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Fermentation of Centipede
Grass to form Silage
Matthew Lawrence, Natalie Whitaker,
Sarah Langston
Introduction
• Silage: compressed and
fermented grass or green
fodder, stored
anaerobically, as in a silo.
• Preserves food for cattle
through winter as
pasturing availability
decreases
• Retains nutritional value
better than regular hay
Objectives and
Considerations
Objective
● Determine how much acid was produced by the bacteria in the silage
reactors along with how much hemicellulose (substrate) was consumed by
the bacteria under anaerobic conditions
○ How much of the grass would become fermented?
● One reactor had a sucrose solution and the other did not
○ Determine which reactor had the most acid production
Project Overview
Reactor Type: Batch
Reaction Environment: anaerobic
Culture type: Heterotrophic
Carbon source: Grass (cellulose)
Energy source: Chemotrophic
Electron donor: Grass
Reactor Type: Batch
Reaction Environment: anaerobic
Culture type: Heterotrophic
Carbon source: Grass (cellulose)+
added sugar
Energy source: Chemotrophic
Electron donor: Grass
Proposed Testing Techniques
● Technique used to measure carbon source/e- donor: COD
● Technique used to measure cell mass: Yield from measuring product form over time
● Technique used to measure products: Acidity (Acid titration)
Considerations
● How could the reactor
environment stay truly
anaerobic?
● Inoculation with bacteria
or use microbes already
on the grass?
● Use sucrose in one of the
reactors or an enzyme?
Materials and Methods
Materials
• Two paint cans
• Chopped grass
(centipede)
• Balance
• Titration equipment
• 0.02 N NaOH
• COD Vials
• Table sugar
Methods
• Started with finding the dry weight and
bulk density of the grass in the can
• Took measurements from Can 1 (no
sucrose added) and Can 2 (sucrose
added) every other day
• Total of 5 measurements
• COD and acidity titrations.
Experimental Setup
Results
pH and Acidity Titration Results
Table 1. Initial pH measurements of silos Table 2. Volume of 0.02 N NaOH added
in acid titration
Day Can 1 Can 2
0 7.67 7.47
1 7.60 7.97
2 8.30 8.44
3 8.01 8.77
4 8.74 8.79
5 8.89 8.93
Day Can 1, mL Can 2, mL
0 2.85 2.80
1 1.52 1.90
2 - -
3 0.39 -
4 - -
5 - -
COD Results
COD results from reactor 1
(no added sucrose)
COD results from reactor 2
(added sucrose)
COD Absorbance Values
Day Can 1 Can 2
0 0.422 0.478
1 0.548 0.470
2 0.330 0.284
3 0.466 0.400
4 0.396 0.500
5 0.288 0.458
Table 3: Absorbance values from COD tests in lab
Oxidation of organic compounds:
Colorimetric reaction (Reduction of Chromate):
COD Results
Figure 1. Standard Curve of COD versus Absorbance at 600 nm
Can 1 Can 2
Day Abs @
600nm
COD
conc.
Day Abs @
600nm
COD
conc.
0 0.422 7.604 0 0.478 8.613
1 0.548 9.874 1 0.47 8.468
2 0.33 5.946 2 0.284 5.117
3 0.466 8.396 3 0.4 7.207
4 0.396 7.135 4 0.5 9.009
5 0.288 5.189 5 0.458 8.252
Table 4. COD concentration of silos over time
No Added Sugar- Biomass formation
Figure 2: Stella model of substrate and
biomass concentration with time in reactor 1
(initial conditions shown far right)
Figure 3: Theoretical graph of
substrate and biomass formation in
reactor 1 based on Stella Model
Oxidation of glucose by heterotrophic bacteria under aerobic conditions:
Added Sugar- Biomass Formation
Figure 5: Theoretical Graph of substrate use and
biomass formation based on the Stella model
for reactor 2.
Figure 4: Stella model of substrate and
biomass concentration with time in reactor
2 (initial conditions shown far right).
