The DOI matches its Crossref record; 43 of the 44 references it cites were found in a registry or an index.
An accurate, precise, and affordable light emitting diode spectrophotometer for drinking water and other testing with limited resources
Open accessAbstract
Spectrophotometers are commonly used to measure the concentrations of a wide variety of analytes in drinking water and other matrixes; however, many laboratories with limited resources cannot afford to buy these very useful instruments. To meet this need, an accurate, precise, and affordable light emitting diode (LED) spectrophotometer was designed and built using best engineering practices and modern circuit design. The cost and performance of this LED spectrophotometer was compared against 4 common commercial spectrophotometers. More specifically, the performance of these spectrophotometers was evaluated from the upper limits of linear range, upper limits of operational range, calibration sensitivities, R2 values, precisions of standards, estimated limits of detection, and percent calibration check standard recoveries for the determinations of iron (Fe), manganese (Mn), and fluoride (F-) in drinking water. This evaluation was done in the United States (U.S.) and India. Our LED spectrophotometer costs $63 United States Dollars (USD) for parts. The 4 commercial spectrophotometers ranged in cost from $2,424 to $7,644 USD. There are no practical differences in the upper limits of linear range, upper limits of operational range, R2 values, precisions of standards, and estimated limits of detection for our LED spectrophotometer and the 4 commercial spectrophotometers. For 2 of the 3 analytes, there is a practical difference in the calibration sensitivities our LED spectrophotometer and the 4 commercial spectrophotometers. More specifically, the calibration sensitivities for Mn and F- using our LED spectrophotometer were 65.2% and 67.0% of those using the 4 commercial spectrophotometers, respectively. In conclusion, this paper describes the design, use, and performance of an accurate, precise, and extremely affordable LED spectrophotometer for drinking water and other testing with limited resources.
Overview
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Figures







![Fig 8 The calibration results for the determination of total iron (Fe) by the 1,10-phenanthroline method using a Hach DR-2700, a Hach 2010, and a Thermal Electron Spectronic 20D+ spectrophotometer [36].](/paper-figures/2094b4f4a5044fe3a68d2c0e9845bbee/an-accurate-precise-and-affordable-light-emitting-diode-spectrophotometer-for-figure-8.jpg)
![Fig 9 The calibration results for the determination of total iron (Fe) by the 1,10-phenanthroline method using light emitting diode (LED) spectrophotometer #1 at blank voltages (V0) = 4.364 V, 3.872 V, 3.364 V, and 2.842 V [36].](/paper-figures/5270e8f8df604cc9a53f0a8e9cb51131/an-accurate-precise-and-affordable-light-emitting-diode-spectrophotometer-for-figure-9.jpg)
![Fig 10 The calibration results for the determination of total iron (Fe) by the 1,10-phenanthroline method using light emitting diode (LED) spectrophotometer #2 at blank voltages (V0) = 4.364 V, 3.872 V, 3.366 V, and 2.846 V [36].](/paper-figures/b105ff7fcca04ecba75f9278941c60b2/an-accurate-precise-and-affordable-light-emitting-diode-spectrophotometer-for-figure-10.jpg)
![Fig 11 The calibration results for the determination of total manganese (Mn) by the 1-(2-pyridylazo)-2-naphthol (PAN) method using a Hach DR-2700, a Hach 2010, and a Thermal Electron Spectronic 20D+ spectrophotometer [37].](/paper-figures/2588b0a4e90b4dc5b67cb5600d2dc57f/an-accurate-precise-and-affordable-light-emitting-diode-spectrophotometer-for-figure-11.jpg)
