Intelligent monitoring pipe detects and predicts 3D soil settlement

Researchers have developed an intelligent monitoring pipe that combines optical sensing with machine learning algorithms to monitor and predict 3D soil settlement. With more development, the system could help provide early warnings of risks from soil settlement, helping prevent pipeline displacement, accidents from building cracks, and even structure collapse.