Differentiation of Exponential and Logarithmic Functions | 指数函数与对数函数求导

📚 Differentiation of Exponential and Logarithmic Functions | 指数函数与对数函数求导

In Edexcel A-Level Mathematics, mastering the differentiation of exponential and logarithmic functions is crucial for tackling a wide range of Pure topics, from modelling growth and decay to solving intricate calculus problems. These functions have unique derivative properties that form the backbone of advanced integration and differential equations. This article unpacks the core rules, demonstrates their application with chain, product, and quotient rules, and provides exam-style practice to solidify understanding.

在 Edexcel A-Level 数学中,掌握指数函数和对数函数的微分对于解决从建模增长衰减到复杂微积分问题等各种纯数专题至关重要。这两类函数具有独特的导数性质,是进阶积分和微分方程的基础。本文将拆解核心法则,展示它们与链式法则、乘积法则和商法则的结合应用,并提供真题式练习以巩固理解。


1. The Derivative of eˣ | eˣ 的导数

The exponential function f(x) = eˣ is unique because its derivative is exactly itself. For any real number x, d/dx (eˣ) = eˣ. This property makes eˣ the most important base in calculus and underpins all differentiation and integration involving exponential functions.

指数函数 f(x) = eˣ 的特点在于其导数等于它自身。对任意实数 x,d/dx (eˣ) = eˣ。这一性质使 eˣ 成为微积分中最重要的底数,并支撑起所有涉及指数函数的微积分和积分运算。


2. The Derivative of aˣ | aˣ 的导数

When the base is a constant a > 0 and a ≠ 1, the derivative of aˣ is not simply itself but includes a factor of ln a. The rule is d/dx (aˣ) = aˣ ln a. This can be derived by rewriting aˣ as e^(x ln a) and applying the chain rule, which confirms the appearance of the natural logarithm of the base.

当底数为常数 a > 0 且 a ≠ 1 时,aˣ 的导数并非简单等于自身,而是会多出一个 ln a 因子。法则为 d/dx (aˣ) = aˣ ln a。这一公式可以通过将 aˣ 写为 e^(x ln a) 并应用链式法则推导出来,从而证实底数的自然对数会出现在结果中。


3. The Derivative of ln x | ln x 的导数

The derivative of the natural logarithm function is d/dx (ln x) = 1/x, for x > 0. This neatly complements the integral ∫ (1/x) dx = ln |x| + C. The restriction x > 0 is important because the domain of ln x is only positive real numbers.

自然对数函数的导数为 d/dx (ln x) = 1/x,适用于 x > 0。这与积分 ∫ (1/x) dx = ln |x| + C 形成了完美的互补。x > 0 的限制非常关键,因为 ln x 的定义域仅为正实数。


4. The Derivative of logₐ x | logₐ x 的导数

For a logarithm with an arbitrary base a, the derivative is d/dx (logₐ x) = 1 / (x ln a), where a > 0, a ≠ 1, and x > 0. This is derived using the change-of-base formula logₐ x = (ln x) / (ln a), then differentiating 1 / ln a times 1/x. The ln a term in the denominator makes the derivative smaller than 1/x when a > e and larger when 1 < a < e.

对于任意底数 a 的对数函数,其导数为 d/dx (logₐ x) = 1 / (x ln a),其中 a > 0, a ≠ 1, 且 x > 0。这一公式可通过换底公式 logₐ x = (ln x) / (ln a) 推导,然后对 (1 / ln a) 乘以 1/x 求导得到。分母中的 ln a 使得当 a > e 时导数值小于 1/x,而当 1 < a < e 时导数大于 1/x。


5. Differentiating Exponential Functions with Chain Rule | 结合链式法则求导指数函数

When the exponent itself is a function of x, the chain rule must be applied. For e^(f(x)), the derivative is e^(f(x)) * f ‘(x). For a^(f(x)), it becomes a^(f(x)) * ln a * f ‘(x). A common example is d/dx e^(2x) = 2 e^(2x).