![Fig 12 The calibration results for the determination of total manganese (Mn) by the 1-(2-pyridylazo)-2-naphthol (PAN) method using light emitting diode (LED) spectrophotometer #1 at blank voltages (V0) = 1.989 V, 1.553 V, 1.011 V, and 0.529 V [37].](/paper-figures/efaad3f0e68741af8e295d422c933ba8/an-accurate-precise-and-affordable-light-emitting-diode-spectrophotometer-for-figure-12.jpg)
![Fig 13 The calibration results for the determination of total fluoride (F−) by the sodium 2-(parasulfophenylazo)-1,8-dihydroxy-3,6-naphthalene disulfonate (SPADNS) method using an Agilent Technologies Cary 60 UV-Vis (ultraviolet-visible) absorption spectrophotometer [36].](/paper-figures/56dfabda422c4fb5b71eb0aeea224783/an-accurate-precise-and-affordable-light-emitting-diode-spectrophotometer-for-figure-13.jpg)
![Fig 14 The calibration results for the determination of total fluoride (F−) by the sodium 2-(parasulfophenylazo)-1,8-dihydroxy-3,6-naphthalene disulfonate (SPADNS) method using light emitting diode (LED) spectrophotometer #1 at blank voltages (V0) = 0.358 V, 0.407 V, 0.486 V, 0.525 V, 0.550 V, and 0.627 V [36].](/paper-figures/846443d092db40e39e7ad426b8e741fb/an-accurate-precise-and-affordable-light-emitting-diode-spectrophotometer-for-figure-14.jpg)

![Fig 16 Bland-Altman plot comparing the Hach DR-2700 and LED spectrophotometer #1 for the determination of total iron (Fe) by the 1,10-phenanthroline method [36].](/paper-figures/5e663d7f60784c4083b14f6b4a6cff82/an-accurate-precise-and-affordable-light-emitting-diode-spectrophotometer-for-figure-16.jpg)
![Fig 17 Bland-Altman plot comparing the Hach 2010 and LED spectrophotometer #1 for the determination of total iron (Fe) by the 1,10-phenanthroline method [36].](/paper-figures/82c9ba70f43c47849ad17bdee3cc631d/an-accurate-precise-and-affordable-light-emitting-diode-spectrophotometer-for-figure-17.jpg)
![Fig 18 Bland-Altman plot comparing the Thermal Electron Spectronic 20D+ and LED spectrophotometer #1 for the determination of total iron (Fe) by the 1,10-phenanthroline method [36].](/paper-figures/1b6f9505abf24a0c93d6a1f4cf31f100/an-accurate-precise-and-affordable-light-emitting-diode-spectrophotometer-for-figure-18.jpg)
![Fig 19 Bland-Altman plot comparing the Hach DR-2700 and LED spectrophotometer #1 for the determination of total manganese (Mn) by the Hach 1-(2-pyridylazo)-2-naphthol (PAN) method [37].](/paper-figures/ed68fa6bb3be4874bca91192eed85222/an-accurate-precise-and-affordable-light-emitting-diode-spectrophotometer-for-figure-19.jpg)
![Fig 20 Bland-Altman plot comparing the Hach 2010 and LED spectrophotometer #1 for the determination of total manganese (Mn) by the Hach 1-(2-pyridylazo)-2-naphthol (PAN) method [37].](/paper-figures/b5799b152a1a4898bc05593037ce7ca2/an-accurate-precise-and-affordable-light-emitting-diode-spectrophotometer-for-figure-20.jpg)
![Fig 21 Bland-Altman plot comparing the Thermal Electron Spectronic 20D+ and LED spectrophotometer #1 for the determination of total manganese (Mn) by the Hach 1-(2-pyridylazo)-2-naphthol (PAN) method [37].](/paper-figures/b3f0227fd22c4fccb138b56fae7ec001/an-accurate-precise-and-affordable-light-emitting-diode-spectrophotometer-for-figure-21.jpg)
![Fig 22 Bland-Altman plot comparing the Agilent Technologies Cary 60 UV-Vis and LED spectrophotometer #1 for the determination of total fluoride (F−) by the sodium 2-(parasulfophenylazo)-1,8-dihydroxy-3,6-naphthalene disulfonate (SPADNS) method [36].](/paper-figures/7dda4e819c724226b8e19687bb8b7b35/an-accurate-precise-and-affordable-light-emitting-diode-spectrophotometer-for-figure-22.jpg)
Verification
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
The cited source doesn’t support the claim as written.
In the citing paper
“The absorbance value of a sample is inversely proportional to its concentration [31].”
From Cold Spray Process for Co-Deposition of Copper and Aluminum Particles (2023) · cites this paper as [31]
Checked by a reasoning model — may be wrong.
