We develop methods for detecting and localizing vapor-emitting sources
using chemical sensor arrays. Potential applications of these methods
include detection of explosives or drugs, sensing leakage of hazardou
s chemicals or pollution, and studying the environment. We describe th
e pertinent physical models, develop estimation and detection algorith
ms, and derive performance bounds. The algorithms are tested numerical
ly and compared with the theoretical pounds.