, 77, 76, 80, 70, 73, 73, 63, 73, 73, 88, 85, 75, 65, 74, 90, 65]
BP_S_Y_dec [124, 115, 116, 107, 115, 115, 121, 116, 110, 124, 118, 121, 118, 110, 116, 110, 122, 124, 116, 122, 115, 105, 118, 110, 110, 123, 105, 134, 132, 105, 127, 110, 110, 105, 120, 107, 101, 116, 118, 124, 110, 123, 108, 127, 110, 110, 134, 125, 108, 118, 127, 110, 121, 98, 125, 127, 116, 110, 108, 110, 98, 132, 125, 142, 125, 142, 123, 120, 134, 121, 110, 110, 116, 118, 142, 121, 123, 142, 118, 115, 121, 116, 125, 116, 124, 121, 122, 108, 124, 118, 115, 142, 123, 126, 116, 126, 114, 132, 120, 134, 123, 125, 118, 118, 121, 108, 131, 115, 108, 134, 118, 131, 126, 108, 131, 124, 122, 131, 127, 124, 101, 107, 118, 120, 116, 121, 110, 131, 98, 114, 125, 116, 110, 123, 118, 118, 118, 118, 114, 123, 101, 121, 110, 125, 116, 118, 120, 123, 116, 116, 120, 131, 105, 134, 115, 131, 107, 124, 101, 120, 110, 124, 108, 110, 126, 134, 120, 125, 120, 123, 122, 118, 121, 125, 101, 121, 107, 142, 124, 127, 118, 116, 124, 118]

====predict 값====

BP_D_dec [89, 70, 73, 73, 70, 73, 75, 72, 76, 90, 56, 73, 70, 63, 72, 76, 80, 85, 72, 80, 64, 63, 70, 76, 70, 76, 63, 83, 92, 63, 75, 70, 70, 63, 77, 73, 63, 80, 73, 85, 70, 76, 70, 75, 70, 63, 83, 73, 64, 73, 75, 67, 73, 70, 73, 75, 72, 76, 65, 70, 70, 69, 73, 88, 73, 88, 63, 63, 85, 75, 70, 76, 72, 71, 88, 73, 63, 88, 70, 59, 73, 72, 73, 72, 85, 73, 80, 64, 90, 73, 70, 88, 76, 80, 72, 73, 59, 90, 77, 85, 76, 73, 65, 70, 73, 64, 70, 70, 64, 83, 73, 70, 78, 64, 73, 70, 78, 70, 75, 85, 63, 73, 70, 77, 73, 75, 76, 74, 70, 59, 73, 72, 76, 76, 70, 70, 70, 65, 59, 76, 63, 73, 63, 73, 72, 70, 77, 76, 80, 72, 77, 70, 63, 83, 70, 74, 73, 85, 76, 77, 70, 85, 64, 70, 80, 83, 63, 70, 77, 76, 78, 71, 73, 73, 63, 73, 73, 88, 85, 75, 71, 73, 92, 73]
BP_S_dec [124, 118, 124, 107, 118, 121, 127, 116, 123, 124, 114, 121, 118, 101, 116, 123, 122, 124, 116, 125, 108, 105, 118, 123, 110, 123, 105, 135, 132, 105, 127, 110, 110, 105, 120, 107, 101, 125, 121, 124, 110, 100, 118, 127, 110, 105, 134, 125, 108, 121, 127, 102, 121, 98, 124, 127, 116, 123, 118, 110, 98, 124, 124, 142, 124, 142, 101, 101, 124, 127, 110, 123, 116, 115, 142, 121, 101, 142, 118, 114, 121, 116, 124, 116, 124, 121, 122, 108, 124, 121, 116, 142, 123, 122, 116, 126, 114, 124, 120, 124, 123, 125, 118, 118, 121, 108, 131, 118, 108, 134, 121, 131, 126, 108, 124, 124, 126, 131, 127, 124, 101, 107, 118, 120, 125, 127, 120, 116, 98, 114, 124, 116, 123, 120, 118, 118, 118, 118, 114, 123, 101, 121, 101, 124, 116, 118, 120, 123, 122, 116, 120, 131, 105, 134, 118, 116, 106, 124, 120, 120, 110, 124, 108, 110, 125, 134, 101, 131, 120, 123, 126, 112, 121, 124, 101, 121, 109, 142, 124, 127, 116, 131, 132, 121]
  • 100회 측정 데이터
====Y 값====

BP_D_Y_dec [40, 59, 65, 72, 76, 71, 70, 75, 67, 81, 62, 76, 59, 72, 69, 51, 74, 68, 69, 70, 61, 69, 71, 61, 69, 70, 76, 76, 65, 59, 70, 78, 66, 71, 69, 61, 65, 69, 64, 59, 70, 75, 66, 70, 67, 72, 69, 52, 51, 65, 70, 69, 72, 81, 76, 72, 72, 72, 72, 59, 81, 74, 72, 71, 72, 75, 79, 74, 71, 68, 70, 72, 52, 77, 72, 64, 69, 75, 78, 70, 86, 71, 70, 65, 69, 62, 75, 40, 72, 74, 62, 74, 70, 69, 40, 67, 73, 69, 73, 65, 74, 59, 70, 66, 78, 69, 74, 59, 69, 70, 72, 61, 75, 71, 70, 75, 51, 73, 78, 72, 72, 53, 75, 81, 71, 65, 70, 66, 78, 75, 74, 73, 52, 81, 76, 52, 75, 76, 76, 74, 76, 71, 70, 69, 77, 72, 77, 72, 71, 71, 70, 71, 67, 74, 70, 69, 69, 65, 72, 81, 75, 74, 65, 64, 69, 73, 59, 51, 73, 72, 74, 73, 65, 72, 75, 76, 70, 65, 76, 70, 76, 74, 74, 75, 62, 81, 72, 68, 74, 81, 77, 72, 67, 67, 69, 73, 76, 75, 76, 71, 69, 72, 73, 69, 66, 68, 76, 77, 72, 71, 77, 70, 75, 68, 79, 69, 69, 78, 66, 70, 74, 68, 65, 65, 72, 69, 76, 69, 71, 61, 69, 72, 69, 73, 76, 69, 69, 59, 61, 74, 71, 51, 72, 77, 71, 65, 69, 71, 75, 71, 67, 68, 74, 69, 76, 76, 70, 74, 40, 78, 79, 67, 72, 66, 61, 74, 59, 79, 70, 69, 71, 74, 74, 65, 69, 72, 67, 59, 78, 75, 68, 71, 61, 51, 72, 76, 81, 40, 70, 71, 71, 40, 61, 67, 74, 69, 72, 73, 61, 68, 77, 68, 65, 72, 86, 71, 67, 76, 74, 77, 52, 73, 73, 61, 71, 59, 59, 74, 73, 74, 67, 63, 69, 71, 75, 75, 73, 70, 70, 79, 62, 71, 76, 75, 64, 68, 75, 69, 78, 81, 76, 65, 59, 74, 69, 70, 65, 69, 68, 71, 61, 78, 72, 75, 74, 69, 65, 71, 59, 74, 72, 78, 78, 70, 72, 59, 79, 62, 73, 71, 40, 74, 72, 53, 67, 64, 63, 71, 72, 67, 71, 86, 71, 76, 61, 76, 67, 65, 76, 73, 81, 73, 70, 74, 81, 70, 74, 69, 81, 77, 59, 74, 71, 73, 75, 75, 75, 78, 72, 70, 65, 69, 71, 61, 59, 68, 71, 74, 53, 69, 73, 72, 76, 76, 70, 71, 71, 73, 63, 72, 66, 67, 75, 59, 72, 72, 71, 75, 69, 69, 69, 75, 74, 70, 71, 74, 72, 69, 59, 61, 61, 70, 69, 88, 70, 65, 81, 71, 73, 69, 69, 72, 72, 73, 71, 71, 76, 68, 73, 61, 70, 68, 78, 70, 76, 76, 73, 67, 70, 74, 71, 86, 70, 64, 51, 73, 59, 76, 70, 74, 76, 68, 69, 70, 69, 75, 51, 67, 76, 69, 72, 68, 74, 71, 74, 65, 72, 73, 73, 70, 61, 71, 40, 65, 59, 63, 70, 78, 74, 72, 74, 71, 81, 78, 69, 72, 69, 73, 66, 70, 61, 61, 75, 64, 72, 75, 67, 74, 67, 74, 71, 73, 74, 75, 71, 70, 52, 73, 73, 66, 61, 68, 75, 71, 78, 52, 69, 67, 77, 72, 75, 74, 73, 88, 77, 71, 62, 71, 72, 76, 61, 67, 53, 70, 71, 75, 76, 70, 67, 75, 76, 66, 72, 70, 70, 68, 69, 74, 72, 69, 59, 71, 68, 86, 75, 69, 68, 71, 61, 52, 68, 74, 88, 72, 69, 76, 59, 81, 59, 63, 74, 52, 72, 53, 74, 70, 71, 40, 71, 71, 66, 76, 88, 68, 76, 66, 78, 70, 75, 65, 61, 70, 74, 72, 69, 74, 75, 69, 74, 65, 72, 77, 75, 79, 73, 72, 71, 73, 75, 73, 68, 77, 75, 53, 59, 69, 59, 59, 75, 53, 69, 68, 72, 61, 61, 76, 72, 61, 70, 59, 69, 72, 74, 78, 70, 53, 65, 70, 70, 74, 74, 69, 68, 72, 75, 73, 70, 74, 70, 59, 69, 61, 78, 74, 73, 74, 52, 71, 72, 69, 88, 59, 74, 72, 67, 69, 40, 72, 86, 72, 67, 61, 71, 71, 59, 59, 74, 71, 78, 70, 71, 78, 71, 65, 67, 71, 74, 74, 75, 73, 73, 69, 71, 59, 73, 74, 73, 63, 73, 62, 74, 66, 67, 69, 66, 68, 70, 73, 70, 69, 62, 72]
BP_S_Y_dec [140, 135, 136, 108, 118, 135, 117, 132, 132, 133, 129, 119, 135, 116, 124, 136, 124, 117, 124, 117, 102, 124, 115, 137, 112, 125, 120, 118, 128, 132, 125, 121, 121, 113, 124, 142, 132, 124, 111, 132, 113, 119, 131, 117, 110, 117, 112, 146, 136, 128, 123, 118, 117, 128, 118, 117, 141, 117, 121, 135, 133, 122, 121, 117, 121, 119, 126, 122, 123, 117, 108, 117, 146, 133, 116, 111, 114, 118, 121, 123, 119, 113, 118, 132, 118, 129, 115, 140, 121, 112, 129, 128, 113, 129, 140, 109, 115, 129, 112, 128, 128, 138, 125, 131, 121, 124, 128, 138, 124, 113, 121, 102, 119, 130, 117, 132, 136, 116, 121, 121, 108, 124, 118, 133, 130, 132, 117, 131, 116, 118, 124, 112, 146, 133, 119, 146, 118, 117, 117, 111, 125, 115, 118, 118, 133, 141, 114, 121, 115, 127, 108, 127, 132, 128, 113, 124, 124, 132, 108, 128, 118, 128, 132, 111, 118, 126, 138, 136, 118, 108, 122, 116, 136, 121, 115, 115, 117, 136, 115, 117, 125, 124, 116, 119, 129, 133, 133, 117, 134, 133, 114, 108, 110, 109, 118, 121, 125, 119, 118, 135, 129, 121, 126, 118, 121, 136, 115, 133, 108, 127, 133, 123, 118, 125, 126, 129, 110, 121, 121, 125, 116, 127, 136, 132, 117, 124, 120, 119, 135, 142, 124, 108, 124, 112, 115, 114, 118, 135, 142, 122, 113, 136, 117, 114, 123, 132, 118, 135, 132, 113, 109, 127, 116, 129, 119, 115, 117, 116, 140, 116, 126, 132, 108, 121, 142, 116, 132, 126, 123, 124, 126, 122, 122, 132, 110, 133, 110, 135, 121, 115, 125, 117, 142, 136, 116, 120, 128, 140, 111, 126, 127, 140, 102, 132, 134, 114, 141, 118, 142, 117, 114, 127, 128, 133, 119, 115, 109, 118, 111, 114, 146, 119, 114, 142, 123, 138, 132, 122, 126, 111, 132, 96, 129, 130, 119, 118, 119, 117, 118, 126, 129, 135, 115, 119, 111, 117, 115, 118, 116, 133, 118, 136, 132, 134, 119, 113, 136, 129, 136, 126, 137, 121, 133, 115, 122, 112, 128, 118, 135, 134, 141, 134, 134, 117, 133, 138, 126, 129, 119, 115, 140, 128, 133, 124, 110, 111, 96, 126, 133, 132, 115, 119, 117, 125, 142, 117, 110, 128, 125, 112, 128, 126, 111, 116, 133, 111, 128, 129, 133, 114, 135, 122, 117, 112, 132, 119, 119, 121, 133, 118, 136, 112, 118, 142, 138, 127, 115, 119, 124, 119, 112, 108, 118, 119, 118, 117, 127, 115, 96, 121, 121, 110, 119, 132, 108, 141, 135, 115, 112, 129, 110, 119, 116, 108, 117, 134, 133, 118, 132, 102, 137, 117, 114, 113, 118, 132, 128, 123, 121, 114, 124, 133, 141, 126, 117, 135, 120, 127, 116, 102, 111, 136, 121, 117, 119, 119, 112, 132, 123, 122, 126, 119, 118, 111, 136, 116, 132, 125, 111, 122, 125, 127, 129, 117, 119, 119, 136, 109, 120, 118, 116, 117, 112, 123, 122, 136, 117, 126, 118, 111, 142, 130, 140, 136, 132, 96, 125, 134, 134, 121, 111, 115, 128, 121, 129, 116, 124, 112, 121, 113, 137, 102, 119, 111, 133, 118, 132, 124, 110, 122, 127, 121, 124, 132, 117, 125, 146, 112, 112, 121, 102, 127, 115, 130, 134, 146, 118, 132, 114, 117, 115, 122, 119, 113, 133, 113, 129, 115, 117, 119, 142, 132, 124, 125, 117, 119, 120, 117, 132, 115, 115, 121, 117, 117, 117, 127, 124, 122, 108, 118, 138, 135, 125, 119, 118, 118, 125, 115, 137, 146, 136, 122, 113, 141, 112, 115, 132, 128, 138, 96, 134, 146, 121, 124, 119, 108, 127, 140, 118, 126, 131, 115, 113, 117, 125, 121, 121, 125, 115, 132, 137, 108, 134, 141, 118, 116, 115, 118, 112, 132, 121, 114, 115, 126, 119, 121, 113, 112, 115, 126, 127, 133, 132, 124, 138, 129, 135, 138, 118, 124, 129, 125, 108, 137, 142, 117, 121, 137, 123, 138, 124, 121, 122, 134, 117, 124, 128, 118, 117, 122, 116, 110, 125, 121, 118, 126, 118, 116, 117, 138, 118, 142, 121, 116, 119, 124, 146, 130, 121, 114, 113, 138, 122, 117, 109, 119, 140, 121, 119, 117, 109, 137, 135, 123, 138, 138, 122, 115, 134, 117, 127, 116, 135, 132, 132, 123, 134, 124, 119, 115, 115, 118, 135, 135, 121, 134, 121, 96, 114, 129, 119, 121, 110, 110, 131, 125, 108, 118, 117, 124, 129, 121]