Experimental — accuracy not yet measured
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Citations
Cites
Standard methods: For the examination of water and waste water
Water Environment Federation., Water Pollution Control Federation., American Water Works Association., & American Public Health Association. (1990) · Analytical Biochemistry · doi:10.1016/0003-2697(90)90598-4 · Cited by 72,107
Standard methods for the examination of water and wastewater
(2012) · Choice Reviews Online · doi:10.5860/choice.49-6910 · Cited by 14,303
Applied Linear Statistical Models
Ziegel, E. R., Neter, J., Wasserman, W., & Kutner, M. (1992) · Technometrics · doi:10.2307/1269588 · Cited by 9,906
UNITED STATES ENVIRONMENTAL PROTECTION AGENCY
Service, I., & Shirazi, M. A. (2005) · Proceedings of the Water Environment Federation · doi:10.2175/193864705783867675 · Cited by 6,679
Applied Linear Statistical Models.
Lorenz, F. O., Neter, J., Wasserman, W., & Kutner, M. (1986) · Journal of the American Statistical Association · doi:10.2307/2289108 · Cited by 5,566
Measurement in Medicine: The Analysis of Method Comparison Studies
Altman, D. G., & Bland, J. M. (1983) · The Statistician · doi:10.2307/2987937 · Cited by 4,300
Dhamu Kp Ramamoorthy, K. (2016) · Cited by 2,962
Quantitative Chemical Analysis
Harris, D. C. (1944) · Nature · doi:10.1038/154102c0 · Cited by 2,693
Compendium of chemical terminology
Gold, V. (1987) · Blackwell Scientific Publications eBooks · Cited by 2,535
Fundamentals of analytical chemistry
Skoog, D. A. (1963) · Cited by 2,234
United States Agency for International Development
Doheny, E. (2011) · Digital Commons @ Connecticut College (Connecticut College) · Cited by 1,246
Fundamentals of Analytical Chemistry
(2000) · CRC Press eBooks · doi:10.1201/9781420056716.ch25 · Cited by 991
Cornell, J. A. (2012) · Technometrics · Cited by 743
Dewitte, K., Fierens, C., Stöckl, D., & Thienpont, L. M. (2002) · Clinical Chemistry · doi:10.1093/clinchem/48.5.799 · Cited by 356
The concentrations of arsenic and other toxic elements in Bangladesh's drinking water.
Frisbie, S. H., Ortega, R., Maynard, D. M., & Sarkar, B. (2002) · Environmental Health Perspectives · doi:10.1289/ehp.021101147 · Cited by 204
Self-citationPRINCIPLES OF INSTRUMENTAL ANALYSIS
Skoog, H. (2019) · Cited by 191
A Low-Cost Quantitative Absorption Spectrophotometer
Albert, D. R., Todt, M. A., & Davis, H. F. (2012) · Journal of Chemical Education · doi:10.1021/ed200829d · Cited by 146
Temperature dependence of dark current in a CCD
Widenhorn, R., Blouke, M. M., Weber, A., Rest, A., & Bodegom, E. (2002) · Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE · doi:10.1117/12.463446 · Cited by 142
Statistical Methods for Detection and Quantification of Environmental Contamination
Gibbons, R. D., & Coleman, D. E. (2001) · Cited by 128
Review of recent applications of flow injection spectrophotometry to pharmaceutical analysis
Tzanavaras, P. D., & Themelis, D. G. (2007) · Analytica Chimica Acta · doi:10.1016/j.aca.2007.01.060 · Cited by 109
Quantitative Chemical Analysis
Renouf, E. (1910) · Science · doi:10.1126/science.31.798.582 · Cited by 94
A Simple, Small-Scale Lego Colorimeter with a Light-Emitting Diode (LED) Used as Detector
Asheim, J., Kvittingen, E. V., Kvittingen, L., & Verley, R. L. P. (2014) · Journal of Chemical Education · doi:10.1021/ed400838n · Cited by 82
Clinical Chemistry: Principles, Techniques and Correlations
Bishop, M. L., Fody, E. P., & Schoeff, L. E. (2013) · Cited by 82
A portable photometer based on LED for the determination of aromatic hydrocarbons in water
Lima, K. M. G. (2012) · Microchemical Journal · doi:10.1016/j.microc.2012.01.003 · Cited by 70
Simple and Inexpensive UV-Photometer Using LEDs as Both Light Source and Detector
Kvittingen, E. V., Kvittingen, L., Sjursnes, B. J., & Verley, R. (2016) · Journal of Chemical Education · doi:10.1021/acs.jchemed.6b00156 · Cited by 51
