Cited by 7Spectroscopy and Chemometric AnalysesSpectroscopy Techniques in Biomedical and Chemical ResearchWater Quality Monitoring and Analysis

Near-Infrared Spectroscopy for Growth Estimation of Spirulina platensis Cultures

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Malletzidou, Lamprini, Kyratzopoulou, Eleni, Kyzaki, Nikoletta, Nerantzis, Evangelos, Kazakis, Nikolaos A.·2024·Methods and Protocols

Abstract

The present study proposes the use of Near-Infrared (NIR) spectroscopy as a rapid method for estimating the growth of Spirulina platensis cultures, avoiding any sample manipulation or pretreatment. NIR spectroscopy in diffuse reflectance mode was used on culture volumes as received, with Principal Component Analysis (PCA) and Partial Least Squares (PLS) linear regression, for developing the calibration model in the wavelength range of 1000–2500 nm, in order to choose the appropriate wavelength to estimate the growth of the microalga. The local reflectance maximum at 1062.6 nm, connected with reduced water absorption and scattering effects by the microalga, was identified from PCA as the positive peak in the first loading plot, correlating diffuse reflectance with dilution levels. The calibration curve of diffuse reflectance at 1062.6 nm in response to dilution presented strong linearity, supported by a coefficient of determination (R2) of 0.995. Cross-validation of NIR spectra with a S. platensis culture confirmed the method’s reliability, showing that the growth follows an exponential pattern. The study shows that diffuse reflectance NIR spectroscopy can be used for the rapid monitoring of Spirulina platensis growth.

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  • Hemocytometer cell counting is restricted to smallscale operations due to its labor-intensive and timeconsuming methodology.

    “Although widely utilized, hemocytometer cell counting is restricted to smallscale operations due to its labor-intensive and timeconsuming methodology”

    From Quantitative Prediction of Spirulina platensis Biomass Using UV-Vis Spectrophotometry (2026) · cites this paper as Malletzidou et al., 2024

    The Introduction describes haemocytometer counting as manual and time-consuming, supporting the stated reason for its limitations. It does not say the method is restricted to small-scale operations; that is a stronger claim than the passage supports. (LLM, conf=0.86)

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  1. [41]Heegstra S. NIR Spectrometry for Monitoring of Nutritional Value of Algae an In-Depth Review of NIR Technology, Current Applications in the Algae Field and Their Relevence for Health-Care Diets Bachelor’s Thesis University of Groningen Groningen, The Netherlands 2019

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Authors
Malletzidou, L., Kyratzopoulou, E., Kyzaki, N., Nerantzis, E., & Kazakis, N. A.
Affiliations
Athena Research and Innovation Center In Information Communication & Knowledge Technologies (GR)
Corresponding author
Malletzidou, Lamprini
Venue
Methods and Protocols
Publisher
MDPI AG
Published
2024-11-03
Volume
7
Issue
6
Pages
91
ISSN
2409-9279 (ISSN-L)
OpenAlex
W4404070629
Cited by
6
References
66
Citations by year
2026: 1 · 2025: 5
FWCI
1.03
Type
journal article
Language
en
Open access
Locations
  • Methods and Protocols (publishedVersion, cc-by)
  • PubMed Central (publishedVersion, cc-by)
  • PubMed (publishedVersion)
  • DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
Funders
Athena—Research & Innovation Center in Information Communication & Knowledge Technologies
Topics
  • Physical Sciences › Chemistry › Analytical Chemistry › Spectroscopy and Chemometric Analyses
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Biophysics › Spectroscopy Techniques in Biomedical and Chemical Research
  • Physical Sciences › Environmental Science › Waste Management and Disposal › Water Quality Monitoring and Analysis
Keywords
Spirulina platensis, near-infrared spectroscopy, diffuse reflectance, calibration models, exponential growth, partial least squares regression, principal component analysis

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