====predict 값====

BP_D_dec [68, 68, 65, 73, 75, 68, 73, 71, 65, 75, 71, 74, 59, 73, 75, 52, 74, 73, 69, 73, 55, 69, 75, 68, 74, 62, 70, 76, 65, 75, 69, 73, 71, 72, 64, 68, 59, 69, 66, 58, 74, 68, 70, 75, 75, 73, 73, 59, 52, 65, 71, 69, 74, 74, 76, 74, 75, 75, 71, 55, 73, 75, 71, 73, 73, 75, 73, 74, 74, 75, 72, 70, 68, 74, 73, 71, 70, 75, 73, 73, 73, 74, 55, 68, 75, 65, 73, 68, 74, 75, 64, 74, 73, 73, 68, 70, 73, 74, 75, 65, 73, 68, 71, 63, 72, 69, 75, 59, 70, 70, 75, 68, 75, 73, 70, 74, 68, 74, 73, 73, 70, 75, 75, 74, 74, 59, 73, 66, 74, 75, 71, 73, 52, 74, 74, 59, 58, 71, 76, 75, 75, 73, 75, 74, 74, 68, 73, 73, 75, 58, 73, 71, 68, 73, 73, 64, 75, 68, 75, 74, 58, 73, 52, 66, 68, 78, 68, 68, 73, 73, 73, 74, 65, 70, 75, 75, 70, 65, 73, 73, 73, 73, 74, 59, 65, 74, 73, 75, 75, 74, 74, 73, 75, 75, 68, 73, 75, 58, 75, 53, 75, 75, 74, 71, 66, 75, 74, 75, 72, 71, 68, 66, 75, 71, 70, 73, 70, 69, 66, 65, 73, 73, 65, 68, 73, 69, 74, 73, 52, 68, 65, 70, 65, 73, 74, 70, 74, 68, 52, 73, 73, 68, 75, 73, 74, 59, 74, 68, 76, 73, 67, 71, 75, 74, 75, 74, 70, 73, 68, 74, 73, 64, 70, 71, 68, 73, 68, 74, 77, 69, 71, 73, 70, 52, 70, 70, 73, 59, 73, 73, 71, 73, 69, 51, 73, 75, 74, 72, 67, 71, 71, 59, 75, 65, 74, 69, 68, 73, 61, 74, 73, 74, 65, 75, 73, 75, 67, 75, 73, 75, 55, 73, 73, 59, 72, 68, 75, 75, 70, 73, 65, 63, 73, 75, 75, 58, 73, 74, 75, 71, 65, 52, 73, 74, 64, 75, 74, 74, 70, 73, 75, 65, 59, 75, 73, 70, 65, 73, 75, 71, 68, 73, 68, 74, 72, 74, 65, 70, 75, 73, 75, 74, 78, 74, 61, 75, 74, 70, 73, 74, 68, 74, 73, 53, 75, 64, 66, 70, 75, 64, 73, 73, 73, 73, 61, 76, 75, 65, 76, 70, 78, 68, 70, 73, 75, 70, 73, 74, 74, 70, 68, 73, 73, 72, 69, 74, 68, 73, 69, 68, 70, 74, 73, 59, 52, 71, 75, 74, 75, 73, 73, 70, 75, 74, 58, 75, 71, 73, 63, 74, 66, 69, 73, 59, 73, 68, 68, 73, 74, 73, 73, 68, 73, 70, 73, 74, 75, 75, 75, 75, 68, 70, 74, 73, 72, 58, 72, 68, 73, 70, 69, 68, 75, 74, 74, 53, 74, 74, 69, 69, 70, 69, 75, 73, 73, 75, 74, 71, 66, 75, 71, 73, 52, 64, 59, 73, 68, 73, 70, 72, 74, 75, 73, 74, 73, 75, 55, 67, 73, 74, 73, 74, 74, 73, 73, 65, 73, 73, 75, 73, 68, 74, 61, 65, 59, 63, 70, 78, 72, 73, 74, 75, 73, 73, 74, 73, 69, 75, 66, 74, 74, 68, 75, 64, 58, 69, 65, 74, 73, 73, 75, 74, 74, 76, 73, 70, 68, 73, 69, 66, 61, 74, 74, 73, 73, 68, 75, 67, 73, 73, 75, 75, 74, 73, 74, 73, 70, 81, 75, 74, 58, 67, 75, 70, 73, 52, 74, 74, 67, 73, 73, 71, 73, 70, 69, 73, 70, 73, 73, 69, 68, 68, 71, 73, 75, 75, 70, 72, 68, 68, 52, 74, 73, 68, 73, 73, 68, 73, 59, 63, 75, 59, 73, 58, 73, 70, 75, 68, 70, 71, 66, 75, 71, 75, 75, 69, 71, 70, 73, 68, 59, 70, 69, 75, 68, 73, 73, 71, 75, 75, 74, 73, 70, 73, 73, 73, 74, 73, 73, 74, 74, 74, 75, 58, 68, 73, 59, 52, 75, 59, 74, 71, 73, 74, 59, 75, 74, 68, 75, 52, 69, 73, 75, 73, 73, 75, 65, 58, 75, 75, 74, 74, 68, 73, 69, 74, 75, 73, 70, 52, 74, 68, 73, 75, 73, 72, 68, 70, 73, 68, 74, 52, 73, 73, 69, 73, 55, 74, 73, 73, 71, 59, 68, 72, 59, 68, 74, 75, 74, 74, 69, 73, 74, 69, 64, 73, 74, 74, 75, 73, 74, 75, 75, 68, 73, 74, 73, 63, 73, 70, 73, 70, 74, 71, 63, 74, 69, 74, 74, 69, 70, 72]
BP_S_dec [136, 136, 136, 113, 122, 136, 117, 113, 128, 133, 136, 118, 136, 116, 119, 136, 126, 118, 124, 117, 139, 124, 133, 136, 118, 129, 114, 118, 135, 137, 124, 114, 126, 113, 127, 136, 136, 124, 131, 123, 112, 136, 124, 117, 113, 117, 118, 136, 136, 143, 122, 114, 117, 121, 118, 114, 137, 117, 113, 136, 133, 117, 126, 114, 117, 138, 113, 134, 112, 117, 114, 114, 137, 133, 119, 131, 111, 118, 119, 122, 118, 119, 139, 136, 118, 135, 118, 136, 112, 119, 128, 129, 113, 118, 136, 113, 118, 117, 123, 128, 125, 136, 127, 96, 118, 124, 122, 136, 127, 114, 116, 136, 138, 126, 113, 122, 136, 119, 115, 126, 117, 118, 118, 122, 133, 136, 113, 131, 119, 136, 127, 119, 136, 118, 118, 136, 118, 127, 117, 119, 118, 118, 138, 118, 129, 137, 117, 118, 117, 118, 133, 127, 123, 126, 117, 111, 118, 136, 114, 128, 121, 129, 140, 131, 114, 134, 136, 137, 118, 114, 118, 119, 136, 125, 124, 119, 117, 135, 114, 114, 118, 129, 118, 136, 135, 118, 135, 118, 124, 133, 117, 114, 118, 118, 109, 119, 118, 136, 118, 132, 118, 126, 126, 114, 121, 136, 113, 133, 113, 127, 121, 121, 118, 126, 118, 118, 110, 113, 121, 128, 116, 122, 136, 136, 117, 124, 119, 119, 139, 137, 128, 109, 128, 117, 117, 109, 113, 136, 139, 133, 117, 136, 117, 117, 118, 136, 118, 137, 117, 119, 109, 125, 112, 118, 117, 118, 111, 116, 136, 113, 118, 128, 114, 126, 136, 116, 136, 119, 121, 124, 125, 118, 113, 136, 113, 136, 114, 136, 118, 118, 126, 114, 121, 139, 116, 118, 129, 136, 109, 126, 127, 136, 119, 128, 129, 113, 136, 118, 137, 117, 117, 127, 136, 137, 118, 133, 114, 122, 114, 118, 136, 119, 115, 132, 115, 136, 136, 124, 126, 114, 135, 96, 118, 127, 118, 137, 116, 117, 118, 126, 135, 136, 115, 118, 111, 118, 121, 117, 113, 133, 117, 128, 136, 122, 119, 110, 136, 118, 117, 119, 138, 117, 137, 115, 118, 119, 128, 111, 118, 126, 117, 134, 134, 112, 137, 138, 119, 125, 119, 119, 136, 128, 135, 131, 114, 127, 131, 123, 138, 135, 118, 118, 114, 118, 142, 117, 118, 143, 118, 114, 134, 126, 111, 116, 133, 111, 126, 112, 118, 114, 136, 118, 117, 118, 117, 118, 132, 118, 118, 136, 135, 112, 118, 135, 136, 126, 133, 117, 117, 113, 113, 110, 117, 118, 121, 117, 127, 118, 96, 119, 121, 118, 118, 136, 118, 136, 136, 114, 112, 118, 116, 137, 118, 112, 114, 133, 118, 117, 138, 118, 137, 117, 117, 119, 136, 132, 125, 113, 119, 114, 124, 137, 138, 126, 112, 131, 112, 125, 110, 118, 110, 124, 123, 118, 118, 118, 119, 124, 121, 117, 126, 118, 136, 111, 136, 119, 137, 118, 114, 114, 118, 124, 118, 122, 118, 118, 136, 109, 114, 118, 116, 118, 112, 118, 118, 136, 117, 126, 117, 117, 135, 134, 121, 136, 136, 96, 125, 134, 126, 118, 112, 117, 133, 119, 119, 115, 119, 118, 121, 118, 123, 136, 137, 127, 118, 124, 128, 129, 114, 117, 118, 118, 124, 117, 118, 125, 137, 134, 117, 121, 102, 126, 118, 122, 129, 136, 118, 131, 117, 118, 116, 113, 118, 118, 128, 117, 125, 133, 117, 119, 113, 132, 123, 125, 118, 136, 112, 117, 132, 115, 119, 127, 114, 113, 113, 126, 124, 117, 117, 117, 136, 136, 126, 118, 119, 118, 125, 118, 136, 136, 138, 129, 118, 136, 116, 114, 136, 126, 136, 96, 119, 136, 118, 137, 118, 112, 119, 136, 112, 126, 131, 116, 113, 117, 118, 121, 113, 125, 118, 136, 136, 111, 121, 138, 109, 119, 116, 114, 112, 136, 119, 117, 113, 118, 116, 121, 118, 117, 112, 134, 121, 133, 121, 123, 136, 118, 136, 136, 137, 132, 113, 126, 117, 114, 136, 122, 131, 136, 122, 140, 124, 119, 115, 129, 117, 136, 128, 134, 122, 118, 112, 112, 132, 118, 124, 129, 117, 116, 114, 131, 119, 136, 119, 112, 119, 125, 136, 125, 115, 118, 118, 140, 117, 117, 109, 117, 136, 117, 117, 114, 118, 120, 136, 115, 136, 136, 117, 118, 134, 118, 131, 116, 124, 121, 128, 118, 129, 122, 137, 118, 118, 118, 138, 136, 118, 133, 117, 96, 115, 125, 118, 124, 118, 118, 96, 126, 110, 118, 118, 124, 129, 121]
  • 28회 + 100회 측정 데이터
====Y 값====

