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Remote Americium Detection Using an Optical Sensor: A D-Optimal Strategy for Efficient PLS-Based Modeling.

Luke R Sadergaski1, Jeffrey D Einkauf1, Jennifer M Pyles2

  • 1Oak Ridge National Laboratory, Oak Ridge, TN 37830, USA.

Sensors (Basel, Switzerland)
|November 27, 2025
PubMed
Summary
This summary is machine-generated.

A new fiber-optic spectroscopy system enables real-time monitoring of americium (Am(III)) and nitric acid (HNO3) in nuclear solutions. This noninvasive sensor uses a surrogate element, neodymium (Nd(III)), for effective process control and safety.

Keywords:
actinideamericiumchemometricsexperimental designoptical spectroscopy

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Area of Science:

  • Nuclear Chemistry and Engineering
  • Analytical Chemistry
  • Spectroscopy

Background:

  • Accurate monitoring of actinide solutions is crucial for nuclear process safety and control.
  • Traditional methods for analyzing actinide concentrations can be invasive and time-consuming.
  • Developing noninvasive, real-time monitoring techniques is essential for advanced nuclear applications.

Purpose of the Study:

  • To demonstrate a fiber-optic spectroscopy system for remote quantification of Am(III) and HNO3.
  • To validate the use of neodymium (Nd(III)) as an optical surrogate for Am(III) in process monitoring.
  • To establish a flexible calibration strategy using D-optimal design for multivariate models.

Main Methods:

  • Development of a fiber-optic visible-near-infrared absorption spectroscopy system within a glove box.
  • Application of partial least squares regression (PLSR) models (PLS1 and PLS2) for quantification.
  • Utilized a D-optimal design, initially developed for Nd(III), extended to an Am(III) system.

Main Results:

  • The system successfully quantified Am(III) (0-500 µM) and HNO3 (0.1-9 M) with high accuracy.
  • Nd(III) demonstrated strong spectral similarities to Am(III), validating its role as an effective optical surrogate.
  • PLS1 models for Am(III) and HNO3 showed superior performance over PLS2, even with interfering U(VI) presence.

Conclusions:

  • The demonstrated fiber-optic spectroscopy system offers a noninvasive, real-time solution for monitoring actinide process solutions.
  • The D-optimal design approach is effective for minimizing sample size while maintaining robust model performance.
  • This technology provides a flexible, scalable, and safe approach for process monitoring in nuclear applications.