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Newton's Method for Root Extraction

Mathematics · FE Reference Handbook section

Mathematics
6 formulas
10 exam-style examples
~57 min
All Mathematics lectures

Handbook notes for this section

Definitions and conditions exactly as the handbook states them.

  • The initial estimate of the root a0 must be near enough to the actual root to cause the algorithm to converge to the root.

Core formulas for this FE topic

Definitions, applicability, units, assumptions and worked examples for each relation.

Worked exam-style examples

The four ways this section is written on the real exam — thoughts first, then equations, then substitution.

Example 1
Roots of a quadratic equation — solve for root — Newton's Method for Root Extraction

A student finds the roots of a quadratic characteristic equation. Given leading coefficient (a) = 1.3000; linear coefficient (b) = 9.0000; constant term (c) = 0.3000, determine the root (x).

Given

  • leadingcoefficient(a)=1.3000leading coefficient (a) = 1.3000
  • linearcoefficient(b)=9.0000linear coefficient (b) = 9.0000
  • constantterm(c)=0.3000constant term (c) = 0.3000

Find

root (x)

Start with the thinking

  • The governing relation printed in this handbook section is Roots of a quadratic equation.
  • Everything except x is given, so isolate x symbolically first — never rearrange after the numbers are in.
  • Tabulate each given with its unit and confirm the units are consistent with the relation before substituting.
  • Finding the roots of a quadratic equation ax^2+bx+c=0 uses the quadratic root formula.

Step-by-step solution

  1. Step 1 — State the governing relation:

    x=−b+b2−4ac2ax = \dfrac{-b + \sqrt{b^2 - 4 a c}}{2 a}
  2. Step 2 — Rearrange symbolically for x:

    x=−b+b2−4ac2ax = \dfrac{-b + \sqrt{b^2 - 4 a c}}{2 a}
  3. Step 3 — List the givens: leading coefficient (a) = 1.3000, linear coefficient (b) = 9.0000, constant term (c) = 0.3000.

  4. Step 4 — Substitute the given values:

    x=−9.0000+9.00002−41.30000.300021.3000x = \dfrac{-9.0000 + \sqrt{9.0000^2 - 4 1.3000 0.3000}}{2 1.3000}
  5. Step 5 — Evaluate:

    x=−0.0335x = -0.0335
  6. Step 6 — Check: returning x = -0.0335 to

    x=−b+b2−4ac2ax = \dfrac{-b + \sqrt{b^2 - 4 a c}}{2 a}

    reproduces the given quantities, and both sides carry the same units.

Answer:
x=−0.0335x = -0.0335

Why the other options are there

  • -0.0670 — kept a factor of two that cancels in the correct rearrangement.
  • -0.0167 — dropped that same factor in the other direction.
  • -0.0368 — rounded an intermediate value before the final step.

Reference: FE Handbook — Quadratic Equation Roots

Example 2
Newton's method for root extraction — solve for next estimate — Newton's Method for Root Extraction (2)

A student applies Newton's method for root extraction to a nonlinear equation. Given current estimate (xn) = 1.8000; function value f(xn) (fxn) = 7.7000; derivative value f'(xn) (fpxn) = 14.7000, determine the next estimate (xn1).

Given

  • currentestimate(xn)=1.8000current estimate (xn) = 1.8000
  • functionvaluef(xn)(fxn)=7.7000function value f(xn) (fxn) = 7.7000
  • derivativevaluef′(xn)(fpxn)=14.7000derivative value f'(xn) (fpxn) = 14.7000

Find

next estimate (xn1)

Start with the thinking

  • The governing relation printed in this handbook section is Newton's method for root extraction.
  • Everything except xn1 is given, so isolate xn1 symbolically first — never rearrange after the numbers are in.
  • Tabulate each given with its unit and confirm the units are consistent with the relation before substituting.
  • Newton's method for root extraction improves an estimate xn to xn+1 using the function and its derivative.
xyNewton's method root iteration

Figure 2 — schematic for Newton's method for root extraction — solve for next estimate — Newton's Method for Root Extraction (2)

Step-by-step solution

  1. Step 1 — State the governing relation:

    xn+1=xn−f(xn)f′(xn)x_{n+1} = x_n - \dfrac{f(x_n)}{f'(x_n)}
  2. Step 2 — Rearrange symbolically for xn1:

    xn1=xn−f(xn)f′(xn)xn_{1} = x_n - \dfrac{f(x_n)}{f'(x_n)}
  3. Step 3 — List the givens: current estimate (xn) = 1.8000, function value f(xn) (fxn) = 7.7000, derivative value f'(xn) (fpxn) = 14.7000.

