Homec4science
Diffusion solarPV (Dan_master_thesis) Browse

solarPV_identification/CNN/models/model_architecture_wce(1,5).json
035f8d3132e6Dan_master_thesis

Last Change
Raw File

model_architecture_wce(1,5).json
View Options

{
"class_name": "Model",
"config": {
"name": "model_1",
"layers": [
{
"name": "input_1",
"class_name": "InputLayer",
"config": {
"batch_input_shape": [
null,
250,
250,
3
],
"dtype": "float32",
"sparse": false,
"name": "input_1"
},
"inbound_nodes": []
},
{
"name": "zero_padding2d_1",
"class_name": "ZeroPadding2D",
"config": {
"name": "zero_padding2d_1",
"trainable": true,
"batch_input_shape": [
null,
250,
250,
3
],
"dtype": "float32",
"padding": [
[
3,
3
],
[
3,
3
]
],
"data_format": "channels_last"
},
"inbound_nodes": [
[
[
"input_1",
0,
0,
[]
]
]
]
},
{
"name": "conv2d_1",
"class_name": "Conv2D",
"config": {
"name": "conv2d_1",
"trainable": true,
"filters": 32,
"kernel_size": [
3,
3
],
"strides": [
1,
1
],
"padding": "same",
"data_format": "channels_last",
"dilation_rate": [
1,
1
],
"activation": "relu",
"use_bias": true,
"kernel_initializer": {
"class_name": "VarianceScaling",
"config": {
"scale": 1,
"mode": "fan_avg",
"distribution": "uniform",
"seed": null
}
},
"bias_initializer": {
"class_name": "Zeros",
"config": []
},
"kernel_regularizer": null,
"bias_regularizer": null,
"activity_regularizer": null,
"kernel_constraint": null,
"bias_constraint": null
},
"inbound_nodes": [
[
[
"zero_padding2d_1",
0,
0,
[]
]
]
]
},
{
"name": "dropout_1",
"class_name": "Dropout",
"config": {
"name": "dropout_1",
"trainable": true,
"rate": 0.2,
"noise_shape": null,
"seed": null
},
"inbound_nodes": [
[
[
"conv2d_1",
0,
0,
[]
]
]
]
},
{
"name": "conv2d_2",
"class_name": "Conv2D",
"config": {
"name": "conv2d_2",
"trainable": true,
"filters": 32,
"kernel_size": [
3,
3
],
"strides": [
1,
1
],
"padding": "same",
"data_format": "channels_last",
"dilation_rate": [
1,
1
],
"activation": "relu",
"use_bias": true,
"kernel_initializer": {
"class_name": "VarianceScaling",
"config": {
"scale": 1,
"mode": "fan_avg",
"distribution": "uniform",
"seed": null
}
},
"bias_initializer": {
"class_name": "Zeros",
"config": []
},
"kernel_regularizer": null,
"bias_regularizer": null,
"activity_regularizer": null,
"kernel_constraint": null,
"bias_constraint": null
},
"inbound_nodes": [
[
[
"dropout_1",
0,
0,
[]
]
]
]
},
{
"name": "max_pooling2d_1",
"class_name": "MaxPooling2D",
"config": {
"name": "max_pooling2d_1",
"trainable": true,
"pool_size": [
2,
2
],
"padding": "same",
"strides": [
2,
2
],
"data_format": "channels_last"
},
"inbound_nodes": [
[
[
"conv2d_2",
0,
0,
[]
]
]
]
},
{
"name": "conv2d_3",
"class_name": "Conv2D",
"config": {
"name": "conv2d_3",
"trainable": true,
"filters": 64,
"kernel_size": [
3,
3
],
"strides": [
1,
1
],
"padding": "same",
"data_format": "channels_last",
"dilation_rate": [
1,
1
],
"activation": "relu",
"use_bias": true,
"kernel_initializer": {
"class_name": "VarianceScaling",
"config": {
"scale": 1,
"mode": "fan_avg",
"distribution": "uniform",
"seed": null
}
},
"bias_initializer": {
"class_name": "Zeros",
"config": []
},
"kernel_regularizer": null,
"bias_regularizer": null,
"activity_regularizer": null,
"kernel_constraint": null,
"bias_constraint": null
},
"inbound_nodes": [
[
[
"max_pooling2d_1",
0,
0,
[]
]
]
]
},
{
"name": "dropout_2",
"class_name": "Dropout",
"config": {
"name": "dropout_2",
"trainable": true,
"rate": 0.2,
"noise_shape": null,
"seed": null
},
"inbound_nodes": [
[
[
"conv2d_3",
0,
0,
[]
]
]
]
},
{
"name": "conv2d_4",
"class_name": "Conv2D",
"config": {
"name": "conv2d_4",
"trainable": true,
"filters": 64,
"kernel_size": [
3,
3
],
"strides": [
1,
1
],
"padding": "same",
"data_format": "channels_last",
"dilation_rate": [
1,
1
],
"activation": "relu",
"use_bias": true,
"kernel_initializer": {
"class_name": "VarianceScaling",
