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Bacteria Die-off/Re-growth

Chick’s Law first order decay equation is used to determine the quantity of bacteria removed from the system through die-off and added to the system by regrowth. The equation for die-off/re-growth was taken from Reddy et al. (1981) as modified by Crane and Moore (1986) and later by Moore et al. (1989). The equation was modified in SWAT+ to include a user-defined minimum daily loss. Die-off/re-growth is modeled for the two bacteria populations on foliage, in the surface soil solution and sorbed to surface soil particles. The equations used to calculate daily bacteria levels in the different pools are:

bactlpfol,i=bactlpfol,i−1∗exp(−μlpfol,net)−bactmin,lpbact_{lpfol,i}=bact_{lpfol,i-1}*exp(-\mu _{lpfol,net})-bact_{min,lp}bactlpfol,i​=bactlpfol,i−1​∗exp(−μlpfol,net​)−bactmin,lp​ 3:4.2.1

bactpfol,i=bactpfol,i−1∗exp(−μpfol,net)−bactmin,pbact_{pfol,i}=bact_{pfol,i-1}*exp(-\mu _{pfol,net})-bact_{min,p}bactpfol,i​=bactpfol,i−1​∗exp(−μpfol,net​)−bactmin,p​ 3:4.2.2

bactlpsol,i=bactlpsol,i−1∗exp(−μlpsol,net)−bactmin,lpbact_{lpsol,i}=bact_{lpsol,i-1}*exp(-\mu _{lpsol,net})-bact_{min,lp}bactlpsol,i​=bactlpsol,i−1​∗exp(−μlpsol,net​)−bactmin,lp​ 3:4.2.3

bactpsol,i=bactpsol,i−1∗exp(−μpsol,net)−bactmin,pbact_{psol,i}=bact_{psol,i-1}*exp(-\mu _{psol,net})-bact_{min,p}bactpsol,i​=bactpsol,i−1​∗exp(−μpsol,net​)−bactmin,p​ 3:4.2.4

3:4.2.5

3:4.2.6

where is the amount of less persistent bacteria present on foliage on day (#cfu/m), is the amount of less persistent bacteria present on foliage on day (#cfu/m), is the overall rate constant for die-off/re-growth of less persistent bacteria on foliage (1/day), is the minimum daily loss of less persistent bacteria (#cfu/m), is the amount of persistent bacteria present on foliage on day (#cfu/m), is the amount of persistent bacteria present on foliage on day (#cfu/m), is the overall rate constant for die-off/re-growth of persistent bacteria on foliage (1/day), is the minimum daily loss of persistent bacteria (#cfu/m), is the amount of less persistent bacteria present in soil solution on day (#cfu/m), is the amount of less persistent bacteria present in soil solution on day (#cfu/m), is the overall rate constant for die-off/re-growth of less persistent bacteria in soil solution (1/day), is the amount of persistent bacteria present in soil solution on day (#cfu/m), is the amount of persistent bacteria present in soil solution on day

The overall rate constants define the net change in bacterial population for the different pools modeled. The impact of temperature effects on bacteria die-off/re-growth were accounted for using equations proposed by Mancini (1978). The user defines the die-off and growth factors for the two bacterial populations in the different pools at 20°C. The overall rate constants at 20°C are then calculated:

