| Exam Board | Edexcel |
|---|---|
| Module | C34 (Core Mathematics 3 & 4) |
| Year | 2019 |
| Session | January |
| Marks | 10 |
| Paper | Download PDF ↗ |
| Mark scheme | Download PDF ↗ |
| Topic | Differential equations |
| Type | Logistic/bounded growth |
| Difficulty | Standard +0.3 This is a straightforward logistic growth question requiring standard techniques: substituting initial conditions to find k, solving a logarithmic equation, and differentiating using quotient/chain rule. All steps are routine for C3/C4 level with no novel insight required, making it slightly easier than average. |
| Spec | 1.06a Exponential function: a^x and e^x graphs and properties1.06i Exponential growth/decay: in modelling context1.07r Chain rule: dy/dx = dy/du * du/dx and connected rates |
| END |
| Answer | Marks | Guidance |
|---|---|---|
| Answer/Working | Mark | Guidance |
| \(\frac{240}{1 + ke^{(0)}} = 50 \Rightarrow k = \ldots\) | M1 | Substitutes \(t = 0\) and \(N = 50\) and solves for \(k\) |
| \(k = 3.8 \left(= \frac{19}{5}\right)\) | A1 | cao |
| Answer | Marks | Guidance |
|---|---|---|
| Answer/Working | Mark | Guidance |
| \(100 = \frac{240}{1 + 3.8e^{-\frac{t}{16}}} \Rightarrow 3.8e^{-\frac{t}{16}} = 1.4\) | M1 | Puts \(N = 100\) and solves as far as \(pe^{-\frac{t}{16}} = q\) using correct processing (allow sign/copying/arithmetic slips) |
| \(e^{-\frac{t}{16}} = \frac{7}{19} \Rightarrow -\frac{t}{16} = \ln\left(\frac{7}{19}\right)\) | dM1 | Takes ln's correctly to reach \(\pm\frac{t}{16} = \ln(\alpha)\), \(\alpha > 0\). Dependent on previous M |
| \(t = 16\ln\left(\frac{19}{7}\right)\) or \(-16\ln\left(\frac{7}{19}\right)\) or \(8\ln\left(\frac{361}{49}\right)\) or \(4\ln\left(\frac{130321}{2401}\right)\) etc. | A1 | cao (accept equivalents) or awrt 16 |
| Answer | Marks | Guidance |
|---|---|---|
| Answer/Working | Mark | Guidance |
| \(N = 240\left(1 + ke^{-\frac{t}{16}}\right)^{-1} \Rightarrow \frac{dN}{dt} = Ae^{-\frac{t}{16}}\left(1 + Be^{-\frac{t}{16}}\right)^{-2}\) | M1 | Attempt at differentiating |
| \(\frac{dN}{dt} = -240\left(1 + 3.8e^{-\frac{t}{16}}\right)^{-2} \times -\frac{3.8}{16}e^{-\frac{t}{16}}\) | A1ft | Correct derivative. Follow through their \(k\) or the letter \(k\) |
| \(N = \frac{240}{1+ke^{-\frac{t}{16}}} \Rightarrow 1 + ke^{-\frac{t}{16}} = \frac{240}{N}\) | M1 | Attempt to find \(e^{-\frac{t}{16}}\) or \(ke^{-\frac{t}{16}}\) or \(1 + ke^{-\frac{t}{16}}\) in terms of \(N\) |
| \(\frac{dN}{dt} = \frac{57\left(\frac{240-N}{3.8N}\right)}{\left(\frac{240}{N}\right)^2}\) | M1 | Obtains \(\frac{dN}{dt}\) in terms of \(N\) only (may include \(k\)'s) |
| \(\frac{dN}{dt} = \frac{1}{16}N - \frac{1}{3840}N^2\) | A1 | cao (Allow \(p = 16\), \(q = 3840\)) |
| Answer | Marks | Guidance |
|---|---|---|
| Working | Mark | Guidance |
| \(N = \frac{240}{1+ke^{-t/16}} \Rightarrow ke^{-t/16} = \frac{240}{N}-1\) | Starting point | |
| \(-\frac{k}{16}e^{-t/16}\frac{dt}{dN} = -\frac{240}{N^2}\) or \(-\frac{k}{16}e^{-t/16} = -\frac{240}{N^2}\frac{dN}{dt}\) | M1 | Differentiates to obtain \(Ae^{-t/16}\frac{dt}{dN} = \frac{B}{N^2}\) or \(Ae^{-t/16} = \frac{B}{N^2}\frac{dN}{dt}\) |
