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The Analytical Scientist / Issues / 2025 / July / Dual Spectroscopy System Boosts Real-Time Chemical Sensing
Spectroscopy

Dual Spectroscopy System Boosts Real-Time Chemical Sensing

Machine learning-enhanced system integrates SERS and UV–Vis for real-world sensing

By James Strachan 07/22/2025 4 min read

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Credit: Adobe Stock (Edited)

A new dual-spectroscopy approach promises real-time, molecular-level detection of hazardous chemicals in complex environments, according to researchers from the Hefei Institutes of Physical Science, Chinese Academy of Sciences.

The method – Surface Plasmon-Enhanced Dual Spectroscopy (SPEDS) – combines two complementary optical techniques: surface-enhanced Raman spectroscopy (SERS) and plasmon-mediated differential UV–Vis spectroscopy (P-DUS). Together, they enable rapid, high-sensitivity monitoring of target analytes, while maintaining the specificity required for accurate identification.

"SPEDS not only improves detection sensitivity but also significantly expands the scope of detectable substances," said Associate Professor Bao Haoming, who led the study, in a press release. “With the integration of machine learning algorithms, we achieved over 98 percent accuracy in both chemical quantification and identification – surpassing conventional single-mode detection technologies.”

The study addresses longstanding challenges in chemical sensing under real-world conditions, where interfering matrices and fluctuating analyte concentrations have limited the performance of traditional techniques. By synchronizing SERS and P-DUS data streams and applying support vector machine classifiers and multivariate regression models, the SPEDS platform demonstrated robust analyte recognition and quantification across a range of plasmonic substrates.

In field tests, the researchers used CuS-coated gold nanoarrays to detect mercury ions (Hg²⁺) in real water samples, successfully identifying and quantifying target species in real time. The technique showed strong reproducibility and adaptability across multiple plasmonic architectures, indicating broad utility in environmental and industrial applications.

According to the authors, SPEDS offers a promising pathway toward intelligent chemical sensing systems for use in environmental surveillance, public health, and industrial hazard mitigation. Future work will focus on optimizing the algorithmic framework and extending the system’s capability to monitor multi-analyte mixtures.

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About the Author(s)

James Strachan

Over the course of my Biomedical Sciences degree it dawned on me that my goal of becoming a scientist didn’t quite mesh with my lack of affinity for lab work. Thinking on my decision to pursue biology rather than English at age 15 – despite an aptitude for the latter – I realized that science writing was a way to combine what I loved with what I was good at. From there I set out to gather as much freelancing experience as I could, spending 2 years developing scientific content for International Innovation, before completing an MSc in Science Communication. After gaining invaluable experience in supporting the communications efforts of CERN and IN-PART, I joined Texere – where I am focused on producing consistently engaging, cutting-edge and innovative content for our specialist audiences around the world.

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