BP_D_Y_dec [74, 74, 65, 77, 69, 69, 79, 69, 69, 88, 61, 64, 69, 73, 90, 71, 70, 72, 80, 72, 74, 73, 75, 77, 76, 73, 59, 78, 59, 70, 73, 74, 78, 72, 75, 71, 72, 70, 72, 69, 70, 66, 69, 73, 77, 65, 73, 70, 62, 78, 70, 76, 70, 74, 70, 72, 86, 76, 73, 78, 68, 74, 74, 65, 88, 61, 59, 76, 62, 65, 70, 71, 72, 62, 75, 72, 72, 81, 67, 63, 70, 68, 77, 78, 77, 74, 70, 72, 69, 63, 69, 74, 72, 66, 88, 65, 62, 77, 72, 86, 68, 74, 71, 73, 69, 70, 65, 59, 51, 70, 70, 61, 67, 77, 73, 77, 73, 69, 75, 59, 71, 61, 66, 78, 75, 61, 76, 75, 73, 61, 75, 70, 61, 76, 71, 64, 74, 68, 77, 78, 69, 70, 74, 72, 69, 76, 74, 59, 88, 73, 70, 70, 63, 67, 73, 71, 68, 74, 78, 71, 69, 73, 51, 73, 70, 76, 92, 68, 76, 81, 72, 64, 71, 77, 74, 75, 71, 75, 68, 70, 75, 66, 75, 70, 72, 75, 83, 76, 74, 81, 75, 76, 71, 72, 80, 74, 74, 63, 70, 72, 75, 69, 78, 69, 71, 67, 70, 74, 72, 70, 71, 76, 61, 61, 76, 53, 76, 70, 67, 75, 68, 67, 66, 74, 72, 65, 69, 65, 72, 77, 73, 40, 51, 73, 63, 76, 65, 69, 68, 71, 78, 70, 73, 52, 72, 66, 70, 88, 61, 64, 74, 78, 73, 71, 53, 73, 74, 67, 72, 71, 65, 63, 73, 59, 73, 69, 68, 69, 73, 74, 59, 78, 71, 66, 74, 64, 71, 59, 88, 69, 74, 61, 65, 40, 67, 53, 71, 86, 76, 53, 70, 71, 65, 70, 72, 59, 68, 76, 71, 68, 76, 59, 85, 61, 65, 59, 59, 74, 53, 68, 69, 69, 76, 73, 59, 71, 78, 73, 73, 80, 63, 74, 71, 69, 67, 76, 73, 74, 65, 81, 69, 70, 74, 68, 61, 73, 73, 71, 88, 68, 73, 81, 73, 69, 70, 75, 81, 73, 76, 73, 71, 75, 63, 73, 63, 75, 65, 69, 81, 73, 65, 69, 72, 62, 73, 80, 69, 75, 69, 70, 59, 72, 69, 74, 68, 73, 70, 40, 67, 72, 72, 61, 51, 75, 68, 73, 75, 72, 73, 69, 73, 67, 70, 63, 72, 69, 70, 72, 74, 66, 68, 71, 64, 70, 73, 66, 70, 70, 59, 72, 76, 69, 74, 73, 75, 61, 70, 61, 69, 74, 77, 70, 71, 69, 70, 71, 78, 76, 74, 70, 70, 78, 67, 73, 69, 70, 72, 66, 69, 64, 86, 73, 77, 61, 76, 74, 74, 72, 68, 64, 66, 72, 76, 71, 75, 59, 69, 74, 67, 67, 85, 74, 71, 73, 90, 73, 70, 73, 70, 68, 88, 72, 81, 81, 59, 67, 73, 71, 73, 74, 70, 72, 69, 59, 88, 69, 78, 67, 73, 69, 63, 67, 69, 76, 74, 74, 76, 72, 75, 77, 68, 40, 69, 74, 66, 70, 62, 85, 76, 74, 75, 88, 73, 80, 73, 81, 72, 73, 71, 70, 67, 78, 74, 70, 59, 69, 61, 76, 67, 63, 88, 59, 71, 66, 70, 72, 67, 64, 59, 70, 61, 74, 88, 70, 61, 51, 59, 65, 73, 73, 74, 71, 63, 73, 76, 71, 72, 72, 72, 76, 73, 83, 63, 78, 73, 59, 76, 69, 74, 74, 72, 72, 71, 63, 72, 61, 70, 70, 73, 69, 70, 70, 68, 72, 70, 59, 61, 51, 76, 67, 70, 74, 59, 61, 73, 75, 63, 75, 68, 71, 74, 76, 72, 70, 72, 73, 74, 78, 76, 75, 78, 74, 74, 61, 73, 61, 88, 74, 76, 71, 85, 74, 80, 75, 73, 75, 59, 79, 73, 69, 70, 74, 71, 69, 76, 71, 68, 74, 72, 78, 78, 76, 63, 77, 77, 53, 61, 70, 72, 67, 69, 74, 67, 65, 73, 70, 88, 61, 73, 65, 65, 75, 75, 67, 68, 70, 78, 69, 69, 72, 72, 65, 81, 71, 74, 72, 70, 59, 72, 67, 69, 75, 68, 61, 76, 74, 71, 63, 74, 73, 75, 74, 53, 72, 78, 73, 65, 59, 71, 76, 72, 72, 74, 72, 70, 75, 75, 73, 71, 73, 65, 77, 75, 75, 40, 81, 78, 76, 72, 71, 75, 63, 70, 76, 70, 65, 85, 59, 73, 66, 71, 73, 66, 72, 75, 73, 69, 71, 74, 59, 74, 76, 71, 70, 73, 79, 71, 73, 65, 78, 61, 71, 76, 67, 71, 72, 69, 67, 69, 69, 74, 74, 75, 76, 66, 78, 52, 65, 70, 59, 73, 70, 72, 70, 71, 59, 74, 77, 75, 74, 69, 71, 71, 77, 62, 73, 51, 74, 71, 63, 67, 69, 77, 66, 53, 74, 63, 40, 69, 92, 72, 70, 75, 69, 78, 71, 70, 72, 71, 74, 78, 73, 63, 72, 76, 74, 78, 71, 70, 72, 75, 62, 73, 78, 73, 65, 61, 61, 69, 59, 69, 72, 66, 70, 69, 74, 76, 62, 76, 66, 71, 64, 70, 73, 59, 73, 40, 74, 76, 70, 73, 70, 74, 72, 66, 65, 76, 67, 79, 61, 74, 85, 74, 69, 70, 77, 74, 73, 78, 59, 83, 69, 52, 66, 70, 71, 71, 70, 70, 77, 72, 66, 77, 63, 65, 74, 61, 73, 67, 88, 78, 59, 72, 70, 73, 69, 68, 76, 68, 78, 76, 69, 67, 67, 67, 70, 40, 75, 67, 75, 72, 67, 72, 76, 73, 74, 92, 65, 85, 73, 75, 
BP_S_Y_dec [128, 124, 118, 133, 112, 114, 126, 124, 129, 142, 142, 111, 118, 121, 124, 115, 117, 116, 122, 117, 134, 116, 115, 133, 123, 121, 135, 121, 135, 110, 107, 116, 116, 121, 119, 115, 121, 117, 141, 118, 118, 131, 118, 125, 120, 136, 126, 118, 129, 126, 131, 118, 117, 116, 131, 108, 119, 115, 115, 134, 125, 116, 116, 128, 113, 102, 132, 123, 129, 132, 110, 126, 117, 129, 115, 141, 117, 133, 110, 96, 113, 125, 133, 121, 133, 122, 117, 141, 129, 101, 114, 122, 108, 131, 113, 132, 129, 120, 133, 119, 125, 122, 135, 107, 129, 118, 128, 114, 136, 125, 108, 137, 132, 120, 126, 114, 112, 118, 118, 135, 115, 137, 131, 134, 119, 137, 115, 119, 112, 142, 119, 131, 137, 117, 117, 108, 116, 125, 120, 126, 118, 125, 112, 121, 124, 117, 134, 132, 142, 116, 131, 117, 101, 132, 107, 126, 125, 119, 134, 115, 114, 126, 136, 114, 118, 123, 132, 117, 125, 133, 121, 111, 130, 120, 116, 115, 130, 132, 127, 117, 115, 131, 115, 110, 141, 119, 134, 123, 124, 133, 115, 117, 115, 117, 122, 112, 116, 96, 131, 116, 127, 119, 121, 129, 123, 109, 111, 124, 121, 125, 113, 119, 142, 142, 118, 124, 115, 98, 110, 132, 127, 110, 131, 124, 121, 136, 129, 132, 116, 114, 119, 140, 136, 121, 101, 120, 136, 129, 127, 127, 121, 113, 121, 146, 117, 121, 117, 142, 137, 108, 124, 134, 119, 115, 124, 121, 128, 132, 116, 127, 132, 105, 115, 138, 121, 114, 136, 118, 126, 128, 114, 121, 130, 131, 116, 111, 115, 135, 113, 118, 116, 142, 118, 140, 110, 124, 135, 119, 119, 124, 118, 127, 128, 118, 116, 132, 117, 123, 135, 125, 119, 114, 124, 137, 132, 135, 132, 122, 124, 127, 118, 112, 117, 118, 138, 127, 121, 121, 107, 122, 105, 124, 135, 118, 110, 119, 126, 119, 118, 128, 124, 111, 116, 125, 102, 112, 121, 115, 113, 127, 121, 128, 119, 110, 125, 115, 133, 116, 119, 118, 113, 115, 105, 112, 96, 132, 132, 