No Added Sugar- Acid Production
Figure 6: Stella model showing
product formation and substrate
utilization with time in reactor 1
(initial conditions specified on
slide 18)
Figure 7: Graph of product formation and
substrate utilization based on the Stella model
for reactor 1
Added Sugar- Acid Production
Figure 8: Stella model showing
product formation and substrate
utilization with time in reactor 2
(initial conditions specified on
slide 19)
Figure 9: Graph of product formation and substrate
utilization based on the Stella model for reactor 2
Data Analysis
• pH increased with time
• Titrations showed organic acid in reactors for days 0-1, while increased pH
on days 2-5 indicated no acid production
• COD results showed organic compounds were oxidized, however, COD
concentrations differed day-to-day
• Assumptions were made to model the biomass formation of heterotrophic
bacteria and acetic acid product formation under the conditions of the
reactors
• 1000 C6H12O6+ 1740 O2 + 852 NH3 = 852 C5H7O2N + 1740 CO2 + 4296 H2O
• Used this formula to represent cell mass formed in order to get Yb, which would
be used in the Monod Model
• Adding sugar resulted in higher acid production and product formation
Final Thoughts
Conclusion
● Fermentation did not go as planned
○ pH increased with time and COD absorbance readings did not follow a trend
● Data used to model assumed aerobic growth of bacteria and anaerobic
production of acids
Conclusion
Max Biomass Yield-
No added sugar
Max Biomass Yield-
Added sugar
Max Product Yield-
No added sugar
Max Product Yield-
Added sugar
4500 mg/L 5000 mg/L 10,525 mg/L 11040 mg/L
Table 5: Approximate maximum biomass and product yields for theoretical simulations of
both silos
Possible errors
Possible errors occurred
due to:
• Paint can rusting
• Paint residue in can
• Opening can for testing
Appendix
Mass of grass data
Calculating substrate concentration and Yb
Stella Tables
Left table: No Added Sugar- Biomass
Production
Right table: Added Sugar- Biomass
Production
Stella Tables
Left table: No Added Sugar-
Product formation
Right table: Added Sugar-
Product formation
QUESTIONS?
References
Drapcho, C. 2020. Anabolic Reactions for Heterotrophic, Organotrophic Microbes, Unpublished Class Notes, BE 4100, Clemson
University, Clemson SC.
Drapcho, C. 2020. Stoichiometry of microbial reactions, Unpublished Class Notes, BE 4100, Clemson University, Clemson SC.
Drapcho, C. 2020. Modeling Microbial Growth with Monod Model, Unpublished Class Notes, BE 4101, Clemson University,
Clemson SC.
Drapcho, C. 2020. Lab 6: Methods of Organic Substrate Determination: COD, Unpublished Laboratory Notes, BE 4101, Clemson
University, Clemson SC.
https://extension.okstate.edu/fact-sheets/solid-state-anaerobic-digestion.html
https://www.researchgate.net/publication/310441768_Chapter_8_Grass_Silage_for_Biogas_Production
https://qualitysilage.com/interperting-silage-analysis/
https://www.megalac.com/about/news/146-super-greens-why-silage-is-great-for-dairy-cows-and-dairy-farmers
References (photos)
https://extension.okstate.edu/fact-sheets/solid-state-anaerobic-digestion.html
https://www.labdepotinc.com/p-15110-cellulase?utm_source=google&utm_medium=cpc&utm_campaign=smart-
shopping&gclid=CjwKCAiA8Jf-BRB-EiwAWDtEGq3IilHl6Fbyv1F79yTbyTjJU_edxx_tJ_Y66UND6wzxc0riviFh3RoCn4IQAvD_BwE -
cellulase picture
https://phys.org/news/2019-05-mbl-microscopy-reveal-bacteria-wide.html - bacteria
https://1.bp.blogspot.com/_W19ZkFqGT-M/SXq5pRLD4MI/AAAAAAAAAx8/IGXa25IZNpw/s400/Cows+eat+trough+SM.jpg
https://cdn.pixabay.com/photo/2014/05/26/10/43/cow-354428_640.jpg
https://wellentheorie.wordpress.com/2017/12/02/ufo-ufologi-e-extraterrestri/
https://www.therebels.com/resources/fescue-what-you-need-to-know - grass picture
https://lallemandanimalnutrition.com/en/indonesia/whats-new/preserve-your-grass-silage-protein-content/ -grass picture on intro
slide

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Be 4100 final presentation

  • 1. Fermentation of Centipede Grass to form Silage Matthew Lawrence, Natalie Whitaker, Sarah Langston
  • 2.
