Abstract: AI Sensor Interfaces form the foundational bridge between the real world and intelligent computational systems. This expanded white paper provides a detailed IEEE-style analysis of sensor interface design, signal conditioning, analog–digital conversion, transport protocols, smart sensor architectures, and edge-AI systems. Additional sections include deeper modeling detail, architecture diagrams (described), and expanded discussion on system-level integration challenges. All emoji and non-ASCII symbols from the source document have been removed intentionally.
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