3:4.2.7

3:4.2.8

3:4.2.9

3:4.2.10

3:4.2.11

3:4.2.12

where is the overall rate constant for die-off/re-growth of less persistent bacteria on foliage at 20°C (1/day), is the rate constant for die-off of less persistent bacteria on foliage at 20°C (1/day), is the rate constant for re-growth of less persistent bacteria on foliage at 20°C (1/day), is the overall rate constant for die-off/re-growth of persistent bacteria on foliage at 20°C (1/day), is the rate constant for die-off of persistent bacteria on foliage at 20°C (1/day), is the rate constant for re-growth of persistent bacteria on foliage at 20°C (1/day), is the overall rate constant for die-off/re-growth of less persistent bacteria in soil solution at 20°C (1/day), is the rate constant for die-off of less persistent bacteria in soil solution at 20°C (1/day), is the rate constant for re-growth of less persistent bacteria in soil solution at 20°C (1/day), is the overall rate constant for die-off/re-growth of persistent bacteria in soil solution at 20°C (1/day), is the rate constant for die-off of persistent bacteria in soil solution at 20°C (1/day), is the rate constant for re-growth of persistent bacteria in soil solution at 20°C (1/day), is the overall rate constant for die-off/re-growth of less persistent bacteria attached to soil particles at 20°C (1/day), is the rate constant for die-off of less persistent bacteria attached to soil particles at 20°C (1/day), is the rate constant for re-growth of less persistent bacteria attached to soil particles at 20°C (1/day), is the overall rate constant for die-off/re-growth of persistent bacteria attached to soil particles at 20°C (1/day), is the rate constant for die-off of persistent bacteria attached to soil particles at 20°C (1/day), and is the rate constant for re-growth of persistent bacteria attached to soil particles at 20°C (1/day).

The overall rate constants are adjusted for temperature using the equations:

3:4.2.13

3:4.2.14

3:4.2.15

3:4.2.16

3:4.2.17

3:4.2.18

where is the temperature adjustment factor for bacteria die-off/re-growth, is the mean daily air temperature, and all other terms are as previously defined.

Table 3:4-2: SWAT+ input variables that pertain to bacteria die-off/re-growth.

Variable Name
Definition
Input File

(#cfu/m
),
is the overall rate constant for die-off/re-growth of persistent bacteria in soil solution (1/day),
is the amount of less persistent bacteria sorbed to the soil on day
(#cfu/m
),
is the amount of less persistent bacteria sorbed to the soil on day
(#cfu/m
),
is the overall rate constant for die-off/re-growth of less persistent bacteria sorbed to the soil (1/day),
is the amount of persistent bacteria sorbed to the soil on day
(#cfu/m
),
is the amount of persistent bacteria sorbed to the soil on day
(#cfu/m
), and
is the overall rate constant for die-off/re-growth of persistent bacteria sorbed to the soil (1/day).

: Growth factor for less persistent bacteria in soil solution at 20°C (1/day)

.bsn

WDPS

: Die-off factor for persistent bacteria adsorbed to soil particles at 20°C (1/day)

.bsn

WGPS

: Growth factor for persistent bacteria adsorbed to soil particles at 20°C (1/day)

.bsn

WDLPS

: Die-off factor for less persistent bacteria adsorbed to soil particles at 20°C (1/day)

.bsn

WGLPS

: Growth factor for less persistent bacteria adsorbed to soil particles at 20°C (1/day)

.bsn

WDPF

: Die-off factor for persistent bacteria on foliage at 20°C (1/day)

.bsn

WGPF

: Growth factor for persistent bacteria on foliage at 20°C (1/day)

.bsn

WDLPF

: Die-off factor for less persistent bacteria on foliage at 20°C (1/day)

.bsn

WGLPF

: Growth factor for less persistent bacteria on foliage at 20°C (1/day)

.bsn

THBACT

: Temperature adjustment factor for bacteria die-off/growth

.bsn

BACTMINLP

: Minimum daily loss of less persistent bacteria (# cfu/m)

.bsn

BACTMINP

: Minimum daily loss of persistent bacteria (# cfu/m)