  • 3. Introduction • Silage: compressed and fermented grass or green fodder, stored anaerobically, as in a silo. • Preserves food for cattle through winter as pasturing availability decreases • Retains nutritional value better than regular hay
  • 5. Objective ● Determine how much acid was produced by the bacteria in the silage reactors along with how much hemicellulose (substrate) was consumed by the bacteria under anaerobic conditions ○ How much of the grass would become fermented? ● One reactor had a sucrose solution and the other did not ○ Determine which reactor had the most acid production
  • 6. Project Overview Reactor Type: Batch Reaction Environment: anaerobic Culture type: Heterotrophic Carbon source: Grass (cellulose) Energy source: Chemotrophic Electron donor: Grass Reactor Type: Batch Reaction Environment: anaerobic Culture type: Heterotrophic Carbon source: Grass (cellulose)+ added sugar Energy source: Chemotrophic Electron donor: Grass
  • 7. Proposed Testing Techniques ● Technique used to measure carbon source/e- donor: COD ● Technique used to measure cell mass: Yield from measuring product form over time ● Technique used to measure products: Acidity (Acid titration)
  • 8. Considerations ● How could the reactor environment stay truly anaerobic? ● Inoculation with bacteria or use microbes already on the grass? ● Use sucrose in one of the reactors or an enzyme?
  • 10. Materials • Two paint cans • Chopped grass (centipede) • Balance • Titration equipment • 0.02 N NaOH • COD Vials • Table sugar
  • 11. Methods • Started with finding the dry weight and bulk density of the grass in the can • Took measurements from Can 1 (no sucrose added) and Can 2 (sucrose added) every other day • Total of 5 measurements • COD and acidity titrations.
  • 14. pH and Acidity Titration Results Table 1. Initial pH measurements of silos Table 2. Volume of 0.02 N NaOH added in acid titration Day Can 1 Can 2 0 7.67 7.47 1 7.60 7.97 2 8.30 8.44 3 8.01 8.77 4 8.74 8.79 5 8.89 8.93 Day Can 1, mL Can 2, mL 0 2.85 2.80 1 1.52 1.90 2 - - 3 0.39 - 4 - - 5 - -
  • 15. COD Results COD results from reactor 1 (no added sucrose) COD results from reactor 2 (added sucrose) COD Absorbance Values Day Can 1 Can 2 0 0.422 0.478 1 0.548 0.470 2 0.330 0.284 3 0.466 0.400 4 0.396 0.500 5 0.288 0.458 Table 3: Absorbance values from COD tests in lab Oxidation of organic compounds: Colorimetric reaction (Reduction of Chromate):
  • 16. COD Results Figure 1. Standard Curve of COD versus Absorbance at 600 nm Can 1 Can 2 Day Abs @ 600nm COD conc. Day Abs @ 600nm COD conc. 0 0.422 7.604 0 0.478 8.613 1 0.548 9.874 1 0.47 8.468 2 0.33 5.946 2 0.284 5.117 3 0.466 8.396 3 0.4 7.207 4 0.396 7.135 4 0.5 9.009 5 0.288 5.189 5 0.458 8.252 Table 4. COD concentration of silos over time
  • 17. No Added Sugar- Biomass formation Figure 2: Stella model of substrate and biomass concentration with time in reactor 1 (initial conditions shown far right) Figure 3: Theoretical graph of substrate and biomass formation in reactor 1 based on Stella Model Oxidation of glucose by heterotrophic bacteria under aerobic conditions:
  • 18. Added Sugar- Biomass Formation Figure 5: Theoretical Graph of substrate use and biomass formation based on the Stella model for reactor 2. Figure 4: Stella model of substrate and biomass concentration with time in reactor 2 (initial conditions shown far right).