"config": {
"scale": 1,
"mode": "fan_avg",
"distribution": "uniform",
"seed": null
}
},
"bias_initializer": {
"class_name": "Zeros",
"config": []
},
"kernel_regularizer": null,
"bias_regularizer": null,
"activity_regularizer": null,
"kernel_constraint": null,
"bias_constraint": null
},
"inbound_nodes": [
[
[
"dropout_2",
0,
0,
[]
]
]
]
},
{
"name": "max_pooling2d_2",
"class_name": "MaxPooling2D",
"config": {
"name": "max_pooling2d_2",
"trainable": true,
"pool_size": [
2,
2
],
"padding": "same",
"strides": [
2,
2
],
"data_format": "channels_last"
},
"inbound_nodes": [
[
[
"conv2d_4",
0,
0,
[]
]
]
]
},
{
"name": "conv2d_5",
"class_name": "Conv2D",
"config": {
"name": "conv2d_5",
"trainable": true,
"filters": 128,
"kernel_size": [
3,
3
],
"strides": [
1,
1
],
"padding": "same",
"data_format": "channels_last",
"dilation_rate": [
1,
1
],
"activation": "relu",
"use_bias": true,
"kernel_initializer": {
"class_name": "VarianceScaling",
"config": {
"scale": 1,
"mode": "fan_avg",
"distribution": "uniform",
"seed": null
}
},
"bias_initializer": {
"class_name": "Zeros",
"config": []
},
"kernel_regularizer": null,
"bias_regularizer": null,
"activity_regularizer": null,
"kernel_constraint": null,
"bias_constraint": null
},
"inbound_nodes": [
[
[
"max_pooling2d_2",
0,
0,
[]
]
]
]
},
{
"name": "dropout_3",
"class_name": "Dropout",
"config": {
"name": "dropout_3",
"trainable": true,
"rate": 0.2,
"noise_shape": null,
"seed": null
},
"inbound_nodes": [
[
[
"conv2d_5",
0,
0,
[]
]
]
]
},
{
"name": "conv2d_6",
"class_name": "Conv2D",
"config": {
"name": "conv2d_6",
"trainable": true,
"filters": 128,
"kernel_size": [
3,
3
],
"strides": [
1,
1
],
"padding": "same",
"data_format": "channels_last",
"dilation_rate": [
1,
1
],
"activation": "relu",
"use_bias": true,
"kernel_initializer": {
"class_name": "VarianceScaling",
"config": {
"scale": 1,
"mode": "fan_avg",
"distribution": "uniform",
"seed": null
}
},
"bias_initializer": {
"class_name": "Zeros",
"config": []
},
"kernel_regularizer": null,
"bias_regularizer": null,
"activity_regularizer": null,
"kernel_constraint": null,
"bias_constraint": null
},
"inbound_nodes": [
[
[
"dropout_3",
0,
0,
[]
]
]
]
},
{
"name": "up_sampling2d_1",
"class_name": "UpSampling2D",
"config": {
"name": "up_sampling2d_1",
"trainable": true,
"size": [
2,
2
],
"data_format": "channels_last",
"interpolation": "nearest"
},
"inbound_nodes": [
[
[
"conv2d_6",
0,
0,
[]
]
]
]
},
{
"name": "concatenate_1",
"class_name": "Concatenate",
"config": {
"name": "concatenate_1",
"trainable": true,
"axis": 3
},
"inbound_nodes": [
[
[
"up_sampling2d_1",
0,
0,
[]
],
[
"conv2d_4",
0,
0,
[]
]
]
]
},
{
"name": "conv2d_7",
"class_name": "Conv2D",
"config": {
"name": "conv2d_7",
"trainable": true,
"filters": 64,
"kernel_size": [
3,
3
],
"strides": [
1,
1
],
"padding": "same",
"data_format": "channels_last",
"dilation_rate": [
1,
1
],
"activation": "relu",
"use_bias": true,
"kernel_initializer": {
"class_name": "VarianceScaling",
"config": {
"scale": 1,
"mode": "fan_avg",
"distribution": "uniform",
"seed": null
}
},
"bias_initializer": {
"class_name": "Zeros",
"config": []
},
"kernel_regularizer": null,
"bias_regularizer": null,
"activity_regularizer": null,
"kernel_constraint": null,
"bias_constraint": null
},
"inbound_nodes": [
[
[
"concatenate_1",
0,
0,
[]
]
]
]
},
{
"name": "dropout_4",
"class_name": "Dropout",
"config": {
"name": "dropout_4",
"trainable": true,
"rate": 0.2,
"noise_shape": null,
"seed": null
},
"inbound_nodes": [
[
[
"conv2d_7",
0,
0,
[]
]
]
]
},
{
"name": "conv2d_8",
"class_name": "Conv2D",
"config": {
"name": "conv2d_8",
"trainable": true,
"filters": 64,
"kernel_size": [
3,
3
],
"strides": [
1,
1
],
"padding": "same",
"data_format": "channels_last",
"dilation_rate": [
1,
1
],
"activation": "relu",
"use_bias": true,
"kernel_initializer": {