| Correct differentiation following through their \(k\) or the letter \(k\) | A1ft | Correct differentiation, follow through their \(k\) or the letter \(k\) |
| \(ke^{-t/16} = \frac{240}{N}-1\), attempt to find \(e^{-t/16}\) or \(ke^{-t/16}\) or \(1+ke^{-t/16}\) in terms of \(N\) | M1 | Note: may be scored by replacing \(1+ke^{-t/16}\) by \(\frac{240}{N}\) |
| \(\frac{dN}{dt} = \frac{\frac{1}{16}\left(\frac{240}{N}-1\right)}{\frac{240}{N^2}}\) | M1 | Obtains \(\frac{dN}{dt}\) in terms of \(N\) only (may include \(k\)'s) |
| \(\frac{dN}{dt} = \frac{1}{16}N - \frac{1}{3840}N^2\) | A1 | Cao (Allow \(p=16\), \(q=3840\)) |
| Answer | Marks | Guidance |
|---|---|---|
| Working | Mark | Guidance |
| \(\frac{k}{16}e^{t/16}\frac{dt}{dN} = -\frac{240}{N^2}\) or equivalent | M1 | Differentiates to obtain \(Ae^{t/16}\frac{dt}{dN} = \frac{B}{N^2}\) or \(Ae^{t/16} = \frac{B}{N^2}\frac{dN}{dt}\) |
| Correct differentiation following through their \(k\) | A1ft | Follow through their \(k\) or the letter \(k\) |
| Attempt to find \(e^{t/16}\) or \(ke^{t/16}\) or \(1+ke^{t/16}\) in terms of \(N\) | M1 | Note: may be scored by replacing \(1+ke^{t/16}\) by \(\frac{240}{N}\) |
| \(\frac{dN}{dt}\) in terms of \(N\) only | M1 | May include \(k\)'s |
| \(\frac{dN}{dt} = -\frac{1}{16}N + \frac{1}{3840}N^2\) | A0 |
| Answer | Marks | Guidance |
|---|---|---|
| Working | Mark | Guidance |
| \(-\frac{t}{16} = \ln\frac{1}{k}\left(\frac{240}{N}-1\right)\), makes \(t\) subject, takes ln's and differentiates using chain rule | M1 | |
| \(\frac{dt}{dN} = -16\left(\frac{N}{240-N}\right)\left(-\frac{240}{N^2}\right)\) | A1ft | Correct differentiation, follow through their \(k\) or the letter \(k\) |
| Attempt to find \(e^{-t/16}\) or \(ke^{-t/16}\) or \(1+ke^{-t/16}\) in terms of \(N\) | M1 | Note: may be scored by replacing \(1+ke^{-t/16}\) by \(\frac{240}{N}\) |
| \(= \frac{3840}{N(240-N)} \Rightarrow \frac{dN}{dt} = \frac{N(240-N)}{3840}\) | M1 | Obtains \(\frac{dN}{dt}\) in terms of \(N\) only (may include \(k\)'s) |
| \(\frac{dN}{dt} = \frac{1}{16}N - \frac{1}{3840}N^2\) | A1 | Cao (Allow \(p=16\), \(q=3840\)) |
| Answer | Marks | Guidance |
|---|---|---|
| Working | Mark | Guidance |
| \(\frac{t}{16} = \ln\frac{1}{k}\left(\frac{240}{N}-1\right)\), makes \(t\) subject | M1 | Takes ln's and differentiates using chain rule |
| \(\frac{dt}{dN} = 16\left(\frac{N}{240-N}\right)\left(-\frac{240}{N^2}\right)\) | A1ft | Correct differentiation, follow through their \(k\) or the letter \(k\) |
| Attempt to find \(e^{t/16}\) or \(ke^{t/16}\) or \(1+ke^{t/16}\) in terms of \(N\) | M1 | May be scored by replacing \(1+ke^{t/16}\) by \(\frac{240}{N}\) |
| \(= \frac{3840}{N(N-240)} \Rightarrow \frac{dN}{dt} = \frac{N(N-240)}{3840}\) | M1 | Obtains \(\frac{dN}{dt}\) in terms of \(N\) only (may include \(k\)'s) |
| \(\frac{dN}{dt} = -\frac{1}{16}N + \frac{1}{3840}N^2\) | A0 |
| Answer | Marks | Guidance |
|---|---|---|
