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Model with differential equations

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52769712
A large tank initially contains pure water. Starting at \(t=0\), dye enters the tank at a constant rate of \(15\,\text{g/min}\). At the same time, dye leaves through an overflow at a continuous rate equal to \(2.5\%\) of the amount \(m(t)\) in the tank per minute. a) Write a differential equation for the mass of dye \(m(t)\), where \(t\) is measured in minutes and \(m(t)\) in grams. b) Find \(m(t)\). c) Find the mass of dye after \(1\) hour. d) Find the long-term limiting mass of dye.

Hints

- Write the net rate as inflow minus outflow. - The initial amount is zero because the tank begins with pure water. - Find the equilibrium amount by setting the derivative equal to zero. - Examine the exponential term as time becomes large.

Solution

1. The rate of change equals the constant inflow minus the proportional outflow: \(m'(t)=15-0.025m(t)\), with \(m(0)=0\). 2. At equilibrium, \(15-0.025S=0\), so \(S=600\). The solution satisfying \(m(0)=0\) is \(m(t)=600(1-e^{-0.025t})\). 3. After \(60\) minutes, \(m(60)=600(1-e^{-1.5})\approx 466.12\,\text{g}\). 4. As \(t\to\infty\), \(e^{-0.025t}\to 0\), so \(m(t)\to 600\,\text{g}\).

Answer

a) \(m'(t)=15-0.025m(t)\), with \(m(0)=0\) b) \(m(t)=600(1-e^{-0.025t})\) c) \(m(60)\approx 466.12\,\text{g}\) d) \(600\,\text{g}\)
53003812
A laboratory studies the growth of a bacterial culture in a petri dish. The function \(m(t)\) gives the mass of the culture in grams, where \(t\) is measured in hours. a) What are the units of \(m'(t)\) and \(m''(t)\)? Explain what each derivative means in the growth process. b) During the early growth phase, the model \(m'(t)=km(t)\), where \(k>0\), is often used. Explain the biological assumption represented by this equation. c) Later, the culture approaches a carrying capacity. In a typical logistic model, \(m''(t)\) changes sign at a time when \(m''(t)=0\). Explain the significance of this time. d) Why can the model \(m'(t)=km(t)\) not describe the bacterial mass accurately over a long period?

Hints

- What happens to units when a quantity is differentiated with respect to time? - What would it mean if twice as much bacterial mass produced twice as much new mass? - What happens to the slope of a curve at a logistic inflection point? - Can a culture in a closed dish grow exponentially forever?

Solution

1. Since mass is measured in grams and time in hours, \(m'(t)\) has units \(\frac{\text{g}}{\text{h}}\) and represents the instantaneous growth rate. The second derivative \(m''(t)\) has units \(\frac{\text{g}}{\text{h}^2}\) and represents how the growth rate changes over time. 2. The equation \(m'(t)=km(t)\) states that the growth rate is proportional to the current mass. Biologically, it assumes that each bacterium contributes to reproduction at a constant average rate, producing unrestricted exponential growth. 3. A sign change in \(m''(t)\) identifies an inflection point. At this time, \(m'(t)\) reaches its maximum, so the culture is growing as rapidly as possible before its growth rate begins to decrease. 4. Exponential growth assumes unlimited resources. In a petri dish, limited space and nutrients and the accumulation of waste eventually slow and stop growth.

Answer

a) \(m'(t)\) has units \(\frac{\text{g}}{\text{h}}\) and is the growth rate. \(m''(t)\) has units \(\frac{\text{g}}{\text{h}^2}\) and is the rate of change of the growth rate. b) The growth rate is proportional to the current bacterial mass. c) It is the time of maximum growth rate, where growth changes from accelerating to slowing. d) Real cultures have limited space and nutrients, so unrestricted exponential growth cannot continue indefinitely.
52769812
At the beginning of an observation, a lake contains \(50\,\text{kg}\) of a dissolved pollutant. An additional \(20\,\text{kg}\) enters each day. At the same time, the pollutant is removed at a continuous rate equal to \(8\%\) of the amount \(P(t)\) in the lake per day. a) Write a differential equation for \(P(t)\), where \(t\) is measured in days. b) Find the amount of pollutant after \(10\) days. c) Environmental guidelines require the long-term pollutant amount to remain below \(300\,\text{kg}\). Determine whether the current rates satisfy this requirement. d) What is the greatest allowable daily inflow if the long-term amount must not exceed \(200\,\text{kg}\)?

Hints

- Write the net change as inflow minus removal. - Find the equilibrium amount from the differential equation. - The long-term value is the equilibrium amount. - For part d), express the equilibrium in terms of the unknown inflow.

Solution

1. The net rate is inflow minus proportional removal: \(P'(t)=20-0.08P(t)\), with \(P(0)=50\). 2. The equilibrium amount is \(S=\frac{20}{0.08}=250\). Therefore, \(P(t)=250+(50-250)e^{-0.08t}=250-200e^{-0.08t}\). 3. \(P(10)=250-200e^{-0.8}\approx 160.13\,\text{kg}\). 4. The long-term amount is \(250\,\text{kg}\), which is below \(300\,\text{kg}\), so the requirement is satisfied. 5. If the inflow is \(Z\,\text{kg/day}\), the equilibrium amount is \(\frac{Z}{0.08}\). Requiring \(\frac{Z}{0.08}\le 200\) gives \(Z\le 16\).

Answer

a) \(P'(t)=20-0.08P(t)\), with \(P(0)=50\) b) \(P(10)\approx 160.13\,\text{kg}\) c) Yes; the long-term amount is \(250\,\text{kg}\). d) At most \(16\,\text{kg/day}\)

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