Modelling nitrogen transformations in a pilot scale marine integrated

Modelling nitrogen
transformations in a
pilot scale marine
integrated aquaculture
system
Suzanne Boxman, Brian McCarthy, Fei Zhong,
Sarina Ergas, Maya Trotz,
Andres Tejada-Martinez, Kevan Main
Presented by: Suzanne Boxman
Doctoral Candidate
University of South Florida
Objectives
• Overall goal
• Understand the nitrogen transformations in marine IAS for future IAS
development
• Objectives
1. Design, calibrate and evaluate a marine IAS model on simulating the fate of
nitrogen
2. Compare model output to observed
3. Understand the fate of nitrogen
Mote IAS
Model development: Software
• StellaTM is computer program for dynamic model building
Model development: Components
• Black Box
• Sand Filter
• Geotube
• Solids Tank
• Physical, Chemical and Biological Processes
• MBBR
• South Plant Raceway
• North Plant Raceway
• No Transformations
• Drum Filter
Model development: Plant raceways
• Assumptions:
• Constructed wetland
• Completely mixed flow reactor
Symbol
Description
• 1st order reaction rates
Unit
Source
L/day
Experimental
Q1
Flow through solids tank
Rate of plant uptake of nitrate
mg/L*day
Experimental
rde
Rate of denitrification in plant raceway
mg/L*day
Literature
Volume of plant raceway
L
Experimental
Rate of nitrification in plant raceway
mg/L*day
Literature
Flow through solids tank
L/day
Experimental
Nitrate concentration in south plant raceway
mg/L
Experimental
•CEquations
broken
down
for
PON,
DON,
Nitrate concentration in solids tank
1N
• Only equations for NO3- will shown
rup2
VPB
rni
Q2
C2N
NH4+-N,
--N
and
NO
mg/L 3
Experimental
Model verification
Ammonia
50
10
40
8
NH4+-N concentration (mg/L)
NO3--N concentration (mg/L)
• ± 1 standard deviation of the mean
Nitrate
30
20
10
6
4
2
0
0
-10
-2
W1
W2
W3
Observed
W4
Model
W5
W6
W7
W1
W2
W3
Observed
W4
Model
W5
W6
W7
Model results: MBBR effluent
Nitrate
Ammonia
Model results: South plant raceway effluent
Nitrate
Ammonia
Fate of nitrogen
Plant and Soil,
0.2%
South Plant
Raceway
Denitritification,
59.0%
Sedimentation,
0.1%
PON, 3.6%
DON, 10.7%
NH4+ -N, 1.3%
Other, 40.7%
NO3- -N, 25.2%
Denitritification
Plant and Soil
Sedimentation
DON
NH4+ -N
NO3- -N
PON
Conclusions
• Solid waste from marine system can be used to grow wetlands plants
• Small constructed wetlands can be used remove nitrate from system
water by promoting denitrification
• More information on flow rates could improve model
• Modeling biological processes in geotube, sand filter, and solids tank
should be completed
Acknowledgements
• Funding for this research has been provided by the National Oceanic and Atmospheric
Organization, Award # SI-2014- 0006
• Funding for this research has been provided by National Science Foundation (NSF)
Research Experience for Teachers, Award # 1200682 and the National Science
Foundation (NSF) Research Experience for Undergraduates, Award # 1156905 and the
National Science Foundation (NSF) S-STEM NSF S-STEM Grant No: 0965743
• Mote Aquaculture Research Park & Aquatic Plants of Florida Inc.
• Dr. Maya Trotz, Dr. Sarina Ergas, and Dr. Kevan Main
• Students and Teachers
•
•
•
•
•
•
Brian McCarthy
Alex Kruglick
Fei Zhong
Tuliagenda Beckford
Stevie Lockhart
Deborah Seto
Any opinions, findings, and conclusions or recommendations expressed in this material are those of the author(s) and
do not necessarily reflect the views of the National Science Foundation
Questions?
Model development: MBBR
• Assumptions:
• Nitrification only transformation process
• Completely mixed flow reactor
Model development: Plant raceways
• Nitrification and denitrification equations
Fate of nitrogen
14
12
Average kg/day
10
8
PON
DON
6
NH4+ -N
NO3- -N
4
2
0
Solids Tank
South Plant
Raceway
Sand Filter North
Plant Raceway
Geotube
Sensitivity Analysis
• Sum of squared residuals
• k de =
• k2 =
P2
ûde ∗Xde
Yde ∗Kde
ûde
Yde ∗Kde
∗
CCOD
KCOD +CCOD
k2
(day*L/mg)
0.3
0.2
0.15
0.12
Preference factor
of plant uptake
for NO3--N
0.25
0.50
0.75
W2 (mg/L
NO3--N)
10.51
19.2
33.7
59.4
∗
15200
15200+Csalt
W3 (mg/L
NO3
--N)
3.40
5.94
9.81
16.3
W6 (mg/L
NO3
--N)
1.49
1.55
11.7
26.1
∗ θT−20
W7 (mg/L
NO3
--N)
1.57
1.68
11.8
28.2
Average (mg/L
NO3--N)
4.24
7.09
16.5
32.49
W2 (mg/L
NO3--N)
W3 (mg/L
NO3--N)
W6 (mg/L
NO3--N)
W7 (mg/L
NO3--N)
10.64
10.51
10.46
3.43
3.40
3.39
1.45
1.49
1.50
5.79
5.78
5.78
Average
(mg/L NO3-N)
4.27
4.24
4.24
Calibration
• 3 types of parameters
• Experimental
• Boxman (2013)
• eg. fraction of TN taken up by plants, soil
• Literature
• Metcalf and Eddy (2003)
• eg. yield coefficients, half saturation constants
• Henze et al. (2002)
• eg. half saturation constants
• Wynn and Liehr (2001)
• Maximum specific growth rates
• Calibrated
• eg. fraction of active biomass for denitrifiers, preference factor of plant uptake
Model development: MBBR influent nitrate
• Assumptions:
• Nitrification only transformation process
• Completely mixed flow reactor
Symbol Description
f10A
Q10
C10A
rMBni
VMB
Q7
C7A
Unit
Fraction drum filter’s ammonia entering MBBR
Source
Literature
Flow through drum filter
L/day
Experimental
Ammonia concentration in solids tank
mg/L
Experimental
Rate of nitrification in MBBR
mg/L*day
Literature
Volume MBBR
L
Experimental
Flow through MBBR
L/day
Experimental
Ammonia concentration in MBBR
mg/L*day
Experimental