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91Ó°ÊÓ

If a population grows according to \(P(t)=\) \(P_{0} e^{k t}\) and if the population at time \(T\) is \(P_{1}\), then show that $$T=\frac{1}{k} \ln \frac{P_{1}}{P_{0}}$$

Short Answer

Expert verified
The formula is derived as \(T = \frac{1}{k} \ln \left( \frac{P_{1}}{P_{0}} \right)\).

Step by step solution

01

Write the Given Equation

The given equation for population growth is \(P(t) = P_{0} e^{kt}\), where \(P(t)\) is the population at time \(t\), \(P_{0}\) is the initial population, and \(k\) is the growth constant.
02

Substitute Known Values

Given that the population at time \(T\) is \(P_{1}\), we substitute \(T\) and \(P_{1}\) into the equation, resulting in \(P_{1} = P_{0} e^{kT}\).
03

Isolate the Exponential Term

To isolate the exponential term, divide both sides of the equation by \(P_{0}\) to get \(\frac{P_{1}}{P_{0}} = e^{kT}\).
04

Take the Natural Logarithm

Apply the natural logarithm on both sides to eliminate the exponential function, resulting in \(\ln \left( \frac{P_{1}}{P_{0}} \right) = kT\).
05

Solve for T

Rearrange the equation to solve for \(T\). Divide both sides by \(k\) to get \(T = \frac{1}{k} \ln \left( \frac{P_{1}}{P_{0}} \right)\).

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Key Concepts

These are the key concepts you need to understand to accurately answer the question.

Understanding Population Dynamics
Population dynamics is the study of how populations change over time, and how these changes are influenced by natural and human-made factors. This field is crucial in biology, ecology, and resource management, among other disciplines. The focus is often on birth rates, death rates, immigration, and emigration, which together determine the size and growth of a population.

When considering population growth, we typically describe the change in the number of individuals of a species in a certain area, as time progresses. A common model used is exponential growth, which assumes that the rate of change of the population size is proportional to the current size of the population. This results in the population growing rapidly without bounds.
  • Positive growth occurs when birth rates and immigration exceed death rates and emigration.
  • Negative growth occurs if death rates and emigration surpass births and immigration.
The population model given in the problem, \(P(t) = P_{0} e^{kt}\), is a typical mathematical representation of such exponential growth in population dynamics.
Fundamentals of Mathematical Modeling
Mathematical modeling involves creating a mathematical representation of a real-world situation to predict and understand complex phenomena. It is a simplified way to describe how systems behave, using equations that reflect relationships between variables. In population dynamics, models can simulate the population's fate under various scenarios.

Here, in the exercise, the population model \(P(t) = P_{0} e^{kt}\) is used. This equation captures the essence of exponential growth, where:
  • \(P_{0}\) is the initial population size.
  • \(k\) is the growth constant that represents the relative growth rate.
  • \(t\) denotes time that has passed.
The great thing about using a model is the ability to make predictions, such as determining the time it takes for the population to grow from \(P_{0}\) to \(P_{1}\), as shown when solving for \(T\) in \(T = \frac{1}{k} \ln \frac{P_{1}}{P_{0}}\). This highlights the practicality and relevance of mathematical modeling in population dynamics.
Introducing Natural Logarithms
Natural logarithms are a special type of logarithm where the base is the constant \(e\), approximately equal to 2.718. The natural logarithm function, often written as \(\ln(x)\), is the inverse operation of the exponential function with base \(e\). This means that if \(y = e^x\), then \(x = \ln(y)\).

In the original step-by-step solution, the natural logarithm is used as a mathematical tool to solve for time \(T\) in the population growth equation. By applying the natural logarithm to both sides of the rearranged equation \(\frac{P_{1}}{P_{0}} = e^{kT}\), we obtain:
\[\ln \left( \frac{P_{1}}{P_{0}} \right) = kT\]
This step is crucial because it allows us to eliminate the exponential function and directly relate \(kT\) to a linear expression. Eventually, rearranging this simplifies finding \(T\) as \(T = \frac{1}{k} \ln \left( \frac{P_{1}}{P_{0}} \right)\). This illustrates how natural logarithms are essential for solving equations involving exponential growth, making them a fundamental concept in calculus and mathematical modeling.

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