Reduction to $Y = mX + c$, Best Fit Line & Constants
Linear Law converts non-linear experimental curves into straight lines. Master the algebraic transformation into $Y = mX + c$, plotting best-fit lines with balanced residual points, computing gradient and $Y$-intercept without reading data points off the line, and deducing experimental constants.
1. Classic Non-Linear to Linear Transformation Table
| Non-Linear Form | Algebraic Manipulation | Linear Form ($Y = mX + c$) | $Y$-axis | $X$-axis | Gradient ($m$) | $Y$-Intercept ($c$) |
|---|---|---|---|---|---|---|
| $y = ax^2 + bx$ | Divide by $x$ | $\frac{y}{x} = ax + b$ | $\frac{y}{x}$ | $x$ | $a$ | $b$ |
| $y = \frac{a}{x} + b$ | Multiply by $x$ | $xy = bx + a$ | $xy$ | $x$ | $b$ | $a$ |
| $y = ax^b$ | Apply $\log_{10}$ to both sides | $\log y = b\log x + \log a$ | $\log_{10} y$ | $\log_{10} x$ | $b$ | $\log_{10} a$ |
| $y = ab^x$ | Apply $\log_{10}$ to both sides | $\log y = (\log b)x + \log a$ | $\log_{10} y$ | $x$ | $\log_{10} b$ | $\log_{10} a$ |
| $\frac{p}{y} - \frac{q}{x} = 1$ | Rearrange for $\frac{1}{y}$ | $\frac{1}{y} = \frac{q}{p}\left(\frac{1}{x}\right) + \frac{1}{p}$ | $\frac{1}{y}$ | $\frac{1}{x}$ | $\frac{q}{p}$ | $\frac{1}{p}$ |
2. SPM Examiner Pitfalls in Linear Law
SPM marking schemes award ZERO marks for gradient calculation if you use data points directly from the original table! You MUST pick two points directly located on your drawn line of best fit that are far apart (with coordinates clearly indicated).
If the $Y$-intercept is $c = 1.30$, and $c = \log_{10} a$, then $a = 10^{1.30} \approx 19.95$. Stating $a = 1.30$ loses the final answer mark!
Always use standard multiples: $1, 2, 4, 5, 10, 20$. Never use odd increments like 3 or 7 per $2\text{ cm}$, which violates the SPM graphing scale rule and penalizes plotting marks.
3. Full 10-Mark SPM Paper 2 Section B Model Worked Example
| x | 1.0 | 2.0 | 3.0 | 4.0 | 5.0 |
|---|---|---|---|---|---|
| y | 14.0 | 10.0 | 9.3 | 9.5 | 10.2 |
(a) Plot $xy$ against $x^2$, using a scale of $2\text{ cm to } 5\text{ units}$ on the $x^2$-axis and $2\text{ cm to } 10\text{ units}$ on the $xy$-axis. Hence, draw the line of best fit. [5 marks]
(b) Using the graph in (a), find the value of:
(i) $p$ and $q$. [3 marks]
(ii) The value of $y$ when $x = 3.5$. [2 marks]