Modeling Plankton Herbivory Dynamics

In summary, the conversation discusses a plankton herbivore model and the process of nondimensionalizing it. The conversation also touches on finding a necessary condition for a periodic solution to exist in the a,k parameter plane. It is found that a must lie between 0 and $4(k-1)/(k+1)^3$ for a periodic solution to exist, and it is also shown that if a < 4/27, there is a range of k values where periodic solutions are possible.
  • #1
Dustinsfl
2,281
5
This a plankton herbivore model.

The dimensionalized model is

$\displaystyle
\frac{dP}{dt} = rP\left[(K-P)-\frac{BH}{C+P}\right], \quad \frac{dH}{dt} = DH\left[\frac{P}{C+P} - AH\right]
$

where $r$, $K$, $A$, $B$, $C$, and $H$ are positive constants.

The dimensions of K, P, B, H, C have to be population (that is the only way I can see it to make since) then we have pop^2 - pop^2.

Then D or A has to be (pop)^{-1}.

I am trying to nondimensionalize to

$\displaystyle
\frac{dp}{d\tau} = p\left[(k-p) - \frac{h}{1+p}\right], \quad \frac{dh}{d\tau} = dh\left[\frac{p}{1+p} -ah\right]$

I am not sure what is a good starting point. I need a hint on one dimensionless unit.
 
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  • #2
Start with $p = \dfrac{P}{C}.$
 
  • #3
Danny said:
Start with $p = \dfrac{P}{C}.$

How were you able to identify that as a substitution?

$k = \frac{K}{C}$ then correct?
 
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  • #4
Well, $P$ and $C$ have the same dimenson, right? So let $P = Cp$ so that $p$ is dimensionless.
 
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  • #5
Danny said:
Well, $p$ and $C$ have the same dimenson, right? So let $P = pC$ so that $p$ is dimensionless.

How I see the problem I believe they do unless I am wrong. I wasn't told any dimensions but I know P and H are population and t is time.
 
  • #6
dwsmith said:
How I see the problem I believe they do unless I am wrong.

You might want to rephrase this statement - it makes no sense!
 
  • #7
Danny said:
You might want to rephrase this statement - it makes no sense!

How I see the problem, I believe P and C have the same dimensions unless I am wrong.
 
  • #8
You said they were both "population". What different dimensions could there be? I suppose P could be measured in "people" and C in "thousands of people" but the ratio would still be dimensionless- if P is 120000 people and C is 400 "thousands of people", P/C= 12/3 (people/1000 people)= 4/1000.
 
  • #9
Are these substitutions correct?

$k=\dfrac{K}{C}$ and $\tau=tr$.

I can't figure out $r,H,B$ in the first DE as well and $A$ and $D$ in the second.
 
  • #10
So skipping the nondimensionalizing, next I am trying to show that for 0 < k < 1 the positive steady state is stable by noting the signs $\frac{dp}{d\tau}$ and $\frac{dh}{d\tau}$.

So the derivatives are

$$
k - 2p - \dfrac{h - p}{(1 + p)^2} \ \text{and} \ \dfrac{dp}{1 + p} - 2dah
$$

I don't get how the derivatives are going to help answer this question. Could it make $k - 2p - \dfrac{h - p}{(1 + p)^2} < 0$?
 
  • #11
The dimensions I know are:

$$
p =\frac{P}{C}, \ k=\frac{K}{C}, \ h=\frac{HB}{C^2}, \ \tau=Crt
$$

That means
$$
a = \frac{AC^2}{B} \ \text{and} \ d = \frac{D}{Cr}
$$

But those wouldn't be dimensionless.

I found the problem. A has to be 1 over population. I am still not sure of D though.
 
Last edited:
  • #12
dwsmith said:
This a plankton herbivore model.

The dimensionalized model is

$\displaystyle
\frac{dP}{dt} = rP\left[(K-P)-\frac{BH}{C+P}\right], \quad \frac{dH}{dt} = DH\left[\frac{P}{C+P} - AH\right]
$

where $r$, $K$, $A$, $B$, $C$, and $H$ are positive constants.

The dimensions of K, P, B, H, C have to be population (that is the only way I can see it to make since) then we have pop^2 - pop^2.

Then D or A has to be (pop)^{-1}.

I am trying to nondimensionalize to

$\displaystyle
\frac{dp}{d\tau} = p\left[(k-p) - \frac{h}{1+p}\right], \quad \frac{dh}{d\tau} = dh\left[\frac{p}{1+p} -ah\right]$

I am not sure what is a good starting point. I need a hint on one dimensionless unit.

How can I find the a,k parameter plane so I can answer:
Hence show that in the a,k parameter plane a necessary condition for a periodic solution to exist is that a,k lie in the domain bounded by a = 0 and $a=4(k-1)/(k+1)^3$. Hence show that if a < 4/27 there is a window of values of k where periodic solutions are possible.
 

FAQ: Modeling Plankton Herbivory Dynamics

What is the purpose of modeling plankton herbivory dynamics?

The purpose of modeling plankton herbivory dynamics is to understand the relationship between plankton and herbivores in an aquatic ecosystem. This type of modeling can help scientists predict how changes in plankton populations may affect the overall health and balance of the ecosystem.

What factors are typically considered when modeling plankton herbivory dynamics?

Factors that are typically considered when modeling plankton herbivory dynamics include the abundance of plankton and herbivores, their growth and mortality rates, and their interactions with other organisms in the ecosystem. Other factors such as nutrient availability and environmental conditions may also be taken into account.

How is data collected for modeling plankton herbivory dynamics?

Data for modeling plankton herbivory dynamics can be collected through various methods, such as field observations, experiments, and remote sensing. Field observations involve directly observing and measuring plankton and herbivore populations in their natural environment. Experiments may be conducted in a controlled setting to manipulate certain variables and observe their effects on plankton and herbivore dynamics. Remote sensing involves using satellite or aerial imagery to gather data on plankton and herbivore distribution and abundance.

What are the benefits of modeling plankton herbivory dynamics?

Modeling plankton herbivory dynamics can provide valuable insights into the functioning of aquatic ecosystems and how they may be affected by various factors. It can also help identify potential threats to the ecosystem and inform management and conservation efforts. Additionally, this type of modeling can aid in predicting the impacts of climate change and other human activities on plankton and herbivore populations.

How accurate are models of plankton herbivory dynamics?

The accuracy of models of plankton herbivory dynamics depends on the quality and quantity of data used to develop the model, as well as the assumptions and parameters chosen by the scientist. Models may be more accurate if they are regularly updated with new data and validated against real-world observations. However, it is important to keep in mind that models are simplifications of complex systems and may not always accurately reflect reality.

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