====predict 값====

BP_D_dec [73, 75, 73, 74, 73, 69, 72, 69, 73, 88, 68, 64, 75, 73, 92, 73, 72, 72, 80, 73, 73, 75, 73, 73, 76, 75, 59, 73, 59, 70, 73, 73, 73, 75, 68, 72, 73, 70, 72, 73, 75, 70, 72, 73, 77, 66, 73, 73, 65, 78, 73, 76, 70, 73, 73, 73, 73, 73, 73, 73, 74, 73, 75, 65, 73, 75, 69, 76, 68, 75, 70, 71, 73, 65, 73, 68, 73, 72, 76, 63, 70, 73, 73, 71, 75, 73, 70, 75, 73, 76, 69, 75, 73, 64, 73, 68, 65, 76, 68, 73, 74, 72, 52, 70, 73, 59, 65, 68, 59, 70, 73, 59, 67, 77, 74, 70, 75, 75, 68, 59, 72, 68, 70, 71, 73, 72, 73, 68, 72, 68, 71, 73, 69, 74, 73, 73, 73, 71, 77, 80, 70, 70, 72, 74, 69, 72, 74, 69, 88, 75, 73, 73, 63, 67, 73, 71, 73, 73, 73, 75, 70, 74, 52, 73, 75, 76, 92, 68, 75, 73, 68, 66, 78, 76, 73, 75, 73, 68, 69, 68, 73, 64, 72, 70, 59, 73, 83, 76, 72, 73, 73, 72, 73, 73, 80, 74, 75, 64, 73, 73, 71, 73, 73, 73, 70, 68, 70, 74, 73, 70, 75, 73, 61, 61, 75, 59, 73, 70, 76, 75, 74, 76, 64, 73, 73, 65, 73, 59, 72, 73, 73, 75, 59, 68, 63, 73, 65, 75, 74, 71, 73, 70, 72, 59, 73, 64, 70, 88, 68, 73, 75, 73, 73, 68, 59, 73, 74, 67, 72, 68, 68, 63, 73, 75, 73, 73, 68, 73, 74, 74, 68, 73, 74, 65, 73, 65, 68, 75, 70, 73, 73, 59, 75, 75, 75, 68, 75, 72, 73, 58, 68, 71, 65, 69, 73, 69, 68, 76, 72, 73, 72, 68, 82, 59, 59, 59, 68, 73, 68, 75, 73, 73, 72, 72, 75, 71, 73, 75, 73, 78, 63, 74, 72, 71, 76, 72, 73, 72, 75, 73, 69, 70, 73, 74, 52, 73, 72, 73, 73, 75, 71, 68, 73, 69, 70, 73, 73, 73, 72, 75, 73, 72, 63, 68, 64, 72, 58, 73, 68, 72, 59, 68, 70, 65, 72, 80, 69, 75, 73, 68, 59, 68, 73, 75, 70, 75, 72, 68, 65, 70, 73, 52, 59, 73, 73, 73, 73, 75, 78, 73, 73, 68, 73, 64, 52, 70, 68, 67, 75, 75, 75, 69, 73, 70, 73, 70, 70, 72, 68, 68, 73, 73, 75, 73, 74, 68, 70, 52, 70, 72, 73, 70, 52, 70, 65, 75, 72, 72, 73, 73, 70, 80, 67, 73, 69, 70, 73, 71, 70, 72, 72, 73, 71, 68, 75, 73, 
BP_S_dec [129, 127, 118, 126, 119, 113, 112, 124, 118, 142, 136, 96, 118, 119, 132, 118, 118, 116, 122, 117, 134, 112, 129, 129, 123, 127, 136, 119, 136, 110, 107, 117, 116, 127, 136, 122, 112, 113, 118, 118, 118, 127, 118, 125, 120, 136, 129, 118, 128, 122, 124, 118, 118, 124, 124, 114, 118, 119, 112, 129, 127, 124, 119, 128, 119, 119, 131, 117, 124, 136, 110, 127, 118, 128, 118, 136, 117, 133, 123, 96, 113, 126, 133, 112, 126, 113, 114, 138, 118, 120, 117, 118, 115, 96, 118, 136, 128, 120, 137, 119, 126, 118, 139, 111, 119, 136, 128, 117, 136, 125, 118, 136, 135, 120, 126, 117, 121, 119, 118, 136, 118, 136, 124, 121, 119, 116, 119, 120, 118, 139, 119, 125, 136, 122, 113, 119, 124, 126, 120, 122, 114, 125, 116, 113, 124, 121, 126, 136, 142, 112, 124, 117, 101, 132, 108, 122, 112, 118, 129, 118, 112, 126, 141, 115, 112, 123, 132, 117, 118, 133, 125, 131, 134, 120, 124, 112, 134, 117, 124, 117, 113, 96, 118, 110, 136, 113, 134, 123, 126, 133, 116, 122, 118, 117, 122, 112, 112, 96, 124, 116, 127, 115, 119, 119, 114, 109, 115, 117, 118, 125, 112, 118, 137, 137, 118, 136, 119, 109, 123, 117, 126, 122, 96, 129, 119, 136, 118, 136, 116, 114, 119, 138, 136, 117, 101, 112, 136, 118, 126, 127, 112, 113, 117, 136, 117, 127, 113, 142, 135, 112, 126, 129, 119, 117, 136, 118, 126, 132, 116, 136, 136, 105, 118, 138, 118, 117, 135, 118, 126, 127, 117, 118, 126, 124, 124, 127, 117, 139, 117, 118, 119, 139, 118, 138, 113, 139, 115, 119, 118, 118, 117, 127, 128, 118, 115, 119, 117, 118, 138, 126, 121, 117, 126, 139, 136, 136, 136, 133, 132, 127, 112, 119, 117, 118, 138, 127, 119, 118, 98, 122, 105, 127, 138, 114, 122, 118, 126, 118, 118, 134, 124, 111, 115, 127, 138, 118, 117, 119, 121, 127, 121, 122, 116, 110, 130, 114, 122, 115, 118, 118, 118, 119, 105, 117, 96, 112, 118, 118, 117, 

c. 데이터별 정확도와 오차

  • 28회 측정 데이터

  • 100회 측정 데이터

  • 28회 + 100회 측정 데이터

4. Second Model

A. 모델 설명

a. Layer 구조

  1. Relu
  2. dropout(0.4)
  3. Relu
  4. dropout(0.4)
  5. Sigmoid

b. function

  • activation
    • sigmoid
    • relu
  • loss
    • binary_crossentropy
  • optimizer
    • adam

c. Input Data

  • PPG (128개)
  • 키 Gray Code (8개)
  • 몸무게 Gray Code (8개)

d. Output Data

  • 이완기 혈압의 Gray Code (8개)
  • 수축기 혈압의 Gray Code (8개)

e. Modeling

epoch = 2000
batch_size = 5

model.add(tf.keras.layers.Dense(64, input_dim=144, activation='relu'))
model.add(tf.keras.layers.Dropout(0.4))
model.add(tf.keras.layers.Dense(64, activation='relu'))
model.add(tf.keras.layers.Dropout(0.4))
model.add(tf.keras.layers.Dense(16, activation='sigmoid'))

model.compile(loss='binary_crossentropy',
              optimizer='adam',
              metrics=['accuracy'])
history = model.fit(X_train, Y_train, epochs=self.epoch, batch_size=self.batch_size, validation_data=(X_test, Y_test))
Model: "sequential"
_________________________________________________________________
Layer (type)                 Output Shape              Param #   
=================================================================
dense (Dense)                (None, 64)                9280      
_________________________________________________________________
dropout (Dropout)            (None, 64)                0         
_________________________________________________________________
dense_1 (Dense)              (None, 64)                4160      
_________________________________________________________________
dropout_1 (Dropout)          (None, 64)                0         
_________________________________________________________________
dense_2 (Dense)              (None, 16)                1040      
=================================================================
Total params: 14,480
Trainable params: 14,480
Non-trainable params: 0
_________________________________________________________________

