Part 1: Detection Theory

Chapter 4: Sequential Detection and CFAR

Intermediate~180 min

Learning Objectives

  • Formulate and analyze Wald's sequential probability ratio test (SPRT), including threshold design in terms of target error probabilities
  • Use Wald's identity to compute the average sample number (ASN) of the SPRT and understand its optimality
  • Design CUSUM detectors for change-point problems and characterize their performance via ARL0 and ARL1
  • Construct cell-averaging, ordered-statistic, and greatest-of CFAR detectors, and choose threshold multipliers for a target false-alarm rate
  • Apply sequential and CFAR techniques to wireless problems: early stopping in iterative decoding, handover triggering, radar target detection, and spectrum sensing

Sections

Prerequisites

💬 Discussion

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