  • 19. No Added Sugar- Acid Production Figure 6: Stella model showing product formation and substrate utilization with time in reactor 1 (initial conditions specified on slide 18) Figure 7: Graph of product formation and substrate utilization based on the Stella model for reactor 1
  • 20. Added Sugar- Acid Production Figure 8: Stella model showing product formation and substrate utilization with time in reactor 2 (initial conditions specified on slide 19) Figure 9: Graph of product formation and substrate utilization based on the Stella model for reactor 2
  • 21. Data Analysis • pH increased with time • Titrations showed organic acid in reactors for days 0-1, while increased pH on days 2-5 indicated no acid production • COD results showed organic compounds were oxidized, however, COD concentrations differed day-to-day • Assumptions were made to model the biomass formation of heterotrophic bacteria and acetic acid product formation under the conditions of the reactors • 1000 C6H12O6+ 1740 O2 + 852 NH3 = 852 C5H7O2N + 1740 CO2 + 4296 H2O • Used this formula to represent cell mass formed in order to get Yb, which would be used in the Monod Model • Adding sugar resulted in higher acid production and product formation
  • 23. Conclusion ● Fermentation did not go as planned ○ pH increased with time and COD absorbance readings did not follow a trend ● Data used to model assumed aerobic growth of bacteria and anaerobic production of acids
  • 24. Conclusion Max Biomass Yield- No added sugar Max Biomass Yield- Added sugar Max Product Yield- No added sugar Max Product Yield- Added sugar 4500 mg/L 5000 mg/L 10,525 mg/L 11040 mg/L Table 5: Approximate maximum biomass and product yields for theoretical simulations of both silos
  • 25. Possible errors Possible errors occurred due to: • Paint can rusting • Paint residue in can • Opening can for testing
  • 29. Stella Tables Left table: No Added Sugar- Biomass Production Right table: Added Sugar- Biomass Production
  • 30. Stella Tables Left table: No Added Sugar- Product formation Right table: Added Sugar- Product formation
  • 32. References Drapcho, C. 2020. Anabolic Reactions for Heterotrophic, Organotrophic Microbes, Unpublished Class Notes, BE 4100, Clemson University, Clemson SC. Drapcho, C. 2020. Stoichiometry of microbial reactions, Unpublished Class Notes, BE 4100, Clemson University, Clemson SC. Drapcho, C. 2020. Modeling Microbial Growth with Monod Model, Unpublished Class Notes, BE 4101, Clemson University, Clemson SC. Drapcho, C. 2020. Lab 6: Methods of Organic Substrate Determination: COD, Unpublished Laboratory Notes, BE 4101, Clemson University, Clemson SC. https://extension.okstate.edu/fact-sheets/solid-state-anaerobic-digestion.html https://www.researchgate.net/publication/310441768_Chapter_8_Grass_Silage_for_Biogas_Production https://qualitysilage.com/interperting-silage-analysis/ https://www.megalac.com/about/news/146-super-greens-why-silage-is-great-for-dairy-cows-and-dairy-farmers
  • 33. References (photos) https://extension.okstate.edu/fact-sheets/solid-state-anaerobic-digestion.html https://www.labdepotinc.com/p-15110-cellulase?utm_source=google&utm_medium=cpc&utm_campaign=smart- shopping&gclid=CjwKCAiA8Jf-BRB-EiwAWDtEGq3IilHl6Fbyv1F79yTbyTjJU_edxx_tJ_Y66UND6wzxc0riviFh3RoCn4IQAvD_BwE - cellulase picture https://phys.org/news/2019-05-mbl-microscopy-reveal-bacteria-wide.html - bacteria https://1.bp.blogspot.com/_W19ZkFqGT-M/SXq5pRLD4MI/AAAAAAAAAx8/IGXa25IZNpw/s400/Cows+eat+trough+SM.jpg https://cdn.pixabay.com/photo/2014/05/26/10/43/cow-354428_640.jpg https://wellentheorie.wordpress.com/2017/12/02/ufo-ufologi-e-extraterrestri/ https://www.therebels.com/resources/fescue-what-you-need-to-know - grass picture https://lallemandanimalnutrition.com/en/indonesia/whats-new/preserve-your-grass-silage-protein-content/ -grass picture on intro slide