B. 데이터 설명

a. 데이터별 정확도와 오차

  • 28회 측정 데이터
    • 정확도 : 0.9076087
    • 오차 : 0.2982979002206222
  • 100회 측정 데이터
    • 정확도 : 0.8059342
    • 오차 : 0.3705150104583578
  • 28회 + 100회 측정 데이터
    • 정확도 : 0.82198185
    • 오차 : 0.3627908912479368

b. 데이터별 결과값

  • 28회 측정 데이터
====Y 값====

BP_D_Y_dec [90, 71, 74, 73, 71, 71, 73, 72, 67, 90, 70, 73, 65, 67, 72, 67, 80, 85, 72, 80, 71, 63, 65, 67, 70, 76, 63, 83, 92, 63, 75, 70, 70, 63, 77, 73, 63, 74, 65, 85, 70, 76, 64, 75, 70, 70, 83, 73, 64, 70, 75, 67, 73, 70, 73, 75, 72, 67, 64, 70, 70, 92, 73, 88, 73, 88, 76, 77, 83, 73, 70, 67, 72, 65, 88, 73, 76, 88, 65, 71, 73, 72, 73, 72, 85, 73, 80, 64, 85, 65, 71, 88, 76, 78, 72, 78, 59, 92, 77, 83, 76, 73, 65, 65, 73, 64, 70, 71, 64, 83, 65, 70, 78, 64, 70, 90, 80, 70, 75, 85, 63, 73, 70, 77, 74, 73, 67, 70, 70, 59, 73, 72, 67, 76, 65, 65, 70, 70, 59, 76, 63, 73, 67, 73, 72, 70, 77, 76, 74, 72, 77, 70, 63, 83, 71, 70, 73, 85, 63, 77, 70, 85, 64, 70, 78, 83, 77, 73, 77, 76, 80, 70, 73, 73, 63, 73, 73, 88, 85, 75, 65, 74, 90, 65]
BP_S_Y_dec [124, 115, 116, 107, 115, 115, 121, 116, 110, 124, 118, 121, 118, 110, 116, 110, 122, 124, 116, 122, 115, 105, 118, 110, 110, 123, 105, 134, 132, 105, 127, 110, 110, 105, 120, 107, 101, 116, 118, 124, 110, 123, 108, 127, 110, 110, 134, 125, 108, 118, 127, 110, 121, 98, 125, 127, 116, 110, 108, 110, 98, 132, 125, 142, 125, 142, 123, 120, 134, 121, 110, 110, 116, 118, 142, 121, 123, 142, 118, 115, 121, 116, 125, 116, 124, 121, 122, 108, 124, 118, 115, 142, 123, 126, 116, 126, 114, 132, 120, 134, 123, 125, 118, 118, 121, 108, 131, 115, 108, 134, 118, 131, 126, 108, 131, 124, 122, 131, 127, 124, 101, 107, 118, 120, 116, 121, 110, 131, 98, 114, 125, 116, 110, 123, 118, 118, 118, 118, 114, 123, 101, 121, 110, 125, 116, 118, 120, 123, 116, 116, 120, 131, 105, 134, 115, 131, 107, 124, 101, 120, 110, 124, 108, 110, 126, 134, 120, 125, 120, 123, 122, 118, 121, 125, 101, 121, 107, 142, 124, 127, 118, 116, 124, 118]

====predict 값====

BP_D_dec [90, 70, 70, 73, 70, 73, 75, 72, 76, 92, 70, 73, 71, 63, 72, 76, 78, 85, 72, 79, 71, 63, 70, 76, 70, 63, 63, 83, 90, 63, 75, 70, 70, 63, 77, 73, 63, 78, 65, 85, 63, 76, 70, 75, 70, 63, 85, 73, 64, 71, 75, 67, 70, 70, 73, 75, 72, 76, 71, 70, 70, 75, 73, 88, 73, 88, 63, 63, 85, 75, 70, 67, 72, 71, 88, 65, 63, 88, 65, 71, 65, 72, 73, 72, 85, 73, 80, 64, 85, 65, 71, 88, 76, 80, 72, 78, 59, 93, 77, 85, 76, 73, 65, 70, 73, 64, 70, 78, 64, 83, 70, 70, 78, 64, 73, 85, 78, 70, 75, 85, 63, 73, 70, 77, 73, 75, 67, 74, 70, 59, 73, 72, 67, 76, 65, 70, 71, 71, 59, 76, 63, 73, 63, 74, 72, 71, 77, 76, 80, 72, 77, 70, 63, 83, 70, 74, 73, 85, 77, 77, 70, 85, 64, 70, 79, 83, 63, 70, 75, 76, 78, 70, 65, 73, 63, 73, 73, 88, 85, 75, 71, 70, 92, 65]
BP_S_dec [115, 118, 124, 107, 118, 118, 127, 116, 123, 132, 118, 121, 113, 101, 116, 123, 125, 124, 116, 125, 112, 105, 118, 123, 110, 101, 105, 134, 124, 105, 127, 110, 110, 105, 120, 107, 101, 125, 118, 124, 105, 123, 118, 127, 110, 105, 124, 125, 108, 113, 127, 110, 118, 98, 125, 127, 116, 123, 115, 110, 98, 126, 124, 142, 125, 142, 101, 101, 124, 127, 110, 110, 116, 115, 142, 118, 101, 142, 118, 115, 118, 116, 125, 116, 124, 121, 122, 108, 124, 118, 115, 142, 123, 122, 116, 126, 114, 124, 120, 124, 123, 125, 118, 118, 121, 108, 131, 126, 108, 134, 118, 131, 126, 108, 124, 124, 126, 131, 127, 124, 101, 107, 118, 120, 125, 127, 110, 116, 98, 114, 131, 116, 109, 123, 118, 118, 114, 115, 114, 123, 101, 121, 101, 116, 116, 115, 120, 123, 122, 116, 120, 131, 105, 134, 118, 123, 107, 124, 101, 120, 110, 124, 108, 110, 125, 134, 101, 131, 127, 123, 126, 118, 118, 125, 101, 121, 101, 142, 124, 127, 115, 131, 132, 118]
  • 100회 측정 데이터
====Y 값====

