Wearable and portable smart actuation device for dvt risk mitigation: deep vein thrombosis prevention device (dvt-pd)

A deep vein thrombosis prevention device comprising:

• graduated compression stockings that apply varying amounts of compression to different parts of a user's leg, with greatest pressure at an ankle and lowest pressure at a top of the graduated compression stockings, wherein a pressure gradient encourages that blood to flow upwards towards a user's heart;
• and
• a control system that works with a machine learning model to sense the user's dynamic or static movements, and upon receiving data from a sensor in the stockings, the machine learning model classifies, manages, directs, and regulates signals and, together with the control system, directs the stockings to apply the varying amounts of compression.