Online sensor for monitoring a microalgal bioreactor system using support vector regression
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Oil content in A. protothecoides was monitored online by Raman spectroscopy directly in the fermentation vessel.
“For example, oil content in A. protothecoides was monitored online by Raman spectroscopy, directly in the fermentation vessel (Nadadoor et al., 2012).”
From Perspectives of fluorescence spectroscopy for online monitoring in microalgae industry (2022) · cites this paper as Nadadoor et al., 2012
Cites
Shaw, A. D., Kaderbhai, N., Jones, A., Woodward, A. M., Goodacre, R., Rowland, J. J., & Kell, D. B. (1999) · Applied Spectroscopy · doi:10.1366/0003702991945777 · Cited by 84 · see citing works
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On-Line Monitoring of Large Cultivations of Microalgae and Cyanobacteria
Havlik, I., Lindner, P., Scheper, T., & Reardon, K. F. (2013) · Trends in Biotechnology · doi:10.1016/j.tibtech.2013.04.005 · Cited by 131 · see citing works
De la Hoz Siegler, H., Ayidzoe, W., Ben-Zvi, A., Burrell, R. E., & McCaffrey, W. C. (2012) · Algal Research · doi:10.1016/j.algal.2012.07.004 · Cited by 57 · see citing works
Self-citationPodevin, M., Fotidis, I. A., & Angelidaki, I. (2018) · Critical Reviews in Biotechnology · doi:10.1080/07388551.2017.1398132 · Cited by 34 · see citing works
Perspectives of fluorescence spectroscopy for online monitoring in microalgae industry
Sá, M., Ferrer‐Ledo, N., Gao, F., Bertinetto, C. G., Jansen, J., Crespo, J. G., Wijffels, R. H., Barbosa, M., & Galinha, C. F. (2022) · Microbial Biotechnology · doi:10.1111/1751-7915.14013 · Cited by 29 · see citing works
Mishra, A., Aghaee, M., Tamer, I. M., & Budman, H. (2025) · Spectroscopy Journal · doi:10.3390/spectroscj3020012 · Cited by 19 · see citing works
- Authors
- Nadadoor, V. R., De la Hoz Siegler, H., Shah, S. L., McCaffrey, W. C., & Ben-Zvi, A.
- Affiliations
- University of Alberta (CA)
- Corresponding author
- Shah, Sirish L.
- Venue
- Chemometrics and Intelligent Laboratory Systems
- Publisher
- Elsevier BV
- Published
- 2012-01
- Volume
- 110
- Issue
- 1
- Pages
- 38-48
- ISSN
- 0169-7439 (ISSN-L)
- OpenAlex
- W2079021774
- Cited by
- 51
- References
- 1
- Citations by year
- 2026: 6 · 2025: 5 · 2024: 1 · 2023: 3 · 2022: 4 · 2021: 1 · 2020: 3 · 2019: 2 · 2018: 2 · 2017: 1 · 2016: 6 · 2015: 3 · 2014: 4 · 2013: 7 · 2012: 3
- FWCI
- 4.39
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Chemometrics and Intelligent Laboratory Systems (publishedVersion)
- 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
- microalgal bioreactors, real-time process monitoring, Raman spectroscopy, support vector regression, heterotrophic microalgae, bio-oil production, Savitzky-Golay filter, baseline correction, standard normal variate transformation, glucose concentration, biomass concentration, oil content, real-time monitoring
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
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