当指数自身是 x 的函数时,必须使用链式法则。对于 e^(f(x)),导数为 e^(f(x)) · f ‘(x);对于 a^(f(x)),导数为 a^(f(x)) · ln a · f ‘(x)。常见例子如 d/dx e^(2x) = 2 e^(2x)。

Similarly, d/dx (e^(3x² + 1)) = 6x e^(3x² + 1). This pattern appears frequently in integration by substitution and solving differential equations, so it is vital to recognise the factor picking up the inner derivative.

同理,d/dx (e^(3x² + 1)) = 6x e^(3x² + 1)。这种模式在代入积分法和求解微分方程中频繁出现,因此识别出内部函数的导数因子至关重要。


6. Differentiating Logarithmic Functions with Chain Rule | 结合链式法则求导对数函数

For ln(f(x)), the derivative is f ‘(x) / f(x). If the argument is a function like ln(3x + 5), then d/dx ln(3x + 5) = 3 / (3x + 5). For logₐ(f(x)), the formula becomes f ‘(x) / (f(x) ln a).

对于 ln(f(x)),导数为 f ‘(x) / f(x)。如果真数是函数,比如 ln(3x + 5),则 d/dx ln(3x + 5) = 3 / (3x + 5)。对于 logₐ(f(x)),公式变为 f ‘(x) / (f(x) ln a)。

This ‘function over inside’ pattern helps solve rates of change problems where logarithmic scaling is involved, such as in chemistry (pH) or economics (elasticity).

这种“外部导数除以内部函数”的模式有助于求解涉及对数标度的变化率问题,例如化学中的 pH 值或经济学中的弹性问题。


7. Product Rule with Exponentials | 指数函数的乘积法则

When two functions involving exponentials are multiplied, the product rule is used: if y = u v then dy/dx = u dv/dx + v du/dx. For instance, differentiate y = x eˣ. Let u = x, v = eˣ, then u’ = 1, v’ = eˣ. So dy/dx = x·eˣ + eˣ·1 = eˣ (x + 1).

当两个含指数函数的乘积时,需要使用乘积法则:若 y = u v,则 dy/dx = u dv/dx + v du/dx。例如求 y = x eˣ 的导数。设 u = x, v = eˣ,则 u’ = 1, v’ = eˣ。因此 dy/dx = x·eˣ + eˣ·1 = eˣ (x + 1)。

Another example: y = eˣ sin x gives dy/dx = eˣ sin x + eˣ cos x = eˣ (sin x + cos x). These combinations often appear in questions that lead to second-order differential equations.

另一个例子:y = eˣ sin x 的导数为 dy/dx = eˣ sin x + eˣ cos x = eˣ (sin x + cos x)。这类组合常出现在涉及二阶微分方程的题目中。


8. Quotient Rule with Logarithms | 对数函数的商法则

The quotient rule is necessary when differentiating a fraction where the numerator or denominator contains logarithms. If y = u / v, then dy/dx = (v du/dx – u dv/dx) / v². For y = ln x / x, let u = ln x, v = x, so u’ = 1/x, v’ = 1. Then dy/dx = (x·(1/x) – ln x·1) / x² = (1 – ln x) / x².

当分数的分子或分母包含对数时,需使用商法则。若 y = u / v,则 dy/dx = (v du/dx – u dv/dx) / v²。对于 y = ln x / x,设 u = ln x, v = x,则 u’ = 1/x, v’ = 1。于是 dy/dx = (x·(1/x) – ln x·1) / x² = (1 – ln x) / x²。

This type of derivative is essential for finding stationary points of functions that combine algebraic and logarithmic components, a popular exam topic.

这类导数对于寻找结合代数与对数成分的函数的驻点至关重要,是一个热门考题。


9. Exponential Growth and Decay Problems | 指数增长与衰减问题

Exponential functions model real-world processes where the rate of change is proportional to the current quantity. If P = P₀ e^(kt), then dP/dt = kP₀ e^(kt) = kP. For growth (k > 0) or decay (k < 0), the derivative shows the instantaneous rate of increase or decline.

