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1. Sensors generate measurements, not meaning. LiDAR, radar, and cameras output point clouds, pixels, and signal returns, but these are only raw measurements tied to time and space. To enable autonomy, this data must be synchronized, filtered, and converted into consistent spatial representations. Accurate calibration, low-latency processing, and robust handling of noise and occlusion are essential before any higher-level decision logic can exist. 2. Perception software trans

Site monitoring from the infrastructure, each zone has a unique task. What is Infrastructure Perception? Automation is no longer limited to brand new equipment or mobile robots. With the right perception layer, even existing and old machines can gain awareness of their surroundings and act more intelligently. Instead of mounting sensors on every asset, stationary lidar installations continuously observes an area in three dimensions. The perception software interprets this dat