BP_D_Y_dec [40, 59, 65, 72, 76, 71, 70, 75, 67, 81, 62, 76, 59, 72, 69, 51, 74, 68, 69, 70, 61, 69, 71, 61, 69, 70, 76, 76, 65, 59, 70, 78, 66, 71, 69, 61, 65, 69, 64, 59, 70, 75, 66, 70, 67, 72, 69, 52, 51, 65, 70, 69, 72, 81, 76, 72, 72, 72, 72, 59, 81, 74, 72, 71, 72, 75, 79, 74, 71, 68, 70, 72, 52, 77, 72, 64, 69, 75, 78, 70, 86, 71, 70, 65, 69, 62, 75, 40, 72, 74, 62, 74, 70, 69, 40, 67, 73, 69, 73, 65, 74, 59, 70, 66, 78, 69, 74, 59, 69, 70, 72, 61, 75, 71, 70, 75, 51, 73, 78, 72, 72, 53, 75, 81, 71, 65, 70, 66, 78, 75, 74, 73, 52, 81, 76, 52, 75, 76, 76, 74, 76, 71, 70, 69, 77, 72, 77, 72, 71, 71, 70, 71, 67, 74, 70, 69, 69, 65, 72, 81, 75, 74, 65, 64, 69, 73, 59, 51, 73, 72, 74, 73, 65, 72, 75, 76, 70, 65, 76, 70, 76, 74, 74, 75, 62, 81, 72, 68, 74, 81, 77, 72, 67, 67, 69, 73, 76, 75, 76, 71, 69, 72, 73, 69, 66, 68, 76, 77, 72, 71, 77, 70, 75, 68, 79, 69, 69, 78, 66, 70, 74, 68, 65, 65, 72, 69, 76, 69, 71, 61, 69, 72, 69, 73, 76, 69, 69, 59, 61, 74, 71, 51, 72, 77, 71, 65, 69, 71, 75, 71, 67, 68, 74, 69, 76, 76, 70, 74, 40, 78, 79, 67, 72, 66, 61, 74, 59, 79, 70, 69, 71, 74, 74, 65, 69, 72, 67, 59, 78, 75, 68, 71, 61, 51, 72, 76, 81, 40, 70, 71, 71, 40, 61, 67, 74, 69, 72, 73, 61, 68, 77, 68, 65, 72, 86, 71, 67, 76, 74, 77, 52, 73, 73, 61, 71, 59, 59, 74, 73, 74, 67, 63, 69, 71, 75, 75, 73, 70, 70, 79, 62, 71, 76, 75, 64, 68, 75, 69, 78, 81, 76, 65, 59, 74, 69, 70, 65, 69, 68, 71, 61, 78, 72, 75, 74, 69, 65, 71, 59, 74, 72, 78, 78, 70, 72, 59, 79, 62, 73, 71, 40, 74, 72, 53, 67, 64, 63, 71, 72, 67, 71, 86, 71, 76, 61, 76, 67, 65, 76, 73, 81, 73, 70, 74, 81, 70, 74, 69, 81, 77, 59, 74, 71, 73, 75, 75, 75, 78, 72, 70, 65, 69, 71, 61, 59, 68, 71, 74, 53, 69, 73, 72, 76, 76, 70, 71, 71, 73, 63, 72, 66, 67, 75, 59, 72, 72, 71, 75, 69, 69, 69, 75, 74, 70, 71, 74, 72, 69, 59, 61, 61, 70, 69, 88, 70, 65, 81, 71, 73, 69, 69, 72, 72, 73, 71, 71, 76, 68, 73, 61, 70, 68, 78, 70, 76, 76, 73, 67, 70, 74, 71, 86, 70, 64, 51, 73, 59, 76, 70, 74, 76, 68, 69, 70, 69, 75, 51, 67, 76, 69, 72, 68, 74, 71, 74, 65, 72, 73, 73, 70, 61, 71, 40, 65, 59, 63, 70, 78, 74, 72, 74, 71, 81, 78, 69, 72, 69, 73, 66, 70, 61, 61, 75, 64, 72, 75, 67, 74, 67, 74, 71, 73, 74, 75, 71, 70, 52, 73, 73, 66, 61, 68, 75, 71, 78, 52, 69, 67, 77, 72, 75, 74, 73, 88, 77, 71, 62, 71, 72, 76, 61, 67, 53, 70, 71, 75, 76, 70, 67, 75, 76, 66, 72, 70, 70, 68, 69, 74, 72, 69, 59, 71, 68, 86, 75, 69, 68, 71, 61, 52, 68, 74, 88, 72, 69, 76, 59, 81, 59, 63, 74, 52, 72, 53, 74, 70, 71, 40, 71, 71, 66, 76, 88, 68, 76, 66, 78, 70, 75, 65, 61, 70, 74, 72, 69, 74, 75, 69, 74, 65, 72, 77, 75, 79, 73, 72, 71, 73, 75, 73, 68, 77, 75, 53, 59, 69, 59, 59, 75, 53, 69, 68, 72, 61, 61, 76, 72, 61, 70, 59, 69, 72, 74, 78, 70, 53, 65, 70, 70, 74, 74, 69, 68, 72, 75, 73, 70, 74, 70, 59, 69, 61, 78, 74, 73, 74, 52, 71, 72, 69, 88, 59, 74, 72, 67, 69, 40, 72, 86, 72, 67, 61, 71, 71, 59, 59, 74, 71, 78, 70, 71, 78, 71, 65, 67, 71, 74, 74, 75, 73, 73, 69, 71, 59, 73, 74, 73, 63, 73, 62, 74, 66, 67, 69, 66, 68, 70, 73, 70, 69, 62, 72]
BP_S_Y_dec [140, 135, 136, 108, 118, 135, 117, 132, 132, 133, 129, 119, 135, 116, 124, 136, 124, 117, 124, 117, 102, 124, 115, 137, 112, 125, 120, 118, 128, 132, 125, 121, 121, 113, 124, 142, 132, 124, 111, 132, 113, 119, 131, 117, 110, 117, 112, 146, 136, 128, 123, 118, 117, 128, 118, 117, 141, 117, 121, 135, 133, 122, 121, 117, 121, 119, 126, 122, 123, 117, 108, 117, 146, 133, 116, 111, 114, 118, 121, 123, 119, 113, 118, 132, 118, 129, 115, 140, 121, 112, 129, 128, 113, 129, 140, 109, 115, 129, 112, 128, 128, 138, 125, 131, 121, 124, 128, 138, 124, 113, 121, 102, 119, 130, 117, 132, 136, 116, 121, 121, 108, 124, 118, 133, 130, 132, 117, 131, 116, 118, 124, 112, 146, 133, 119, 146, 118, 117, 117, 111, 125, 115, 118, 118, 133, 141, 114, 121, 115, 127, 108, 127, 132, 128, 113, 124, 124, 132, 108, 128, 118, 128, 132, 111, 118, 126, 138, 136, 118, 108, 122, 116, 136, 121, 115, 115, 117, 136, 115, 117, 125, 124, 116, 119, 129, 133, 133, 117, 134, 133, 114, 108, 110, 109, 118, 121, 125, 119, 118, 135, 129, 121, 126, 118, 121, 136, 115, 133, 108, 127, 133, 123, 118, 125, 126, 129, 110, 121, 121, 125, 116, 127, 136, 132, 117, 124, 120, 119, 135, 142, 124, 108, 124, 112, 115, 114, 118, 135, 142, 122, 113, 136, 117, 114, 123, 132, 118, 135, 132, 113, 109, 127, 116, 129, 119, 115, 117, 116, 140, 116, 126, 132, 108, 121, 142, 116, 132, 126, 123, 124, 126, 122, 122, 132, 110, 133, 110, 135, 121, 115, 125, 117, 142, 136, 116, 120, 128, 140, 111, 126, 127, 140, 102, 132, 134, 114, 141, 118, 142, 117, 114, 127, 128, 133, 119, 115, 109, 118, 111, 114, 146, 119, 114, 142, 123, 138, 132, 122, 126, 111, 132, 96, 129, 130, 119, 118, 119, 117, 118, 126, 129, 135, 115, 119, 111, 117, 115, 118, 116, 133, 118, 136, 132, 134, 119, 113, 136, 129, 136, 126, 137, 121, 133, 115, 122, 112, 128, 118, 135, 134, 141, 134, 134, 117, 133, 138, 126, 129, 119, 115, 140, 128, 133, 124, 110, 111, 96, 126, 133, 132, 115, 119, 117, 125, 142, 117, 110, 128, 125, 112, 128, 126, 111, 116, 133, 111, 128, 129, 133, 114, 135, 122, 117, 112, 132, 119, 119, 121, 133, 118, 136, 112, 118, 142, 138, 127, 115, 119, 124, 119, 112, 108, 118, 119, 118, 117, 127, 115, 96, 121, 121, 110, 119, 132, 108, 141, 135, 115, 112, 129, 110, 119, 116, 108, 117, 134, 133, 118, 132, 102, 137, 117, 114, 113, 118, 132, 128, 123, 121, 114, 124, 133, 141, 126, 117, 135, 120, 127, 116, 102, 111, 136, 121, 117, 119, 119, 112, 132, 123, 122, 126, 119, 118, 111, 136, 116, 132, 125, 111, 122, 125, 127, 129, 117, 119, 119, 136, 109, 120, 118, 116, 117, 112, 123, 122, 136, 117, 126, 118, 111, 142, 130, 140, 136, 132, 96, 125, 134, 134, 121, 111, 115, 128, 121, 129, 116, 124, 112, 121, 113, 137, 102, 119, 111, 133, 118, 132, 124, 110, 122, 127, 121, 124, 132, 117, 125, 146, 112, 112, 121, 102, 127, 115, 130, 134, 146, 118, 132, 114, 117, 115, 122, 119, 113, 133, 113, 129, 115, 117, 119, 142, 132, 124, 125, 117, 119, 120, 117, 132, 115, 115, 121, 117, 117, 117, 127, 124, 122, 108, 118, 138, 135, 125, 119, 118, 118, 125, 115, 137, 146, 136, 122, 113, 141, 112, 115, 132, 128, 138, 96, 134, 146, 121, 124, 119, 108, 127, 140, 118, 126, 131, 115, 113, 117, 125, 121, 121, 125, 115, 132, 137, 108, 134, 141, 118, 116, 115, 118, 112, 132, 121, 114, 115, 126, 119, 121, 113, 112, 115, 126, 127, 133, 132, 124, 138, 129, 135, 138, 118, 124, 129, 125, 108, 137, 142, 117, 121, 137, 123, 138, 124, 121, 122, 134, 117, 124, 128, 118, 117, 122, 116, 110, 125, 121, 118, 126, 118, 116, 117, 138, 118, 142, 121, 116, 119, 124, 146, 130, 121, 114, 113, 138, 122, 117, 109, 119, 140, 121, 119, 117, 109, 137, 135, 123, 138, 138, 122, 115, 134, 117, 127, 116, 135, 132, 132, 123, 134, 124, 119, 115, 115, 118, 135, 135, 121, 134, 121, 96, 114, 129, 119, 121, 110, 110, 131, 125, 108, 118, 117, 124, 129, 121]