| Working | Mark | Guidance |
| \(\left(1+ke^{-t/16}\right)N = 240 \Rightarrow N\times\left(-\frac{k}{16}e^{-t/16}\right) + \left(1+ke^{-t/16}\right)\frac{dN}{dt} = 0\) | M1 | Multiplies by \(\left(1+ke^{-t/16}\right)\) and differentiates with respect to \(t\) or \(N\) using product rule |
| Correct differentiation following through their \(k\) | A1ft | Follow through their \(k\) or the letter \(k\) |
| Attempt to find \(e^{-t/16}\) or \(ke^{-t/16}\) or \(1+ke^{-t/16}\) in terms of \(N\) | M1 | May be scored by replacing \(1+ke^{-t/16}\) by \(\frac{240}{N}\) |
| \(\frac{dN}{dt} = \frac{N(240-N)}{3840}\) | M1 | Obtains \(\frac{dN}{dt}\) in terms of \(N\) only (may include \(k\)'s) |
| \(\frac{dN}{dt} = \frac{1}{16}N - \frac{1}{3840}N^2\) | A1 | Cao (Allow \(p=16\), \(q=3840\)) |
| Answer | Marks | Guidance |
|---|---|---|
| Working | Mark | Guidance |
| \(\left(1+ke^{t/16}\right)N = 240 \Rightarrow N\times\frac{k}{16}e^{t/16} + \left(1+ke^{t/16}\right)\frac{dN}{dt} = 0\) | M1 | Multiplies by \(\left(1+ke^{t/16}\right)\) and differentiates with respect to \(t\) or \(N\) using product rule |
| Correct differentiation following through their \(k\) | A1ft | Follow through their \(k\) or the letter \(k\) |
| Attempt to find \(e^{t/16}\) or \(ke^{t/16}\) or \(1+ke^{t/16}\) in terms of \(N\) | M1 | May be scored by replacing \(1+ke^{t/16}\) by \(\frac{240}{N}\) |
| \(\frac{dN}{dt} = \frac{N(N-240)}{3840}\) | M1 | Obtains \(\frac{dN}{dt}\) in terms of \(N\) only (may include \(k\)'s) |
| \(\frac{dN}{dt} = -\frac{1}{16}N + \frac{1}{3840}N^2\) | A0 |
## Question 13:
$$N = \frac{240}{1 + ke^{-\frac{t}{16}}}$$
### Part (a):
| Answer/Working | Mark | Guidance |
|---|---|---|
| $\frac{240}{1 + ke^{(0)}} = 50 \Rightarrow k = \ldots$ | M1 | Substitutes $t = 0$ and $N = 50$ and solves for $k$ |
| $k = 3.8 \left(= \frac{19}{5}\right)$ | A1 | cao |
**(2 marks total)**
---
### Part (b):
| Answer/Working | Mark | Guidance |
|---|---|---|
| $100 = \frac{240}{1 + 3.8e^{-\frac{t}{16}}} \Rightarrow 3.8e^{-\frac{t}{16}} = 1.4$ | M1 | Puts $N = 100$ and solves as far as $pe^{-\frac{t}{16}} = q$ using correct processing (allow sign/copying/arithmetic slips) |
| $e^{-\frac{t}{16}} = \frac{7}{19} \Rightarrow -\frac{t}{16} = \ln\left(\frac{7}{19}\right)$ | dM1 | Takes ln's correctly to reach $\pm\frac{t}{16} = \ln(\alpha)$, $\alpha > 0$. Dependent on previous M |
| $t = 16\ln\left(\frac{19}{7}\right)$ or $-16\ln\left(\frac{7}{19}\right)$ or $8\ln\left(\frac{361}{49}\right)$ or $4\ln\left(\frac{130321}{2401}\right)$ etc. | A1 | cao (accept equivalents) or awrt 16 |
**(3 marks total)**
---
### Part (c) — Way 1:
| Answer/Working | Mark | Guidance |
|---|---|---|
| $N = 240\left(1 + ke^{-\frac{t}{16}}\right)^{-1} \Rightarrow \frac{dN}{dt} = Ae^{-\frac{t}{16}}\left(1 + Be^{-\frac{t}{16}}\right)^{-2}$ | M1 | Attempt at differentiating |
| $\frac{dN}{dt} = -240\left(1 + 3.8e^{-\frac{t}{16}}\right)^{-2} \times -\frac{3.8}{16}e^{-\frac{t}{16}}$ | A1ft | Correct derivative. Follow through their $k$ or the letter $k$ |