"class_name": "VarianceScaling",
"config": {
"scale": 1,
"mode": "fan_avg",
"distribution": "uniform",
"seed": null
}
},
"bias_initializer": {
"class_name": "Zeros",
"config": []
},
"kernel_regularizer": null,
"bias_regularizer": null,
"activity_regularizer": null,
"kernel_constraint": null,
"bias_constraint": null
},
"inbound_nodes": [
[
[
"dropout_4",
0,
0,
[]
]
]
]
},
{
"name": "up_sampling2d_2",
"class_name": "UpSampling2D",
"config": {
"name": "up_sampling2d_2",
"trainable": true,
"size": [
2,
2
],
"data_format": "channels_last",
"interpolation": "nearest"
},
"inbound_nodes": [
[
[
"conv2d_8",
0,
0,
[]
]
]
]
},
{
"name": "concatenate_2",
"class_name": "Concatenate",
"config": {
"name": "concatenate_2",
"trainable": true,
"axis": 3
},
"inbound_nodes": [
[
[
"up_sampling2d_2",
0,
0,
[]
],
[
"conv2d_2",
0,
0,
[]
]
]
]
},
{
"name": "conv2d_9",
"class_name": "Conv2D",
"config": {
"name": "conv2d_9",
"trainable": true,
"filters": 32,
"kernel_size": [
3,
3
],
"strides": [
1,
1
],
"padding": "same",
"data_format": "channels_last",
"dilation_rate": [
1,
1
],
"activation": "relu",
"use_bias": true,
"kernel_initializer": {
"class_name": "VarianceScaling",
"config": {
"scale": 1,
"mode": "fan_avg",
"distribution": "uniform",
"seed": null
}
},
"bias_initializer": {
"class_name": "Zeros",
"config": []
},
"kernel_regularizer": null,
"bias_regularizer": null,
"activity_regularizer": null,
"kernel_constraint": null,
"bias_constraint": null
},
"inbound_nodes": [
[
[
"concatenate_2",
0,
0,
[]
]
]
]
},
{
"name": "dropout_5",
"class_name": "Dropout",
"config": {
"name": "dropout_5",
"trainable": true,
"rate": 0.2,
"noise_shape": null,
"seed": null
},
"inbound_nodes": [
[
[
"conv2d_9",
0,
0,
[]
]
]
]
},
{
"name": "conv2d_10",
"class_name": "Conv2D",
"config": {
"name": "conv2d_10",
"trainable": true,
"filters": 32,
"kernel_size": [
3,
3
],
"strides": [
1,
1
],
"padding": "same",
"data_format": "channels_last",
"dilation_rate": [
1,
1
],
"activation": "relu",
"use_bias": true,
"kernel_initializer": {
"class_name": "VarianceScaling",
"config": {
"scale": 1,
"mode": "fan_avg",
"distribution": "uniform",
"seed": null
}
},
"bias_initializer": {
"class_name": "Zeros",
"config": []
},
"kernel_regularizer": null,
"bias_regularizer": null,
"activity_regularizer": null,
"kernel_constraint": null,
"bias_constraint": null
},
"inbound_nodes": [
[
[
"dropout_5",
0,
0,
[]
]
]
]
},
{
"name": "conv2d_11",
"class_name": "Conv2D",
"config": {
"name": "conv2d_11",
"trainable": true,
"filters": 2,
"kernel_size": [
1,
1
],
"strides": [
1,
1
],
"padding": "same",
"data_format": "channels_last",
"dilation_rate": [
1,
1
],
"activation": "relu",
"use_bias": true,
"kernel_initializer": {
"class_name": "VarianceScaling",
"config": {
"scale": 1,
"mode": "fan_avg",
"distribution": "uniform",
"seed": null
}
},
"bias_initializer": {
"class_name": "Zeros",
"config": []
},
"kernel_regularizer": null,
"bias_regularizer": null,
"activity_regularizer": null,
"kernel_constraint": null,
"bias_constraint": null
},
"inbound_nodes": [
[
[
"conv2d_10",
0,
0,
[]
]
]
]
},
{
"name": "cropping2d_1",
"class_name": "Cropping2D",
"config": {
"name": "cropping2d_1",
"trainable": true,
"cropping": [
[
3,
3
],
[
3,
3
]
],
"data_format": "channels_last"
},
"inbound_nodes": [
[
[
"conv2d_11",
0,
0,
[]
]
]
]
},
{
"name": "reshape_1",
"class_name": "Reshape",
"config": {
"name": "reshape_1",
"trainable": true,
"target_shape": [
62500,
2
]
},
"inbound_nodes": [
[
[
"cropping2d_1",
0,
0,
[]
]
]
]
},
{
"name": "activation_1",
"class_name": "Activation",
"config": {
"name": "activation_1",
"trainable": true,
"activation": "softmax"
},
"inbound_nodes": [
[
[
"reshape_1",
0,
0,
[]
]
]
]
}
],
"input_layers": [
[
"input_1",
0,
0
]
],
"output_layers": [
[
"activation_1",
0,
0
]
]
},
"keras_version": "2.2.4",
"backend": "tensorflow"
}
c4science · Help