指数函数可模拟现实世界中变化率与当前数量成正比的许多过程。若 P = P₀ e^(kt),则 dP/dt = kP₀ e^(kt) = kP。对于增长 (k > 0) 或衰减 (k < 0),导数展示了瞬间增长或衰减的速率。

In exam questions, students are often asked to find the value of k from given data, then use differentiation to find the rate of change at a specific time. This ties together logarithms, exponentials, and differentiation in a contextual setting.

考试中常要求学生根据给定数据求出 k 值,然后利用微分求出某一特定时刻的变化率。这将对数、指数和微分紧密结合在一个实际情境中。


10. Common Mistakes and Tips | 常见错误与技巧

  • Forgetting the ln a factor when differentiating aˣ. Remember: d/dx (2ˣ) = 2ˣ ln 2, not 2ˣ. 错误:微分 aˣ 时忘记乘以 ln a。记住 d/dx (2ˣ) = 2ˣ ln 2,而非 2ˣ。
  • Misapplying the chain rule with e^(f(x)): the derivative is e^(f(x)) * f ‘(x), not f ‘(x) e^(x). 错误:对 e^(f(x)) 误用链式法则,正确导数是 e^(f(x)) · f ‘(x),而非 f ‘(x) eˣ。
  • Domain neglect: differentiating ln x assumes x > 0; if x might be negative, use ln |x| after integration but differentiation of ln|x| still gives 1/x for x ≠ 0. 错误:忽略定义域,微分 ln x 时假定 x > 0;若 x 可能为负,积分时需用 ln |x|,但微分 ln|x| 在 x ≠ 0 时仍为 1/x。
  • Using product rule for eˣ times a function is straightforward because the derivative of eˣ is eˣ, reducing algebraic work. 技巧:eˣ 与函数相乘使用乘积法则时,因为 eˣ 的导数仍是 eˣ,代数运算得以简化。
  • Logarithmic differentiation: for functions of the form y = xˣ, take ln both sides to get ln y = x ln x, then differentiate implicitly. 技巧:对数微分法,对于 y = xˣ 这种形式,两边取对数得 ln y = x ln x,再隐式求导。

11. Exam-style Question Walkthrough | 真题演练

Question: Differentiate y = e^(2x) ln(3x). Find dy/dx, simplifying your answer.

题目:求 y = e^(2x) ln(3x) 的导数,并化简结果。

Solution: This is a product of two functions, so use the product rule. Let u = e^(2x) and v = ln(3x). Then u’ = 2e^(2x) (by chain rule) and v’ = 1/x (since d/dx ln(3x) = 3/(3x) = 1/x). Now dy/dx = u v’ + v u’ = e^(2x) * (1/x) + ln(3x) * 2e^(2x) = e^(2x) (1/x + 2 ln(3x)). The answer is acceptable in this form or as e^(2x)(1 + 2x ln(3x))/x.

解答:这是两个函数的乘积,使用乘积法则。设 u = e^(2x),v = ln(3x)。则 u’ = 2e^(2x)(链式法则),v’ = 1/x(因为 d/dx ln(3x) = 3/(3x) = 1/x)。于是 dy/dx = u v’ + v u’ = e^(2x)·(1/x) + ln(3x)·2e^(2x) = e^(2x)(1/x + 2 ln(3x))。答案可以此形式或 e^(2x)(1 + 2x ln(3x))/x 呈现。


12. Summary and Key Formulae | 总结与关键公式

The differentiation of exponential and logarithmic functions follows a concise set of rules that reappear across the A-Level syllabus. Memorise these and practise their application in mixed differentiation problems, including implicit and parametric equations.

指数函数与对数函数的微分遵循一套简明的规则,这些规则贯穿于 A-Level 课程的始终。请熟记并在混合微分题中练习应用,包括隐式方程和参数方程。

Function Derivative
eˣ eˣ
e^(f(x)) e^(f(x)) · f ‘(x)
aˣ (a > 0) aˣ ln a
a^(f(x)) a^(f(x)) · ln a · f ‘(x)
ln x 1/x
ln(f(x)) f ‘(x) / f(x)
logₐ x 1 / (x ln a)
logₐ(f(x)) f ‘(x) / (f(x) ln a)

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