| $N = \frac{240}{1+ke^{-\frac{t}{16}}} \Rightarrow 1 + ke^{-\frac{t}{16}} = \frac{240}{N}$ | M1 | Attempt to find $e^{-\frac{t}{16}}$ or $ke^{-\frac{t}{16}}$ or $1 + ke^{-\frac{t}{16}}$ in terms of $N$ |
| $\frac{dN}{dt} = \frac{57\left(\frac{240-N}{3.8N}\right)}{\left(\frac{240}{N}\right)^2}$ | M1 | Obtains $\frac{dN}{dt}$ in terms of $N$ only (may include $k$'s) |
| $\frac{dN}{dt} = \frac{1}{16}N - \frac{1}{3840}N^2$ | A1 | cao (Allow $p = 16$, $q = 3840$) |
**(5 marks total)**
# Question (c) – Differential Equation Derivation
## Way 2
| Working | Mark | Guidance |
|---------|------|----------|
| $N = \frac{240}{1+ke^{-t/16}} \Rightarrow ke^{-t/16} = \frac{240}{N}-1$ | | Starting point |
| $-\frac{k}{16}e^{-t/16}\frac{dt}{dN} = -\frac{240}{N^2}$ or $-\frac{k}{16}e^{-t/16} = -\frac{240}{N^2}\frac{dN}{dt}$ | M1 | Differentiates to obtain $Ae^{-t/16}\frac{dt}{dN} = \frac{B}{N^2}$ or $Ae^{-t/16} = \frac{B}{N^2}\frac{dN}{dt}$ |
| Correct differentiation following through their $k$ or the letter $k$ | A1ft | Correct differentiation, follow through their $k$ or the letter $k$ |
| $ke^{-t/16} = \frac{240}{N}-1$, attempt to find $e^{-t/16}$ or $ke^{-t/16}$ or $1+ke^{-t/16}$ in terms of $N$ | M1 | Note: may be scored by replacing $1+ke^{-t/16}$ by $\frac{240}{N}$ |
| $\frac{dN}{dt} = \frac{\frac{1}{16}\left(\frac{240}{N}-1\right)}{\frac{240}{N^2}}$ | M1 | Obtains $\frac{dN}{dt}$ in terms of $N$ only (may include $k$'s) |
| $\frac{dN}{dt} = \frac{1}{16}N - \frac{1}{3840}N^2$ | A1 | Cao (Allow $p=16$, $q=3840$) |
**Total: (5)**
---
## Way 2 mis-read $N = \frac{240}{1+ke^{+t/16}}$ (Max 4/5)
| Working | Mark | Guidance |
|---------|------|----------|
| $\frac{k}{16}e^{t/16}\frac{dt}{dN} = -\frac{240}{N^2}$ or equivalent | M1 | Differentiates to obtain $Ae^{t/16}\frac{dt}{dN} = \frac{B}{N^2}$ or $Ae^{t/16} = \frac{B}{N^2}\frac{dN}{dt}$ |
| Correct differentiation following through their $k$ | A1ft | Follow through their $k$ or the letter $k$ |
| Attempt to find $e^{t/16}$ or $ke^{t/16}$ or $1+ke^{t/16}$ in terms of $N$ | M1 | Note: may be scored by replacing $1+ke^{t/16}$ by $\frac{240}{N}$ |
| $\frac{dN}{dt}$ in terms of $N$ only | M1 | May include $k$'s |
| $\frac{dN}{dt} = -\frac{1}{16}N + \frac{1}{3840}N^2$ | A0 | |
---
## Way 3
| Working | Mark | Guidance |
|---------|------|----------|
| $-\frac{t}{16} = \ln\frac{1}{k}\left(\frac{240}{N}-1\right)$, makes $t$ subject, takes ln's and differentiates using chain rule | M1 | |
| $\frac{dt}{dN} = -16\left(\frac{N}{240-N}\right)\left(-\frac{240}{N^2}\right)$ | A1ft | Correct differentiation, follow through their $k$ or the letter $k$ |
| Attempt to find $e^{-t/16}$ or $ke^{-t/16}$ or $1+ke^{-t/16}$ in terms of $N$ | M1 | Note: may be scored by replacing $1+ke^{-t/16}$ by $\frac{240}{N}$ |
| $= \frac{3840}{N(240-N)} \Rightarrow \frac{dN}{dt} = \frac{N(240-N)}{3840}$ | M1 | Obtains $\frac{dN}{dt}$ in terms of $N$ only (may include $k$'s) |
| $\frac{dN}{dt} = \frac{1}{16}N - \frac{1}{3840}N^2$ | A1 | Cao (Allow $p=16$, $q=3840$) |
---