====predict 값====

BP_D_dec [75, 68, 65, 73, 76, 59, 74, 75, 64, 75, 75, 75, 59, 73, 69, 75, 75, 72, 68, 74, 52, 69, 75, 59, 73, 62, 69, 76, 65, 68, 66, 73, 71, 74, 71, 69, 59, 69, 66, 69, 75, 59, 69, 75, 75, 69, 73, 59, 52, 65, 70, 75, 74, 75, 76, 73, 52, 74, 72, 75, 73, 74, 75, 74, 73, 75, 73, 75, 73, 75, 73, 70, 59, 74, 73, 69, 73, 69, 73, 70, 73, 74, 75, 75, 75, 65, 72, 75, 75, 75, 67, 74, 73, 74, 74, 73, 73, 75, 75, 65, 74, 75, 69, 64, 73, 69, 75, 59, 70, 70, 75, 68, 74, 74, 70, 75, 68, 75, 78, 73, 70, 75, 75, 75, 74, 59, 75, 66, 75, 75, 71, 73, 75, 73, 75, 59, 75, 71, 76, 75, 74, 73, 75, 73, 74, 68, 74, 75, 75, 69, 74, 71, 67, 75, 74, 64, 75, 52, 74, 74, 75, 73, 52, 65, 68, 74, 75, 75, 75, 73, 73, 73, 65, 73, 73, 74, 74, 71, 73, 73, 73, 74, 75, 59, 70, 72, 75, 75, 75, 74, 74, 73, 75, 75, 67, 73, 73, 68, 76, 75, 72, 73, 75, 70, 65, 69, 74, 74, 73, 71, 74, 70, 75, 71, 68, 72, 69, 74, 70, 65, 73, 71, 65, 75, 73, 69, 73, 73, 68, 59, 65, 69, 64, 74, 75, 70, 75, 75, 75, 73, 74, 68, 75, 74, 75, 52, 75, 68, 74, 73, 68, 74, 74, 73, 73, 73, 70, 73, 75, 74, 68, 66, 69, 70, 75, 73, 68, 75, 74, 69, 72, 75, 74, 75, 70, 75, 70, 75, 72, 73, 72, 73, 69, 52, 73, 68, 74, 75, 70, 71, 71, 75, 75, 69, 74, 70, 75, 75, 58, 75, 73, 74, 65, 68, 73, 75, 68, 75, 70, 75, 52, 73, 73, 59, 73, 75, 74, 75, 70, 75, 65, 63, 73, 74, 73, 62, 73, 73, 58, 75, 65, 59, 73, 74, 64, 75, 73, 74, 70, 73, 75, 65, 59, 75, 73, 70, 65, 74, 75, 71, 69, 73, 74, 73, 75, 73, 65, 73, 72, 74, 75, 74, 78, 73, 58, 75, 71, 70, 73, 73, 75, 74, 75, 59, 74, 64, 66, 71, 68, 67, 72, 72, 74, 73, 61, 76, 75, 65, 76, 70, 73, 69, 70, 73, 74, 70, 74, 73, 72, 69, 75, 75, 73, 75, 73, 73, 75, 70, 69, 75, 65, 73, 74, 59, 51, 74, 71, 74, 68, 74, 68, 70, 75, 75, 58, 73, 71, 73, 56, 73, 66, 68, 75, 59, 73, 75, 52, 73, 73, 75, 73, 59, 74, 73, 73, 74, 68, 76, 59, 75, 69, 73, 74, 73, 75, 68, 70, 68, 73, 69, 69, 68, 59, 74, 72, 59, 75, 74, 68, 69, 70, 69, 73, 69, 75, 73, 74, 71, 69, 75, 71, 72, 75, 64, 75, 73, 75, 73, 69, 73, 75, 75, 73, 74, 73, 74, 52, 68, 73, 75, 73, 75, 74, 71, 72, 65, 74, 74, 72, 74, 59, 73, 75, 65, 59, 63, 70, 78, 74, 72, 74, 75, 74, 74, 73, 73, 69, 74, 70, 73, 75, 68, 75, 66, 69, 69, 69, 73, 73, 75, 69, 75, 73, 75, 74, 70, 68, 73, 74, 70, 61, 73, 73, 73, 74, 52, 75, 66, 73, 74, 74, 74, 73, 73, 75, 73, 65, 73, 74, 73, 58, 67, 75, 70, 73, 75, 73, 75, 67, 74, 73, 71, 70, 69, 70, 73, 70, 73, 74, 74, 52, 59, 70, 75, 68, 73, 72, 75, 59, 59, 59, 74, 73, 68, 73, 75, 59, 75, 68, 63, 64, 52, 75, 59, 75, 70, 69, 52, 73, 71, 66, 74, 73, 75, 76, 69, 71, 70, 71, 75, 59, 70, 73, 68, 71, 73, 73, 68, 73, 75, 73, 73, 73, 75, 73, 74, 75, 74, 74, 74, 74, 74, 73, 69, 59, 73, 68, 68, 75, 59, 73, 74, 73, 69, 59, 71, 73, 59, 75, 52, 69, 73, 72, 73, 73, 75, 65, 59, 74, 73, 74, 75, 74, 73, 69, 78, 68, 74, 74, 75, 73, 59, 75, 74, 73, 74, 68, 72, 74, 75, 75, 75, 75, 73, 68, 73, 52, 73, 74, 69, 74, 75, 59, 73, 59, 59, 74, 75, 73, 68, 69, 73, 75, 75, 69, 75, 74, 74, 59, 72, 75, 73, 52, 68, 73, 74, 75, 63, 73, 70, 72, 70, 75, 72, 64, 74, 69, 75, 78, 69, 69, 74]
BP_S_dec [137, 136, 136, 115, 121, 136, 117, 117, 144, 137, 118, 118, 136, 116, 124, 136, 126, 118, 127, 117, 139, 124, 117, 136, 119, 129, 111, 118, 135, 132, 131, 116, 126, 113, 127, 118, 136, 120, 124, 131, 112, 136, 124, 117, 113, 117, 119, 136, 138, 128, 116, 117, 117, 122, 118, 117, 141, 117, 118, 118, 134, 117, 121, 113, 116, 137, 118, 122, 116, 117, 116, 114, 136, 121, 116, 124, 115, 124, 119, 122, 118, 119, 118, 136, 118, 135, 118, 137, 119, 112, 131, 129, 118, 118, 118, 117, 118, 117, 117, 128, 125, 136, 124, 96, 118, 124, 117, 136, 125, 113, 121, 137, 123, 125, 113, 121, 136, 119, 119, 126, 113, 137, 118, 117, 133, 136, 116, 124, 120, 134, 126, 119, 138, 134, 118, 136, 118, 116, 117, 118, 117, 118, 118, 119, 127, 136, 117, 118, 117, 127, 122, 127, 132, 126, 117, 96, 118, 138, 117, 126, 137, 134, 138, 124, 114, 133, 136, 137, 117, 117, 121, 119, 136, 126, 124, 112, 117, 136, 116, 115, 119, 126, 113, 136, 128, 117, 134, 118, 117, 122, 117, 114, 118, 117, 117, 119, 117, 136, 118, 118, 117, 125, 126, 117, 121, 122, 112, 134, 114, 127, 122, 121, 118, 126, 118, 119, 110, 119, 123, 128, 116, 122, 136, 118, 117, 124, 119, 119, 136, 136, 128, 113, 112, 117, 118, 114, 116, 136, 137, 134, 113, 136, 118, 117, 118, 136, 118, 139, 133, 119, 109, 126, 116, 118, 121, 118, 112, 116, 136, 119, 118, 131, 113, 127, 137, 116, 139, 119, 121, 124, 122, 118, 118, 136, 115, 137, 110, 136, 118, 116, 126, 117, 124, 138, 116, 113, 129, 136, 113, 126, 127, 137, 121, 124, 133, 113, 138, 117, 137, 117, 114, 129, 136, 139, 118, 117, 113, 123, 113, 117, 139, 119, 116, 136, 116, 136, 134, 122, 125, 119, 135, 96, 117, 121, 116, 137, 116, 117, 118, 117, 135, 136, 116, 116, 111, 118, 122, 117, 113, 121, 117, 135, 136, 137, 119, 110, 136, 118, 136, 126, 118, 119, 118, 116, 121, 119, 128, 116, 117, 126, 137, 130, 134, 114, 137, 137, 118, 125, 119, 121, 136, 129, 136, 136, 117, 127, 131, 122, 136, 132, 118, 118, 116, 118, 137, 117, 119, 128, 118, 113, 134, 126, 110, 116, 117, 110, 125, 119, 118, 113, 137, 118, 117, 117, 122, 118, 137, 115, 132, 137, 135, 119, 117, 136, 136, 125, 126, 122, 118, 112, 113, 113, 118, 119, 118, 116, 127, 115, 126, 119, 121, 113, 118, 136, 114, 118, 138, 114, 119, 117, 119, 136, 117, 115, 115, 134, 132, 118, 137, 118, 118, 117, 117, 119, 136, 136, 125, 118, 119, 113, 124, 136, 136, 126, 118, 136, 116, 126, 114, 119, 113, 120, 117, 117, 118, 119, 119, 124, 121, 118, 126, 118, 118, 127, 136, 119, 118, 118, 113, 117, 118, 124, 117, 133, 118, 119, 139, 114, 114, 118, 116, 117, 116, 117, 118, 136, 117, 126, 117, 117, 136, 129, 137, 136, 137, 96, 125, 134, 129, 119, 112, 118, 122, 112, 119, 116, 124, 118, 121, 117, 137, 137, 137, 131, 120, 120, 124, 129, 117, 117, 123, 117, 122, 137, 119, 125, 136, 134, 117, 121, 102, 126, 123, 117, 129, 138, 118, 131, 117, 118, 116, 113, 118, 118, 127, 117, 129, 134, 117, 119, 118, 132, 139, 125, 118, 136, 116, 118, 132, 116, 119, 127, 113, 113, 112, 126, 127, 117, 117, 117, 138, 136, 126, 118, 123, 118, 126, 117, 136, 136, 139, 134, 118, 136, 119, 116, 136, 122, 136, 96, 112, 136, 118, 136, 119, 110, 124, 136, 115, 126, 131, 116, 119, 117, 118, 121, 113, 125, 113, 137, 136, 114, 121, 136, 114, 119, 116, 117, 119, 136, 116, 117, 114, 118, 119, 126, 118, 117, 116, 134, 122, 134, 134, 118, 136, 117, 139, 136, 118, 136, 119, 125, 117, 110, 136, 122, 125, 137, 117, 141, 124, 119, 118, 134, 117, 137, 128, 136, 134, 119, 116, 112, 134, 113, 131, 129, 136, 116, 114, 136, 119, 136, 118, 116, 119, 127, 136, 126, 119, 113, 118, 138, 118, 117, 114, 116, 139, 117, 119, 114, 112, 137, 136, 116, 136, 137, 117, 117, 129, 118, 124, 119, 118, 137, 124, 118, 134, 125, 136, 118, 118, 119, 138, 137, 118, 129, 117, 96, 114, 125, 118, 121, 118, 116, 111, 126, 112, 118, 127, 124, 124, 126]
  • 28회 + 100회 측정 데이터
====Y 값====

