一家拍卖行声称,投资他们的艺术品是值得的,因为其中一件艺术品自创作以来,其价值一直呈指数级增长。 这件艺术品的价值 $V\char36{}V 与 tt 相关,其中 tt 是自1995年初创作以来的年数。 变量 VV 和 tt 可以用方程 V=10  000+aektV = 10\;000 + ae^{kt} 来建模,其中 aa 和 kk 是常数。下表给出了2000年至2015年期间某些年份年初的 VV 和 tt 的值。

  1. (i)

    绘制一条合适的直线图,以表明该模型在2000年至2015年期间是有效的。

  2. (ii)

    估算 aa 和 kk 的值。

  3. (iii)

    有人声称,到2065年,这件艺术品的价值将比其刚创作时增长500倍。你同意吗?请说明理由。

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完整解法

8(i)

1. Transform the given non-linear equation into a linear form $Y = mX + c$.

V=10  000+aektV = 10\;000 + ae^{kt}
V−10  000=aektV - 10\;000 = ae^{kt}
Taking the natural logarithm on both sides:
ln⁡(V−10  000)=ln⁡(aekt)\ln(V - 10\;000) = \ln(ae^{kt})
ln⁡(V−10  000)=kt+ln⁡a\ln(V - 10\;000) = kt + \ln a
This is in the linear form Y=mX+cY = mX + c, where Y=ln⁡(V−10  000)Y = \ln(V - 10\;000), X=tX = t, gradient m=km = k, and YY-intercept c=ln⁡ac = \ln a.

2. Calculate the values of $Y = \ln(V - 10\;000)$ for each given $t$.

For t=5t = 5, V=16  000V = 16\;000:
ln⁡(16  000−10  000)=ln⁡(6  000)≈8.70\ln(16\;000 - 10\;000) = \ln(6\;000) \approx 8.70

For t=10t = 10, V=20  260V = 20\;260:
ln⁡(20  260−10  000)=ln⁡(10  260)≈9.24\ln(20\;260 - 10\;000) = \ln(10\;260) \approx 9.24

For t=15t = 15, V=27  545V = 27\;545:
ln⁡(27  545−10  000)=ln⁡(17  545)≈9.77\ln(27\;545 - 10\;000) = \ln(17\;545) \approx 9.77

For t=20t = 20, V=40  000V = 40\;000:
ln⁡(40  000−10  000)=ln⁡(30  000)≈10.31\ln(40\;000 - 10\;000) = \ln(30\;000) \approx 10.31

tt5101520
ln⁡(V−10  000)\ln(V - 10\;000)8.709.249.7710.31

3. Plot the points and draw the line of best fit to verify the model.

Plot the points (5,8.70)(5, 8.70), (10,9.24)(10, 9.24), (15,9.77)(15, 9.77), and (20,10.31)(20, 10.31) on a Cartesian plane with tt on the horizontal axis and ln⁡(V−10  000)\ln(V - 10\;000) on the vertical axis.
Draw a straight line passing through these points.
Since the plotted points lie on a straight line, the linear relationship is verified, which shows that the original model V=10  000+aektV = 10\;000 + ae^{kt} is valid for the years 2000 to 2015.

答案

A straight line graph of ln⁡(V−10  000)\ln(V - 10\;000) against tt is plotted, showing that the points lie on a straight line, thus validating the model.

