One of the main selling points of this smart relay is how you program it. There are two primary methods:
Title: The Infrastructure Modernization and Digital Safety Act Sponsor: EZD (Placeholder) Session: Current Legislative Session ezd 311
While not rated for SIL (Safety Integrity Level) 3 levels, the EZD 311 works well for "personnel protection" in low-risk machinery, such as interlocking a guard door that stops a fan or a conveyor. One of the main selling points of this
Assuming you're working with images and using a pre-trained VGG16 model: Non-functional requirements:
from tensorflow.keras.applications import VGG16
from tensorflow.keras.preprocessing import image
from tensorflow.keras.applications.vgg16 import preprocess_input
# Load the model
model = VGG16(weights='imagenet', include_top=False, pooling='avg')
# Load your image
img_path = "path_to_your_image.jpg"
img = image.load_img(img_path, target_size=(224, 224))
x = image.img_to_array(img)
x = np.expand_dims(x, axis=0)
x = preprocess_input(x)
# Extract features
features = model.predict(x)
print(features.shape)