.bsn

bactlpsorb,i=bactlpsord,i−1∗exp(−μlpsorb,net)−bactmin,lpbact_{lpsorb,i}=bact_{lpsord,i-1}*exp(-\mu _{lpsorb,net})-bact_{min,lp}bactlpsorb,i​=bactlpsord,i−1​∗exp(−μlpsorb,net​)−bactmin,lp​
bactpsorb,i=bactpsorb,i−1∗exp(−μpsorb,net)−bactmin,pbact_{psorb,i}=bact_{psorb,i-1}*exp(-\mu _{psorb,net})-bact_{min,p}bactpsorb,i​=bactpsorb,i−1​∗exp(−μpsorb,net​)−bactmin,p​
bactlpfol,ibact_{lpfol,i}bactlpfol,i​
iii
2^22
bactlpfol,i−1bact_{lpfol,i-1}bactlpfol,i−1​
i−1i-1i−1
2^22
μlpfol,net\mu _{lpfol,net}μlpfol,net​
bactmin,lpbact_{min,lp}bactmin,lp​
2^22
bactpfol,ibact_{pfol,i}bactpfol,i​
iii
2^22
bactpfol,i−1bact_{pfol,i-1}bactpfol,i−1​
i−1i-1i−1
2^22
μpfol,net\mu_{pfol,net}μpfol,net​
bactmin,pbact_{min,p}bactmin,p​
2^22
bactlpsol,ibact_{lpsol,i}bactlpsol,i​
iii
2^22
bactlpsol,i−1bact_{lpsol,i-1}bactlpsol,i−1​
i−1i-1i−1
2^22
μlpsol,net\mu_{lpsol,net}μlpsol,net​
bactpsol,ibact_{psol,i}bactpsol,i​
iii
2^22
bactpsol,i−1bact_{psol,i-1}bactpsol,i−1​
μlpfol,net,20=μlpfol,die,20−μlpfol,grw,20\mu_{lpfol,net,20}=\mu_{lpfol,die,20}-\mu_{lpfol,grw,20}μlpfol,net,20​=μlpfol,die,20​−μlpfol,grw,20​
μpfol,net,20=μpfol,die,20−μpfol,grw,20\mu_{pfol,net,20}=\mu_{pfol,die,20}-\mu_{pfol,grw,20}μpfol,net,20​=μpfol,die,20​−μpfol,grw,20​
μlpsol,net,20=μlpsol,die,20−μlpsol,grw,20\mu_{lpsol,net,20}=\mu_{lpsol,die,20}-\mu_{lpsol,grw,20}μlpsol,net,20​=μlpsol,die,20​−μlpsol,grw,20​
μpsol,net,20=μpsol,die,20−μpsol,grw,20\mu_{psol,net,20}=\mu_{psol,die,20}-\mu_{psol,grw,20}μpsol,net,20​=μpsol,die,20​−μpsol,grw,20​
μlpsorb,net,20=μlpsorb,die,20−μlpsorb,grw,20\mu_{lpsorb,net,20}=\mu_{lpsorb,die,20}-\mu_{lpsorb,grw,20}μlpsorb,net,20​=μlpsorb,die,20​−μlpsorb,grw,20​
μpsorb,net,20=μpsorb,die,20−μpsorb,grw,20\mu_{psorb,net,20}=\mu_{psorb,die,20}-\mu_{psorb,grw,20}μpsorb,net,20​=μpsorb,die,20​−μpsorb,grw,20​
μlpfol,net,20\mu_{lpfol,net,20}μlpfol,net,20​
μlpfol,die,20\mu_{lpfol,die,20}μlpfol,die,20​
μlpfol,grw,20\mu_{lpfol,grw,20}μlpfol,grw,20​
μpfol,net,20\mu_{pfol,net,20}μpfol,net,20​
μpfol,die,20\mu_{pfol,die,20}μpfol,die,20​
μpfol,grw,20\mu_{pfol,grw,20}μpfol,grw,20​
μlpsol,net,20\mu_{lpsol,net,20}μlpsol,net,20​
μlpsol,die,20\mu_{lpsol,die,20}μlpsol,die,20​
μlpsol,grw,20\mu_{lpsol,grw,20}μlpsol,grw,20​
μpsol,net,20\mu_{psol,net,20}μpsol,net,20​
μpsol,die,20\mu_{psol,die,20}μpsol,die,20​
μpsol,grw,20\mu_{psol,grw,20}μpsol,grw,20​
μlpsorb,net,20\mu_{lpsorb,net,20}μlpsorb,net,20​
μlpsorb,die,20\mu_{lpsorb,die,20}μlpsorb,die,20​
μlpsorb,grw,20\mu_{lpsorb,grw,20}μlpsorb,grw,20​
μpsorb,net,20\mu_{psorb,net,20}μpsorb,net,20​
μpsorb,die,20\mu_{psorb,die,20}μpsorb,die,20​
μpsorb,grw,20\mu_{psorb,grw,20}μpsorb,grw,20​
μlpfol,net=μlpfol,net,20∗θbact(T‾av−20)\mu_{lpfol,net}=\mu_{lpfol,net,20}*\theta_{bact}^{(\overline T_{av}-20)}μlpfol,net​=μlpfol,net,20​∗θbact(Tav​−20)​
μpfol,net=μpfol,net,20∗θbact(T‾av−20)\mu_{pfol,net}=\mu_{pfol,net,20}*\theta_{bact}^{(\overline T_{av}-20)}μpfol,net​=μpfol,net,20​∗θbact(Tav​−20)​
μlpsol,net=μlpsol,net,20∗θbact(T‾av−20)\mu_{lpsol,net}=\mu_{lpsol,net,20}*\theta_{bact}^{(\overline T_{av}-20)}μlpsol,net​=μlpsol,net,20​∗θbact(Tav​−20)​
μpsol,net=μpsol,net,20∗θbact(T‾av−20)\mu_{psol,net}=\mu_{psol,net,20}*\theta_{bact}^{(\overline T_{av}-20)}μpsol,net​=μpsol,net,20​∗θbact(Tav​−20)​
μlpsorb,net=μlpsorb,net,20∗θbact(T‾av−20)\mu_{lpsorb,net}=\mu_{lpsorb,net,20}*\theta_{bact}^{(\overline T_{av}-20)}μlpsorb,net​=μlpsorb,net,20​∗θbact(Tav​−20)​
μpsorb,net=μpsorb,net,20∗θbact(T‾av−20)\mu_{psorb,net}=\mu_{psorb,net,20}*\theta_{bact}^{(\overline T_{av}-20)}μpsorb,net​=μpsorb,net,20​∗θbact(Tav​−20)​
θbact\theta_{bact}θbact​
T‾av\overline T_{av}Tav​