Wilson, M. V., & Wilson, E. (2016) · Journal of Chemical Education · doi:10.1021/acs.jchemed.6b00515 · Cited by 50
Simplified Low-Cost Colorimetry for Education and Public Engagement
O’Donoghue, J. (2019) · Journal of Chemical Education · doi:10.1021/acs.jchemed.9b00301 · Cited by 42
Activity Analysis of Iron in Water Using a Simple LED Spectrophotometer
Place, B. J. (2019) · Journal of Chemical Education · doi:10.1021/acs.jchemed.8b00515 · Cited by 37
Development of mini-spectrophotometer for determination of plasma glucose
Chaianantakul, N., Wutthi, K., Kamput, N., Pramanpol, N., Janphuang, P., Pummara, W., Phimon, K., & Phatthanakun, R. (2018) · Spectrochimica Acta Part A Molecular and Biomolecular Spectroscopy · doi:10.1016/j.saa.2018.06.107 · Cited by 36
Véras, G., Silva, E. C., Lyra, W. D. S., Soares, S. F. C., Guerreiro, T. B., & dos Santos, S. R. B. (2008) · Talanta · doi:10.1016/j.talanta.2008.08.014 · Cited by 35
A Simple, Low-Cost Double Beam Spectrophotometer for Colorimetric Detection of Nitrite in Seawater
Gong, W., Mowlem, M. C., Kraft, M. D., & Morgan, H. (2009) · IEEE Sensors Journal · doi:10.1109/jsen.2009.2020659 · Cited by 32
Analytical Chemistry, 4th edn.
Worsfold, P. J. (1986) · Analytica Chimica Acta · doi:10.1016/s0003-2670(00)81816-4 · Cited by 31
Practical Electrical Engineering
Makarov, S. N., Ludwig, R., & Bitar, S. J. (2016) · Springer eBooks · doi:10.1007/978-3-319-21173-2 · Cited by 26
Nandiyanto, A. B. D., Zaen, R., Oktiani, R., Abdullah, A. G., & Riza, L. S. (2018) · TELKOMNIKA (Telecommunication Computing Electronics and Control) · doi:10.12928/telkomnika.v16i2.7159 · Cited by 24
Development and validation of a low-cost visible light spectrophotometer
Alam, A. E., Islam, M. R., & Faria, I. J. (2017) · International Conference on Advances in Electrical Engineering · doi:10.1109/icaee.2017.8255437 · Cited by 19
Applied Electronics: Construction of a Simple Spectrophotometer
Thal, M. A., & Samide, M. J. (2001) · Journal of Chemical Education · doi:10.1021/ed078p1510 · Cited by 18
LED Based Spectrophotometer can compete with conventional one
Mohammad, K. A., Zekry, A., & Abouelatta, M. (2015) · International Journal of Engineering & Technology · doi:10.14419/ijet.v4i2.4504 · Cited by 17
Assembling and Using an LED-Based Detector To Monitor Absorbance Changes during Acid–Base Titrations
Santos, W. G., & Cavalheiro, É. T. G. (2015) · Journal of Chemical Education · doi:10.1021/ed500931p · Cited by 16
The Nature and Extent of Arsenic-Affected Drinking Water in Bangladesh
Frisbie, S. H., Maynard, D. M., & Hoque, B. A. (1999) · Springer eBooks · doi:10.1007/978-1-4615-4723-5_5 · Cited by 15
Self-citationShedding light on spectrophotometry: The SpecUP educational spectrophotometer
Forbes, P. B. C., & Nöthling, J. A. (2014) · South African Journal of Science · doi:10.1590/sajs.2014/20130096 · Cited by 9
Frisbie, S. H. (2015) · International Journal of Applied Mathematics and Theoretical Physics · doi:10.11648/j.ijamtp.20150102.11 · Cited by 6
Self-citationCalculating the Lowest Reportable Concentrations of Toxic Chemicals in the Environment
Frisbie, S. H. (2015) · International Journal of Applied Mathematics and Theoretical Physics · doi:10.11648/j.ijamtp.20150101.12 · Cited by 5
Self-citationShedding the light on spectrophotometry: the SpecUP educational spectrophotometer
Nöthling, J. A., & Forbes, P. B. C. (2014) · Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE · doi:10.1117/12.2070728 · Cited by 3
Research works printed but not linked: 6
- Mestha LK, Hubble III FF, Love TL, Skinner G, Mihalyov KJ, Robbins DA, Diehl DM. Low Cost LED Based Spectrophotometer. In: Final Program and Proceedings of ICIS ‘06, International Congress of Imaging Science. Rochester, NY: Society for Imaging Science and Technology; 2006. pp. 95−98.
