Question

Difficulty: HardExtrapolation and Trend Prediction

A student investigated the electrical properties of a negative temperature coefficient (NTC) thermistor. The thermistor was placed in a temperature-controlled water bath, and its electrical resistance, RR (in kilohms, kΩ\text{k}\Omega), was measured at various temperatures, TT (in degrees Celsius, C^\circ\text{C}). The data from this experiment are presented in the table below.

Temperature (TT, C^\circ\text{C})Resistance (RR, kΩ\text{k}\Omega)
1048.0
3024.0
5012.0
706.0

Based on the trend shown in the table, what is the predicted electrical resistance, in kΩ\text{k}\Omega, of the thermistor at a temperature of 110C110^\circ\text{C}?

Answer: 1.5 k\Omega

Answer

The predicted electrical resistance of the thermistor at 110C110^\circ\text{C} is 1.5 kΩ1.5\text{ k}\Omega.
The correct calculation identifies that the resistance decreases by a factor of 2 for every 20C20^\circ\text{C} increase in temperature. Following this exponential trend, the resistance at 90C90^\circ\text{C} is 3.0 kΩ3.0\text{ k}\Omega, and at 110C110^\circ\text{C} it is half of that, which equals 1.5 kΩ1.5\text{ k}\Omega.

Step-by-Step Solution

1
Analyze the pattern of temperature changes in the table.
The temperature increments are constant at ΔT=20C\Delta T = 20^\circ\text{C} (e.g., 3010=20C30 - 10 = 20^\circ\text{C}, 5030=20C50 - 30 = 20^\circ\text{C}, 7050=20C70 - 50 = 20^\circ\text{C}).
Establishing a constant independent variable interval simplifies trend extrapolation.
2
Analyze the corresponding ratio of resistance values at each temperature step.
At each interval, the resistance value is divided by 2: 24.048.0=0.5\frac{24.0}{48.0} = 0.5, 12.024.0=0.5\frac{12.0}{24.0} = 0.5, and 6.012.0=0.5\frac{6.0}{12.0} = 0.5. This indicates a non-linear, exponential decay trend.
Determining the mathematical relationship allows for precise calculation of values outside the dataset range.
3
Extrapolate the trend to 90C90^\circ\text{C} by applying the factor of 0.50.5 to the resistance at 70C70^\circ\text{C}.
R(90C)=R(70C)×0.5=6.0×0.5=3.0 kΩR(90^\circ\text{C}) = R(70^\circ\text{C}) \times 0.5 = 6.0 \times 0.5 = 3.0\text{ k}\Omega.
Since 90C90^\circ\text{C} is exactly 20C20^\circ\text{C} above 70C70^\circ\text{C}, the pattern dictates that the resistance halves.
4
Extrapolate the trend further to 110C110^\circ\text{C} by applying the factor of 0.50.5 to the resistance at 90C90^\circ\text{C}.
R(110C)=R(90C)×0.5=3.0×0.5=1.5 kΩR(110^\circ\text{C}) = R(90^\circ\text{C}) \times 0.5 = 3.0 \times 0.5 = 1.5\text{ k}\Omega.
Since 110C110^\circ\text{C} is exactly 20C20^\circ\text{C} above 90C90^\circ\text{C}, the resistance halves once more.

Key Concept

Extrapolating non-linear (exponential) relationships by identifying constant ratios over equal intervals of the independent variable.
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