## Way 3 mis-read $N = \frac{240}{1+ke^{+t/16}}$ (Max 4/5)
| Working | Mark | Guidance |
|---------|------|----------|
| $\frac{t}{16} = \ln\frac{1}{k}\left(\frac{240}{N}-1\right)$, makes $t$ subject | M1 | Takes ln's and differentiates using chain rule |
| $\frac{dt}{dN} = 16\left(\frac{N}{240-N}\right)\left(-\frac{240}{N^2}\right)$ | A1ft | Correct differentiation, follow through their $k$ or the letter $k$ |
| Attempt to find $e^{t/16}$ or $ke^{t/16}$ or $1+ke^{t/16}$ in terms of $N$ | M1 | May be scored by replacing $1+ke^{t/16}$ by $\frac{240}{N}$ |
| $= \frac{3840}{N(N-240)} \Rightarrow \frac{dN}{dt} = \frac{N(N-240)}{3840}$ | M1 | Obtains $\frac{dN}{dt}$ in terms of $N$ only (may include $k$'s) |
| $\frac{dN}{dt} = -\frac{1}{16}N + \frac{1}{3840}N^2$ | A0 | |
---
## Way 4
| Working | Mark | Guidance |
|---------|------|----------|
| $\left(1+ke^{-t/16}\right)N = 240 \Rightarrow N\times\left(-\frac{k}{16}e^{-t/16}\right) + \left(1+ke^{-t/16}\right)\frac{dN}{dt} = 0$ | M1 | Multiplies by $\left(1+ke^{-t/16}\right)$ and differentiates with respect to $t$ or $N$ using product rule |
| Correct differentiation following through their $k$ | A1ft | Follow through their $k$ or the letter $k$ |
| Attempt to find $e^{-t/16}$ or $ke^{-t/16}$ or $1+ke^{-t/16}$ in terms of $N$ | M1 | May be scored by replacing $1+ke^{-t/16}$ by $\frac{240}{N}$ |
| $\frac{dN}{dt} = \frac{N(240-N)}{3840}$ | M1 | Obtains $\frac{dN}{dt}$ in terms of $N$ only (may include $k$'s) |
| $\frac{dN}{dt} = \frac{1}{16}N - \frac{1}{3840}N^2$ | A1 | Cao (Allow $p=16$, $q=3840$) |
---
## Way 4 mis-read $N = \frac{240}{1+ke^{+t/16}}$ (Max 4/5)
| Working | Mark | Guidance |
|---------|------|----------|
| $\left(1+ke^{t/16}\right)N = 240 \Rightarrow N\times\frac{k}{16}e^{t/16} + \left(1+ke^{t/16}\right)\frac{dN}{dt} = 0$ | M1 | Multiplies by $\left(1+ke^{t/16}\right)$ and differentiates with respect to $t$ or $N$ using product rule |
| Correct differentiation following through their $k$ | A1ft | Follow through their $k$ or the letter $k$ |
| Attempt to find $e^{t/16}$ or $ke^{t/16}$ or $1+ke^{t/16}$ in terms of $N$ | M1 | May be scored by replacing $1+ke^{t/16}$ by $\frac{240}{N}$ |
| $\frac{dN}{dt} = \frac{N(N-240)}{3840}$ | M1 | Obtains $\frac{dN}{dt}$ in terms of $N$ only (may include $k$'s) |
| $\frac{dN}{dt} = -\frac{1}{16}N + \frac{1}{3840}N^2$ | A0 | |
13. A scientist is studying a population of insects. The number of insects, $N$, in the population, $t$ days after the start of the study is modelled by the equation
$$N = \frac { 240 } { 1 + k \mathrm { e } ^ { - \frac { t } { 16 } } }$$
where $k$ is a constant.\\
Given that there were 50 insects at the start of the study,
\begin{enumerate}[label=(\alph*)]
\item find the value of $k$
\item use the model to find the value of $t$ when $N = 100$
\item Show that
$$\frac { \mathrm { d } N } { \mathrm {~d} t } = \frac { 1 } { p } N - \frac { 1 } { q } N ^ { 2 }$$
where $p$ and $q$ are integers to be found.\\
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\hfill \mbox{\textit{Edexcel C34 2019 Q13 [10]}}