- S Davis, 2004, Electronic design, Power: LDO voltage regulators
- P Horowitz, 2015, The art of electronics, 16
- GD Christian, 1986, Analytical chemistry, 371
- World Health Organization (WHO), 2011, Guidelines for drinking-water quality, 472
- World Health Organization (WHO), 2017, Guidelines for drinking-water quality. Fourth edition incorporating the first addendum, 472
Cited by
Sorted by citations
Molecular Optical Analyzers Based on Smartphones for High School and Universities
Осколок, К. В., Моногарова, О. В., & Гармай, А. В. (2021) · Journal of Chemical Education · doi:10.1021/acs.jchemed.0c01089 · Cited by 21
Hagh, S. F., Amngostar, P., Chen, W., Sheridan, J., Williams, C. J., Morales‐Williams, A. M., Huston, D. R., & Xia, T. (2024) · IEEE Sensors Journal · doi:10.1109/jsen.2024.3403416 · Cited by 17
Lake, N. F., Martínez‐Carreras, N., Shaw, P. J., & Collins, A. L. (2021) · Journal of Soils and Sediments · doi:10.1007/s11368-021-03107-6 · Cited by 16
Vargas-Muñoz, M. A., Danchana, K., Cerdà, V., & Palacio, E. (2021) · Microchemical Journal · doi:10.1016/j.microc.2021.106774 · Cited by 11
Considerations for new manganese analytical techniques for drinking water quality management
Pei, Y., Prepas-Strobeck, N. S., Payne, S. J., & She, Z. (2022) · AWWA Water Science · doi:10.1002/aws2.1285 · Cited by 11
Metadata
- Authors
- Prairie, M. W., Frisbie, S. H., Rao, K. K., Saksri, A. H., Parbat, S., & Mitchell, E. J.
- Affiliations
- Norwich University (US)
- Indian Institute of Science Bangalore (IN)
- Corresponding author
- Frisbie, Seth H.
- Venue
- PLOS ONE
- Publisher
- Public Library of Science (PLoS)
- Published
- 2020-01-29
- Volume
- 15
- Issue
- 1
- Pages
- e0226761
- ISSN
- 1932-6203 (ISSN-L)
- PMC
- PMC6988917
- OpenAlex
- W3003391244
- Cited by
- 24
- References
- 44
- Citations by year
- 2026: 1 · 2025: 6 · 2024: 4 · 2023: 2 · 2022: 5 · 2021: 6
- FWCI
- 2.00
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- PLoS ONE (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- NOT FOUND REPOSITORY (Indian Institute of Science Bangalore) (acceptedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Figshare (submittedVersion, cc-by)
- Funders
- Ministry of Education, India
- Division of Human Resource Development
- Topics
- Physical Sciences › Environmental Science › Waste Management and Disposal › Water Quality Monitoring and Analysis
- Physical Sciences › Engineering › Biomedical Engineering › Biosensors and Analytical Detection
- Physical Sciences › Chemistry › Analytical Chemistry › Analytical Chemistry and Sensors
- Keywords
- low-cost instrumentation, drinking water analysis, iron determination, manganese determination, fluoride determination, calibration sensitivity, detection limit, low-resource laboratories
- MeSH terms
- Calibration, Fluorides, Humans, Iron, Light, Manganese, Spectrophotometry, Drinking Water
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.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review