BP_D_Y_dec [74, 74, 65, 77, 69, 69, 79, 69, 69, 88, 61, 64, 69, 73, 90, 71, 70, 72, 80, 72, 74, 73, 75, 77, 76, 73, 59, 78, 59, 70, 73, 74, 78, 72, 75, 71, 72, 70, 72, 69, 70, 66, 69, 73, 77, 65, 73, 70, 62, 78, 70, 76, 70, 74, 70, 72, 86, 76, 73, 78, 68, 74, 74, 65, 88, 61, 59, 76, 62, 65, 70, 71, 72, 62, 75, 72, 72, 81, 67, 63, 70, 68, 77, 78, 77, 74, 70, 72, 69, 63, 69, 74, 72, 66, 88, 65, 62, 77, 72, 86, 68, 74, 71, 73, 69, 70, 65, 59, 51, 70, 70, 61, 67, 77, 73, 77, 73, 69, 75, 59, 71, 61, 66, 78, 75, 61, 76, 75, 73, 61, 75, 70, 61, 76, 71, 64, 74, 68, 77, 78, 69, 70, 74, 72, 69, 76, 74, 59, 88, 73, 70, 70, 63, 67, 73, 71, 68, 74, 78, 71, 69, 73, 51, 73, 70, 76, 92, 68, 76, 81, 72, 64, 71, 77, 74, 75, 71, 75, 68, 70, 75, 66, 75, 70, 72, 75, 83, 76, 74, 81, 75, 76, 71, 72, 80, 74, 74, 63, 70, 72, 75, 69, 78, 69, 71, 67, 70, 74, 72, 70, 71, 76, 61, 61, 76, 53, 76, 70, 67, 75, 68, 67, 66, 74, 72, 65, 69, 65, 72, 77, 73, 40, 51, 73, 63, 76, 65, 69, 68, 71, 78, 70, 73, 52, 72, 66, 70, 88, 61, 64, 74, 78, 73, 71, 53, 73, 74, 67, 72, 71, 65, 63, 73, 59, 73, 69, 68, 69, 73, 74, 59, 78, 71, 66, 74, 64, 71, 59, 88, 69, 74, 61, 65, 40, 67, 53, 71, 86, 76, 53, 70, 71, 65, 70, 72, 59, 68, 76, 71, 68, 76, 59, 85, 61, 65, 59, 59, 74, 53, 68, 69, 69, 76, 73, 59, 71, 78, 73, 73, 80, 63, 74, 71, 69, 67, 76, 73, 74, 65, 81, 69, 70, 74, 68, 61, 73, 73, 71, 88, 68, 73, 81, 73, 69, 70, 75, 81, 73, 76, 73, 71, 75, 63, 73, 63, 75, 65, 69, 81, 73, 65, 69, 72, 62, 73, 80, 69, 75, 69, 70, 59, 72, 69, 74, 68, 73, 70, 40, 67, 72, 72, 61, 51, 75, 68, 73, 75, 72, 73, 69, 73, 67, 70, 63, 72, 69, 70, 72, 74, 66, 68, 71, 64, 70, 73, 66, 70, 70, 59, 72, 76, 69, 74, 73, 75, 61, 70, 61, 69, 74, 77, 70, 71, 69, 70, 71, 78, 76, 74, 70, 70, 78, 67, 73, 69, 70, 72, 66, 69, 64, 86, 73, 77, 61, 76, 74, 74, 72, 68, 64, 66, 72, 76, 71, 75, 59, 69, 74, 67, 67, 85, 74, 71, 73, 90, 73, 70, 73, 70, 68, 88, 72, 81, 81, 59, 67, 73, 71, 73, 74, 70, 72, 69, 59, 88, 69, 78, 67, 73, 69, 63, 67, 69, 76, 74, 74, 76, 72, 75, 77, 68, 40, 69, 74, 66, 70, 62, 85, 76, 74, 75, 88, 73, 80, 73, 81, 72, 73, 71, 70, 67, 78, 74, 70, 59, 69, 61, 76, 67, 63, 88, 59, 71, 66, 70, 72, 67, 64, 59, 70, 61, 74, 88, 70, 61, 51, 59, 65, 73, 73, 74, 71, 63, 73, 76, 71, 72, 72, 72, 76, 73, 83, 63, 78, 73, 59, 76, 69, 74, 74, 72, 72, 71, 63, 72, 61, 70, 70, 73, 69, 70, 70, 68, 72, 70, 59, 61, 51, 76, 67, 70, 74, 59, 61, 73, 75, 63, 75, 68, 71, 74, 76, 72, 70, 72, 73, 74, 78, 76, 75, 78, 74, 74, 61, 73, 61, 88, 74, 76, 71, 85, 74, 80, 75, 73, 75, 59, 79, 73, 69, 70, 74, 71, 69, 76, 71, 68, 74, 72, 78, 78, 76, 63, 77, 77, 53, 61, 70, 72, 67, 69, 74, 67, 65, 73, 70, 88, 61, 73, 65, 65, 75, 75, 67, 68, 70, 78, 69, 69, 72, 72, 65, 81, 71, 74, 72, 70, 59, 72, 67, 69, 75, 68, 61, 76, 74, 71, 63, 74, 73, 75, 74, 53, 72, 78, 73, 65, 59, 71, 76, 72, 72, 74, 72, 70, 75, 75, 73, 71, 73, 65, 77, 75, 75, 40, 81, 78, 76, 72, 71, 75, 63, 70, 76, 70, 65, 85, 59, 73, 66, 71, 73, 66, 72, 75, 73, 69, 71, 74, 59, 74, 76, 71, 70, 73, 79, 71, 73, 65, 78, 61, 71, 76, 67, 71, 72, 69, 67, 69, 69, 74, 74, 75, 76, 66, 78, 52, 65, 70, 59, 73, 70, 72, 70, 71, 59, 74, 77, 75, 74, 69, 71, 71, 77, 62, 73, 51, 74, 71, 63, 67, 69, 77, 66, 53, 74, 63, 40, 69, 92, 72, 70, 75, 69, 78, 71, 70, 72, 71, 74, 78, 73, 63, 72, 76, 74, 78, 71, 70, 72, 75, 62, 73, 78, 73, 65, 61, 61, 69, 59, 69, 72, 66, 70, 69, 74, 76, 62, 76, 66, 71, 64, 70, 73, 59, 73, 40, 74, 76, 70, 73, 70, 74, 72, 66, 65, 76, 67, 79, 61, 74, 85, 74, 69, 70, 77, 74, 73, 78, 59, 83, 69, 52, 66, 70, 71, 71, 70, 70, 77, 72, 66, 77, 63, 65, 74, 61, 73, 67, 88, 78, 59, 72, 70, 73, 69, 68, 76, 68, 78, 76, 69, 67, 67, 67, 70, 40, 75, 67, 75, 72, 67, 72, 76, 73, 74, 92, 65, 85, 73, 75, 74, 75, 75, 59, 67, 51, 73, 74, 85, 63, 71, 71, 68, 69, 61]
BP_S_Y_dec [128, 124, 118, 133, 112, 114, 126, 124, 129, 142, 142, 111, 118, 121, 124, 115, 117, 116, 122, 117, 134, 116, 115, 133, 123, 121, 135, 121, 135, 110, 107, 116, 116, 121, 119, 115, 121, 117, 141, 118, 118, 131, 118, 125, 120, 136, 126, 118, 129, 126, 131, 118, 117, 116, 131, 108, 119, 115, 115, 134, 125, 116, 116, 128, 113, 102, 132, 123, 129, 132, 110, 126, 117, 129, 115, 141, 117, 133, 110, 96, 113, 125, 133, 121, 133, 122, 117, 141, 129, 101, 114, 122, 108, 131, 113, 132, 129, 120, 133, 119, 125, 122, 135, 107, 129, 118, 128, 114, 136, 125, 108, 137, 132, 120, 126, 114, 112, 118, 118, 135, 115, 137, 131, 134, 119, 137, 115, 119, 112, 142, 119, 131, 137, 117, 117, 108, 116, 125, 120, 126, 118, 125, 112, 121, 124, 117, 134, 132, 142, 116, 131, 117, 101, 132, 107, 126, 125, 119, 134, 115, 114, 126, 136, 114, 118, 123, 132, 117, 125, 133, 121, 111, 130, 120, 116, 115, 130, 132, 127, 117, 115, 131, 115, 110, 141, 119, 134, 123, 124, 133, 115, 117, 115, 117, 122, 112, 116, 96, 131, 116, 127, 119, 121, 129, 123, 109, 111, 124, 121, 125, 113, 119, 142, 142, 118, 124, 115, 98, 110, 132, 127, 110, 131, 124, 121, 136, 129, 132, 116, 114, 119, 140, 136, 121, 101, 120, 136, 129, 127, 127, 121, 113, 121, 146, 117, 121, 117, 142, 137, 108, 124, 134, 119, 115, 124, 121, 128, 132, 116, 127, 132, 105, 115, 138, 121, 114, 136, 118, 126, 128, 114, 121, 130, 131, 116, 111, 115, 135, 113, 118, 116, 142, 118, 140, 110, 124, 135, 119, 119, 124, 118, 127, 128, 118, 116, 132, 117, 123, 135, 125, 119, 114, 124, 137, 132, 135, 132, 122, 124, 127, 118, 112, 117, 118, 138, 127, 121, 121, 107, 122, 105, 124, 135, 118, 110, 119, 126, 119, 118, 128, 124, 111, 116, 125, 102, 112, 121, 115, 113, 127, 121, 128, 119, 110, 125, 115, 133, 116, 119, 118, 113, 115, 105, 112, 96, 132, 132, 118, 133, 121, 132, 129, 108, 129, 118, 122, 124, 132, 119, 118, 132, 141, 129, 134, 125, 112, 117, 140, 132, 117, 121, 137, 136, 115, 127, 107, 119, 121, 126, 119, 112, 109, 98, 96, 141, 118, 118, 133, 124, 121, 127, 127, 108, 110, 125, 121, 98, 123, 114, 133, 119, 129, 122, 121, 115, 142, 110, 102, 118, 122, 133, 98, 135, 110, 125, 115, 116, 125, 134, 118, 125, 126, 110, 118, 124, 113, 108, 121, 114, 108, 119, 125, 133, 102, 119, 122, 122, 133, 127, 111, 131, 121, 115, 130, 115, 132, 118, 116, 110, 110, 124, 128, 126, 125, 124, 118, 123, 119, 111, 127, 142, 121, 133, 133, 138, 109, 107, 127, 119, 116, 123, 108, 119, 114, 142, 124, 134, 110, 116, 118, 105, 110, 118, 125, 122, 112, 115, 117, 127, 120, 127, 140, 119, 122, 121, 118, 129, 124, 118, 134, 127, 142, 119, 122, 119, 128, 108, 126, 123, 125, 110, 134, 128, 118, 114, 118, 102, 120, 109, 101, 142, 114, 135, 121, 118, 108, 110, 111, 135, 123, 142, 119, 113, 123, 137, 136, 138, 132, 114, 107, 119, 115, 105, 116, 115, 123, 116, 116, 117, 117, 107, 134, 96, 116, 115, 132, 118, 110, 119, 122, 141, 121, 127, 96, 133, 137, 117, 110, 107, 124, 125, 98, 127, 121, 117, 132, 102, 136, 123, 132, 113, 116, 138, 137, 115, 118, 105, 127, 117, 127, 119, 120, 108, 108, 121, 107, 116, 134, 117, 119, 116, 128, 116, 142, 121, 137, 113, 112, 118, 113, 124, 122, 122, 115, 118, 127, 138, 126, 116, 124, 123, 111, 126, 124, 118, 135, 136, 122, 133, 121, 121, 115, 96, 114, 133, 124, 142, 123, 141, 110, 124, 128, 110, 118, 118, 118, 113, 142, 116, 136, 136, 115, 119, 109, 125, 110, 116, 129, 119, 116, 116, 136, 128, 113, 128, 121, 113, 132, 108, 110, 110, 119, 117, 102, 118, 111, 130, 105, 116, 121, 119, 119, 124, 121, 134, 115, 132, 114, 126, 125, 108, 117, 122, 117, 117, 118, 119, 126, 118, 121, 132, 133, 132, 127, 140, 128, 134, 123, 108, 115, 119, 96, 111, 125, 125, 118, 124, 135, 118, 131, 115, 121, 131, 116, 115, 125, 112, 115, 122, 138, 116, 125, 117, 118, 112, 126, 127, 107, 136, 121, 102, 135, 123, 109, 118, 121, 114, 132, 124, 129, 134, 122, 118, 119, 121, 134, 146, 128, 117, 132, 107, 125, 108, 113, 135, 135, 111, 133, 132, 112, 118, 115, 115, 114, 129, 121, 136, 119, 126, 101, 132, 118, 114, 121, 124, 112, 96, 140, 114, 132, 117, 113, 118, 119, 134, 135, 117, 117, 115, 128, 116, 118, 101, 141, 119, 122, 134, 127, 117, 108, 127, 129, 119, 116, 115, 132, 137, 102, 114, 135, 129, 133, 131, 118, 124, 122, 118, 129, 120, 121, 113, 111, 131, 119, 138, 121, 140, 119, 118, 98, 112, 118, 128, 117, 121, 132, 115, 110, 126, 142, 122, 124, 116, 124, 108, 114, 111, 119, 121, 138, 134, 114, 146, 121, 111, 123, 126, 110, 123, 133, 121, 121, 114, 96, 118, 116, 142, 126, 110, 113, 116, 132, 121, 108, 112, 129, 117, 115, 136, 121, 125, 118, 110, 109, 132, 117, 140, 132, 110, 119, 133, 132, 116, 120, 107, 116, 132, 118, 124, 107, 118, 116, 115, 115, 132, 132, 136, 112, 124, 124, 105, 115, 135, 136, 112, 102]

====predict 값====

BP_D_dec [73, 75, 75, 74, 73, 70, 73, 69, 73, 88, 59, 64, 73, 73, 92, 73, 75, 72, 79, 74, 73, 75, 74, 74, 67, 74, 59, 73, 59, 70, 73, 69, 73, 74, 59, 72, 74, 70, 75, 73, 74, 75, 73, 73, 77, 65, 73, 73, 65, 78, 73, 76, 69, 73, 73, 73, 73, 73, 72, 73, 74, 73, 73, 65, , 73, 75]
BP_S_dec [129, 127, 118, 124, 119, 113, 118, 124, 118, 142, 136, 96, 118, 119, 132, 117, 117, 116, 122, 117, 129, 119, 127, 134, 117, 126, 138, 119, 138, 110, 107, 117, 119, 127, 136, 117, 119, 114, 118, 118, 118, 119, 118, 124, 120, 136, 129, 118, 128, 126, 131, 

c. 데이터별 정확도와 오차

  • 28회 측정 데이터

  • 100회 측정 데이터

  • 28회 + 100회 측정 데이터

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