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Differential Equations

AP Calculus AB Topic 7 5:24 English narration · English + 中文 subtitles burned in

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Many real situations are described not by a formula, but by a rate. 许多真实情境不是用公式描述的,而是用变化率来描述。
A population grows faster when it is larger. 人口越多,增长得越快。
A hot drink cools faster when it is hotter. 热饮越烫,冷却得越快。
An equation that links a quantity to its own rate of change is called a differential equation. 把一个量和它自身的变化率联系起来的方程,叫做微分方程。
The most famous one says: the rate of change is proportional to the size. 最著名的一个说:变化率与这个量的大小成正比。
Solving it tells us how the quantity behaves over time. 解出它,就能知道这个量随时间如何变化。
Today we model with differential equations — read them from slope fields, and solve them by separating the variables. 今天我们用微分方程来建模——从斜率场中读出它们,并通过分离变量来求解。
Let's begin. 让我们开始吧。
First, translating words into an equation. 首先,把文字翻译成方程。
"The rate of change of y is proportional to y" becomes d y d t equals k y. "y 的变化率与 y 成正比"就变成 d y d t 等于 k y。
A solution is a function that makes the equation true — and you can verify one by differentiating it and substituting back. 解是一个使方程成立的函数——你可以通过求导并代回去来验证它。
Notice something important: a differential equation usually has infinitely many solutions — a whole family of curves, differing by a constant. 注意一件重要的事:微分方程通常有无穷多个解——一整族曲线,彼此相差一个常数。
A slope field turns the equation into a picture. 斜率场把方程变成一幅图。
At each point on the grid, we draw a tiny segment whose slope is the derivative, evaluated right there. 在网格上的每一点,我们画一小段线段, 它的斜率就是导数在那一点的取值。
We never solve anything — yet the shape of every solution appears. 我们什么都没有解——但每一个解的形状都显现出来了。
A solution curve simply threads through the field, staying tangent to the segments as it goes. 一条解曲线只是穿行在这个场中,一路保持与那些线段相切。
So how do you use one in the exam? 那么考试里怎么用它呢?
You are given a slope field and a starting point. 题目会给你一个斜率场和一个起点。
Put your pencil at that point, and follow the segments — always staying tangent to them. 把笔尖放在那一点, 沿着线段走——始终与它们保持相切。
That traces the particular solution through that point. 这就画出了经过该点的特解。
You can also read behaviour straight off the picture: where the segments are flat, the solution is momentarily level; where they steepen, it climbs or falls faster. 你也可以直接从图上读出行为:线段平坦的地方,解暂时是水平的; 线段变陡的地方,它上升或下降得更快。
Now let's actually solve one. 现在我们真正来解一个。
The main method is separation of variables. 主要方法是分离变量法。
It works when the derivative factors into a function of x, times a function of y. 当导数能分解成 x 的函数乘以 y 的函数时,它就适用。
Move every y to one side, and every x to the other. 把每一个 y 移到一边,每一个 x 移到另一边。
Then integrate both sides. 然后对两边积分。
Add the constant of integration just once. 积分常数只加一次。
That gives the general solution — the whole family at once. 这就给出了通解——一次得到整族解。
Let's do one. 我们来做一个。
Solve: the derivative of y with respect to x equals x times y, with y equal to two when x is zero. 解:y 对 x 的导数等于 x 乘以 y,且当 x 为零时 y 等于二。
Separate: d y over y, equals x d x. 分离:y 分之 d y,等于 x d x。
Integrate both sides: the natural log of y equals x squared over two, plus C. 对两边积分:y 的自然对数等于 二分之 x 平方,加 C。
Take exponentials, and y equals A times e to the x squared over two. 取指数,得到 y 等于 A 乘以 e 的 二分之 x 平方 次方。
Now use the initial condition — at x equals zero, y is two, so A is two. 现在用初始条件—— 当 x 等于零时 y 是二,所以 A 是二。
The particular solution is two e to the x squared over two. 特解就是 二 e 的 二分之 x 平方 次方。
Watch for domain restrictions: keep the branch that contains the initial point. 还要注意定义域限制:保留包含初始点的那一支。
One model matters more than any other. 有一个模型比其他任何模型都重要。
When the rate of change is proportional to the amount — the derivative equals k times y — the solution is exponential: y equals y-nought, times e to the k t. 当变化率与这个量的大小成正比时—— 导数等于 k 乘以 y——解就是指数形式:y 等于 y 零,乘以 e 的 k t 次方。
Here y-nought is the starting amount. 这里 y 零是初始量。
If k is positive you get growth; if k is negative, you get decay. 如果 k 为正,就得到增长;如果 k 为负,就得到衰减。
This single equation models populations, radioactive decay, and cooling drinks. 这一个方程就能刻画人口、放射性衰变,以及饮料的冷却。
Here is decay in action. 来看衰减的实际例子。
A sample starts at fifty grams, and decays at a rate of minus zero point one times its amount, per year. 一个样品从五十克开始,以每年负零点一乘以其自身量的速率衰减。
So y equals fifty, e to the minus zero point one t. 于是 y 等于五十,乘以 e 的 负零点一 t 次方。
After ten years, that is fifty over e — about eighteen point four grams. 十年后,那就是 e 分之五十—— 大约十八点四克。
And the half-life? 那半衰期呢?
Set the amount to twenty-five and solve: the half-life is the natural log of two, divided by zero point one — about six point nine years. 把量设为二十五并求解:半衰期等于二的自然对数, 除以零点一——大约六点九年。
Notice it does not depend on the starting amount at all. 注意它完全不依赖于初始量。
A follow-up part often asks for the second derivative of an exponential model, and it looks harder than it is. 后续小问经常会问指数模型的二阶导数,它看起来比实际难。
Start from d y d t equals k y, and differentiate the whole equation again: d two y d t squared equals k times d y d t. 从 d y d t 等于 k y 出发, 把整个方程再求一次导:d 二 y d t 平方 等于 k 乘以 d y d t。
Now substitute the original equation back in, because d y d t is k y. 现在把原方程代回去, 因为 d y d t 就是 k y。
So the second derivative is k squared y. 所以二阶导数是 k 平方 乘以 y。
Notice what that tells you: k squared is positive, so for a positive quantity the curve is always concave up, whether k means growth or decay. 注意它告诉你什么:k 平方为正, 所以对于一个正的量,曲线总是上凹的,无论 k 表示增长还是衰减。
The rate of growth is itself growing. 增长的速率本身也在增长。
Before you go, three marks to keep. 结束之前,三个要守住的分。
First, for a separable equation, get all the y's on one side and all the x's on the other, then integrate both sides — and add the constant just once. 第一,对可分离的方程,把所有 y 移到一边,所有 x 移到另一边, 再对两边积分——常数只加一次。
Second, use the initial condition to pin down that constant, which gives the particular solution. 第二,用初始条件定出那个常数,就得到特解。
Third, in a slope field, a solution curve follows the segments, staying tangent. 第三,在斜率场里,解曲线沿着线段走,始终相切。
Remember: a differential equation gives you the slope — you must integrate to recover the function. 记住:微分方程给你的是斜率—— 你必须积分才能还原出函数。

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