Modelling the Ozone-Based Treatments for Inactivation of Microorganisms
Abstract
:1. Introduction
2. Materials and Methods
2.1. Plant Material Matrix
2.2. Microorganisms
2.3. Ozone Treatment in Dynamic Bed
2.4. Inoculation of Plant Material
2.5. Mathematical Model
3. Results and Discussion
4. Conclusions
Acknowledgments
Author Contributions
Conflicts of Interest
References
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Research Matrix | Microorganism | Ozone Flow Rate (L/min) | Weibull Model Parameters | Fitted Parameters | |||
---|---|---|---|---|---|---|---|
k | p | tR (min) | RMSE | R2 | |||
Juniper berries | B. cereus | 1.2 | 3.60 | 0.11 | 0.02 | 0.01 | 0.99 |
0.8 | 4.35 | 0.08 | 0.00 | 0.02 | 0.93 | ||
0.6 | 3.88 | 0.11 | 0.01 | 0.02 | 0.97 | ||
0.4 | 3.95 | 0.10 | 0.01 | 0.01 | 0.98 | ||
B. subtilis | 1.2 | 1.20 | 0.35 | 6.62 | 0.20 | 0.73 | |
0.8 | 1.07 | 0.36 | 8.25 | 0.22 | 0.73 | ||
0.6 | 2.01 | 0.16 | 2.37 | 0.05 | 0.92 | ||
0.4 | 1.74 | 0.22 | 3.69 | 0.03 | 0.98 | ||
B. pumilus | 1.2 | 1.28 | 0.37 | 5.03 | 0.11 | 0.91 | |
0.8 | 2.87 | 0.11 | 0.12 | 0.04 | 0.84 | ||
0.6 | 1.12 | 0.28 | 13.62 | 0.10 | 0.89 | ||
0.4 | 0.36 | 0.66 | 17.04 | 0.18 | 0.92 | ||
E. coli | 1.2 | 3.50 | 0.12 | 0.03 | 0.04 | 0.90 | |
0.8 | 2.68 | 0.18 | 0.44 | 0.05 | 0.93 | ||
0.6 | 5.67 | 0.09 | 0.00 | 0.02 | 0.97 | ||
0.4 | 5.46 | 0.10 | 0.00 | 0.02 | 0.95 | ||
P. fluorescens | 1.2 | 6.30 | 0.07 | 0.00 | 0.01 | 0.99 | |
0.8 | 3.56 | 0.22 | 0.14 | 0.06 | 0.93 | ||
0.6 | 5.42 | 0.11 | 0.00 | 0.01 | 0.98 | ||
0.4 | 5.81 | 0.10 | 0.00 | 0.03 | 0.91 | ||
E. cinnamopurpureum | 1.2 | 4.08 | 0.17 | 0.03 | 0.06 | 0.90 | |
0.8 | 4.91 | 0.17 | 0.01 | 0.06 | 0.90 | ||
0.6 | 6.93 | 0.09 | 0.00 | 0.03 | 0.91 | ||
0.4 | 4.16 | 0.16 | 0.02 | 0.06 | 0.88 | ||
A. niger | 1.2 | 6.03 | 0.10 | 0.00 | 0.03 | 0.91 | |
0.8 | 6.36 | 0.09 | 0.00 | 0.02 | 0.95 | ||
0.6 | 5.58 | 0.12 | 0.00 | 0.04 | 0.87 | ||
0.4 | 6.36 | 0.09 | 0.00 | 0.03 | 0.86 |
Research Matrix | Microorganism | Ozone Flow Rate (L/min) | Weibull Model Parameters | Fitted Parameters | |||
---|---|---|---|---|---|---|---|
k | p | tR (min) | RMSE | R2 | |||
Cardamom seeds | B. cereus | 1.2 | 3.74 | 0.11 | 0.01 | 0.04 | 0.90 |
0.8 | 4.22 | 0.08 | 0.00 | 0.01 | 0.98 | ||
0.6 | 4.09 | 0.09 | 0.00 | 0.03 | 0.91 | ||
0.4 | 4.27 | 0.07 | 0.00 | 0.02 | 0.89 | ||
B. subtilis | 1.2 | 0.59 | 0.52 | 13.75 | 0.05 | 0.99 | |
0.8 | 0.92 | 0.45 | 7.59 | 0.18 | 0.86 | ||
0.6 | 0.94 | 0.46 | 7.12 | 0.21 | 0.82 | ||
0.4 | 0.79 | 0.48 | 9.34 | 0.22 | 0.81 | ||
B. pumilus | 1.2 | 0.30 | 0.73 | 16.89 | 0.05 | 0.99 | |
0.8 | 0.96 | 0.39 | 9.37 | 0.12 | 0.91 | ||
0.6 | 0.98 | 0.52 | 5.18 | 0.22 | 0.84 | ||
0.4 | 1.48 | 0.39 | 3.12 | 0.11 | 0.93 | ||
E. coli | 1.2 | 4.82 | 0.14 | 0.00 | 0.05 | 0.87 | |
0.8 | 5.40 | 0.11 | 0.00 | 0.01 | 0.99 | ||
0.6 | 5.32 | 0.11 | 0.00 | 0.03 | 0.93 | ||
0.4 | 4.62 | 0.15 | 0.00 | 0.02 | 0.97 | ||
P. fluorescens | 1.2 | 6.44 | 0.10 | 0.00 | 0.05 | 0.80 | |
0.8 | 6.25 | 0.14 | 0.00 | 0.01 | 0.99 | ||
0.6 | 8.20 | 0.06 | 0.00 | 0.01 | 0.96 | ||
0.4 | 7.06 | 0.11 | 0.00 | 0.02 | 0.95 | ||
E. cinnamopurpureum | 1.2 | 5.37 | 0.07 | 0.00 | 0.02 | 0.91 | |
0.8 | 5.71 | 0.06 | 0.00 | 0.02 | 0.90 | ||
0.6 | 3.84 | 0.10 | 0.01 | 0.04 | 0.88 | ||
0.4 | 3.57 | 0.14 | 0.05 | 0.03 | 0.95 | ||
A. niger | 1.2 | 6.96 | 0.06 | 0.00 | 0.02 | 0.86 | |
0.8 | 6.95 | 0.05 | 0.00 | 0.01 | 0.97 | ||
0.6 | 4.78 | 0.08 | 0.00 | 0.02 | 0.91 | ||
0.4 | 5.51 | 0.06 | 0.00 | 0.03 | 0.78 |
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Brodowska, A.J.; Nowak, A.; Kondratiuk-Janyska, A.; Piątkowski, M.; Śmigielski, K. Modelling the Ozone-Based Treatments for Inactivation of Microorganisms. Int. J. Environ. Res. Public Health 2017, 14, 1196. https://doi.org/10.3390/ijerph14101196
Brodowska AJ, Nowak A, Kondratiuk-Janyska A, Piątkowski M, Śmigielski K. Modelling the Ozone-Based Treatments for Inactivation of Microorganisms. International Journal of Environmental Research and Public Health. 2017; 14(10):1196. https://doi.org/10.3390/ijerph14101196
Chicago/Turabian StyleBrodowska, Agnieszka Joanna, Agnieszka Nowak, Alina Kondratiuk-Janyska, Marcin Piątkowski, and Krzysztof Śmigielski. 2017. "Modelling the Ozone-Based Treatments for Inactivation of Microorganisms" International Journal of Environmental Research and Public Health 14, no. 10: 1196. https://doi.org/10.3390/ijerph14101196