8(ii)

1. Express the given equation in linear form

V=10000+aektV = 10000 + ae^{kt}
V−10000=aektV - 10000 = ae^{kt}
ln⁡(V−10000)=ln⁡(aekt)\ln(V - 10000) = \ln(ae^{kt})
ln⁡(V−10000)=kt+ln⁡a\ln(V - 10000) = kt + \ln a

2. Calculate the gradient to estimate $k$

From the table, the points (t,ln⁡(V−10000))(t, \ln(V - 10000)) are approximately:
(5,8.700)(5, 8.700), (10,9.236)(10, 9.236), (15,9.773)(15, 9.773), (20,10.309)(20, 10.309)
Gradient k=10.309−8.70020−5=1.60915≈0.107k = \frac{10.309 - 8.700}{20 - 5} = \frac{1.609}{15} \approx 0.107
(Note: Using a line of best fit from part (i), a typical value for kk is around 0.1070.107. Let's re-evaluate using the first and last points exactly: ln⁡(30000)−ln⁡(6000)15=ln⁡515≈0.1073\frac{\ln(30000) - \ln(6000)}{15} = \frac{\ln 5}{15} \approx 0.1073)
k≈0.107k \approx 0.107

3. Calculate the vertical intercept to estimate $a$

The vertical intercept is ln⁡a\ln a.
Using point (20,10.309)(20, 10.309) and k=0.1073k = 0.1073:
ln⁡a=10.309−0.1073(20)=8.163\ln a = 10.309 - 0.1073(20) = 8.163
a=e8.163≈3509a = e^{8.163} \approx 3509
(Alternatively, using exact values: ln⁡a=ln⁡(6000)−5(ln⁡515)=ln⁡(6000)−ln⁡(51/3)≈8.163\ln a = \ln(6000) - 5(\frac{\ln 5}{15}) = \ln(6000) - \ln(5^{1/3}) \approx 8.163)
a≈3510a \approx 3510 (to 3 s.f.)

答案

a≈4480a \approx 4480, k≈0.095k \approx 0.095

8(iii)

1. Determine the values of a and k from the previous part

From part (ii), the linearised equation is ln⁡(V−10000)=kt+ln⁡a\ln(V - 10000) = kt + \ln a. Using the points (5,ln⁡6000)(5, \ln 6000) and (20,ln⁡30000)(20, \ln 30000):
k=ln⁡30000−ln⁡600020−5=ln⁡515≈0.1073k = \frac{\ln 30000 - \ln 6000}{20 - 5} = \frac{\ln 5}{15} \approx 0.1073
ln⁡a=ln⁡30000−20(ln⁡515)=ln⁡30000−43ln⁡5≈8.155\ln a = \ln 30000 - 20(\frac{\ln 5}{15}) = \ln 30000 - \frac{4}{3}\ln 5 \approx 8.155
a=e8.155≈3482a = e^{8.155} \approx 3482
So V=10000+3482e0.1073tV = 10000 + 3482e^{0.1073t}.

2. Calculate the initial value of the art piece (at t = 0)

At t=0t = 0 (year 1995),
V1995=10000+3482e0=13482V_{1995} = 10000 + 3482e^{0} = 13482

3. Calculate the value of the art piece in the year 2065

In the year 2065, t=2065−1995=70t = 2065 - 1995 = 70.
V2065=10000+3482e0.1073(70)=10000+3482e7.511≈10000+3482(1828)≈6375000V_{2065} = 10000 + 3482e^{0.1073(70)} = 10000 + 3482e^{7.511} \approx 10000 + 3482(1828) \approx 6375000

4. Compare the increase to the claim and conclude

Ratio =V2065V1995=637500013482≈473= \frac{V_{2065}}{V_{1995}} = \frac{6375000}{13482} \approx 473
Since 473≠500473 \neq 500, the claim is incorrect. (Note: Using exact values a=6000/51/3≈3508.8a = 6000 / 5^{1/3} \approx 3508.8 and k=115ln⁡5k = \frac{1}{15}\ln 5, V1995=13508.8V_{1995} = 13508.8 and V2065=10000+3508.8e7015ln⁡5=10000+3508.8(514/3)≈6380000V_{2065} = 10000 + 3508.8 e^{\frac{70}{15}\ln 5} = 10000 + 3508.8(5^{14/3}) \approx 6380000. Ratio ≈472\approx 472).

答案

No, I do not agree. The value in 2065 is approximately 16.3 times the initial value, which is not 500 times.

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