WDPQ

μpsol,die,20\mu_{psol,die,20}μpsol,die,20​: Die-off factor for persistent bacteria in soil solution at 20°C (1/day)

.bsn

WGPQ

μpsol,grw,20\mu_{psol,grw,20}μpsol,grw,20​: Growth factor for persistent bacteria in soil solution at 20°C (1/day)

.bsn

WDLPQ

μlpsol,die,20\mu_{lpsol,die,20}μlpsol,die,20​: Die-off factor for less persistent bacteria in soil solution at 20°C (1/day)

.bsn

i−1i-1i−1
2^22
μpsol,net\mu_{psol,net}μpsol,net​
bactlpsorb,ibact_{lpsorb,i}bactlpsorb,i​
iii
2^22
bactlpsorb,i−1bact_{lpsorb,i-1}bactlpsorb,i−1​
i−1i-1i−1
2^22
μlpsorb,net\mu _{lpsorb,net}μlpsorb,net​
bactpsorb,ibact_{psorb,i}bactpsorb,i​
iii
2^22
bactpsorb,i−1bact_{psorb,i-1}bactpsorb,i−1​
i−1i-1i−1
2^22
μpsorb,net\mu_{psorb,net}μpsorb,net​

WGLPQ

μlpsol,grw,20\mu_{lpsol,grw,20}μlpsol,grw,20​
μpsorb,die,20\mu_{psorb,die,20}μpsorb,die,20​
μpsorb,grw,20\mu_{psorb,grw,20}μpsorb,grw,20​
μlpsorb,die,20\mu_{lpsorb,die,20}μlpsorb,die,20​
μlpsorb,grw,20\mu_{lpsorb,grw,20}μlpsorb,grw,20​
μpfol,die,20\mu_{pfol,die,20}μpfol,die,20​
μpfol,grw,20\mu_{pfol,grw,20}μpfol,grw,20​
μlpfol,die,20\mu_{lpfol,die,20}μlpfol,die,20​
μlpfol,grw,20\mu_{lpfol,grw,20}μlpfol,grw,20​
θbact\theta_{bact}θbact​
bactmin,lpbact_{min,lp}bactmin,lp​
2^22
bactmin,pbact_{min,p}bactmin,p​
2^22