With the continuous advancement of technology, artificial intelligence (AI) has become a key factor in improving the quality of life for the elderly. Surveys show that 92% of seniors prefer to spend their later years in their own homes. The involvement of AI not only ensures their safety but also maintains their independence. In the face of potential emergencies that elderly individuals may experience while home alone, such as falls, strokes, or heart attacks, AI offers effective solutions. In fall detection, AI algorithms have been trained on large datasets to enhance the accuracy in distinguishing between daily activities and actual falls, reducing...