Informative Path Planning

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Adaptive Sampling Algorithm for Rapid, Discrete Chemical Analysis Sensors: Metrics, Objectives and Performance Analyses

Utilize an extensive simulation enviroment to develop metrics for an adaptive sampling alrogithm that utilizes rapid discrete chemical composition sensors like portable X-ray fluorescence (pXRF) or Laser-Induced Breakdown Spectroscopy (LIBS) to find the next best sampling location.

Affilation: Carnegie Mellon University
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Autonomous In-Situ Soil Sampling Using a Ground-Based Robotic System

An adaptive sampling alrogithm to find the next best sampling location, and a system integration framework that enables the robotic platform to collect and analyze soil samples efficiently in unknown environments.

Affilation: Carnegie Mellon University