Problem 93
Question
The monthly average temperatures in a Canadian city are shown in the table. $$\begin{array}{|l|c|c|c|c|c|c|}\hline \text { Month } & 1 & 2 & 3 & 4 & 5 & 6 \\\\\hline \text { Temperature ('F) } & 40 & 43 & 47 & 52 & 59 & 63\end{array}$$ $$\begin{array}{|l|c|c|c|c|c|c|}\hline \text { Month } & 7 & 8 & 9 & 10 & 11 & 12 \\\\\hline \text { Temperature }\left(^{\circ} \mathrm{F}\right) & 68 & 67 & 61 & 54 & 47 & 43\end{array}$$ (a) Plot the average monthly temperature over a 24 -month period by letting \(x=1\) and \(x=13\) correspond to January. (b) Find the constants \(a, b, c,\) and \(d\) so that the function \(f(x)=a \sin [(b(x-c)]+d\) models the data. (c) Graph \(f\) together with the data.
Step-by-Step Solution
Verified Answer
Plot data for two years, determine function constants, model with sinusoidal function, graph both the function and data.
1Step 1: Plot the Temperatures for 24 Months
First, we will visualize the data by plotting the temperatures over a 24-month period. For the months 1 to 12, use the temperatures given directly. For months 13 to 24, reuse the temperatures for January through December (months 1 to 12). Plot each month as a point with the month as the x-coordinate and the temperature as the y-coordinate.
2Step 2: Analyze Data to Determine Sinusoidal Behavior
Examine the plot to see if it exhibits sinusoidal behavior. Notice that the temperatures start low, rise to a maximum in the middle of the year, and then decrease again, which suggests a sinusoidal pattern. Confirm that the data repeats every 12 months, typical of a sinusoidal function.
3Step 3: Identify Parameters for the Sinusoidal Model
Find the values of the constants in the sinusoidal model, \(f(x) = a \, \sin[b(x - c)] + d\). - **Amplitude (\(a\))**: Calculate the amplitude as half the difference between the maximum and minimum temperatures. Here, it's \((68 - 40) / 2 = 14\).- **Vertical Shift (\(d\))**: Find \(d\) as the average of the maximum and minimum temperatures, which is \((68 + 40) / 2 = 54\).- **Period (\(T\))**: Confirm the period is 12 months since the cycle repeats every year. Thus, \(b = \dfrac{2\pi}{T} = \dfrac{2\pi}{12} = \dfrac{\pi}{6}\).- **Horizontal Shift (\(c\))**: Determine \(c\) by finding the month where the temperature reaches its first maximum. From the data, the peak occurs in July (month 7), so adjust the sine function to reflect this shift: \(b(x - c) = \dfrac{\pi}{6}(x - 4)\).
4Step 4: Write the Function
Substitute the calculated constants back into the sinusoidal function: \[f(x) = 14 \, \sin\left(\dfrac{\pi}{6} (x - 4) \right) + 54\] This function should model the periodic temperature fluctuations observed in the data.
5Step 5: Graph the Function and Data
Plot the function \(f(x) = 14 \, \sin\left(\dfrac{\pi}{6} (x - 4) \right) + 54\) on the same graph as the data points for 24 months. Make sure the curve closely follows the plotted points, indicating the model accurately represents the temperature changes throughout the year.
Key Concepts
Graphing FunctionsAmplitude and PeriodTemperature Data Analysis
Graphing Functions
Graphing functions is a powerful way to visualize the behavior of data points and identify patterns within them. In this exercise, the task is to plot monthly average temperatures over a 24-month period. By letting January correspond to both month 1 and month 13, we can create a seamless cycle of temperature data. This approach allows us to better observe the repetition and shape of the temperature changes over time.
Here's what to do:
Here's what to do:
- Start with plotting each month's temperature as a point. Use the month as the x-coordinate and the temperature as the y-coordinate.
- Repeat the temperature values for months 1 to 12 as months 13 to 24, continuing the pattern to cover two full years.
Amplitude and Period
In sinusoidal modeling, amplitude and period are crucial parameters that shape the behavior of the function. These parameters help in closely fitting a sinusoidal model to data like temperature variations. Let's break down what they mean and how you determine them:
Amplitude tells us how far the temperature varies from its central value. To find it, calculate half the distance between the maximum (68°F) and minimum (40°F) temperatures. Hence, the amplitude in our exercise is \(a = \frac{68 - 40}{2} = 14\).
Amplitude tells us how far the temperature varies from its central value. To find it, calculate half the distance between the maximum (68°F) and minimum (40°F) temperatures. Hence, the amplitude in our exercise is \(a = \frac{68 - 40}{2} = 14\).
- The amplitude reflects the energy or the range of the temperature fluctuation.
- A large amplitude indicates a significant seasonal temperature change.
Temperature Data Analysis
Analyzing temperature data to find patterns involves examining how it changes over time and identifying cycles. With sinusoidal modeling, like we've done here, you can see how well this type of function suits cyclical data such as temperatures.
Here's why temperature data analysis is valuable:
Here's why temperature data analysis is valuable:
- It helps in understanding weather and climate trends, which are essential for agriculture, energy management, and daily life planning.
- Temperature analysis using sinusoidal models can predict future temperature patterns based on historical data, aiding preparation for extreme weather conditions.
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