  4. Step 4 — Substitute the given values:

    xn1=xn−f(xn)f′(xn)xn_{1} = x_n - \dfrac{f(x_n)}{f'(x_n)}
  5. Step 5 — Evaluate:

    xn1=1.2762xn_{1} = 1.2762
  6. Step 6 — Check: returning xn1 = 1.2762 to

    xn+1=xn−f(xn)f′(xn)x_{n+1} = x_n - \dfrac{f(x_n)}{f'(x_n)}

    reproduces the given quantities, and both sides carry the same units.

Answer:
xn1=1.2762xn_{1} = 1.2762

Why the other options are there

  • 2.5524 — kept a factor of two that cancels in the correct rearrangement.
  • 0.6381 — dropped that same factor in the other direction.
  • 1.4038 — rounded an intermediate value before the final step.

Reference: FE Handbook — Newton's Method for Root Extraction

Example 3
Roots of a quadratic equation — solve for constant term — Newton's Method for Root Extraction (3)

An engineer solves for the roots of a quadratic polynomial model. Given leading coefficient (a) = 1.3000; linear coefficient (b) = 6.7000; root (x) = -2.9000, determine the constant term (c).

Given

  • leadingcoefficient(a)=1.3000leading coefficient (a) = 1.3000
  • linearcoefficient(b)=6.7000linear coefficient (b) = 6.7000
  • root(x)=−2.9000root (x) = -2.9000

Find

constant term (c)

Start with the thinking

  • The governing relation printed in this handbook section is Roots of a quadratic equation.
  • Everything except c is given, so isolate c symbolically first — never rearrange after the numbers are in.
  • Tabulate each given with its unit and confirm the units are consistent with the relation before substituting.
  • Finding the roots of a quadratic equation ax^2+bx+c=0 uses the quadratic root formula.

Step-by-step solution

  1. Step 1 — State the governing relation:

    x=−b+b2−4ac2ax = \dfrac{-b + \sqrt{b^2 - 4 a c}}{2 a}
  2. Step 2 — Rearrange symbolically for c:

    c=−ax2−bxc = -a x^2 - b x
  3. Step 3 — List the givens: leading coefficient (a) = 1.3000, linear coefficient (b) = 6.7000, root (x) = -2.9000.

  4. Step 4 — Substitute the given values:

    c=−1.3000−2.90002−6.7000−2.9000c = -1.3000 -2.9000^2 - 6.7000 -2.9000
  5. Step 5 — Evaluate:

    c=8.4970c = 8.4970
  6. Step 6 — Check: returning c = 8.4970 to

    x=−b+b2−4ac2ax = \dfrac{-b + \sqrt{b^2 - 4 a c}}{2 a}

    reproduces the given quantities, and both sides carry the same units.

Answer:
c=8.4970c = 8.4970

Why the other options are there

  • 16.9940 — kept a factor of two that cancels in the correct rearrangement.
  • 4.2485 — dropped that same factor in the other direction.
  • 9.3467 — rounded an intermediate value before the final step.

Reference: FE Handbook — Quadratic Equation Roots

Example 4
Newton's method for root extraction — solve for function value f(xn) — Newton's Method for Root Extraction (4)

Newton's method converges toward the root of a polynomial after successive iterations. Given current estimate (xn) = 2.0000; derivative value f'(xn) (fpxn) = 3.2000; next estimate (xn1) = 1.8200, determine the function value f(xn) (fxn).

Given

  • currentestimate(xn)=2.0000current estimate (xn) = 2.0000
  • derivativevaluef′(xn)(fpxn)=3.2000derivative value f'(xn) (fpxn) = 3.2000
  • nextestimate(xn1)=1.8200next estimate (xn_{1}) = 1.8200

Find

function value f(xn) (fxn)

Start with the thinking

  • The governing relation printed in this handbook section is Newton's method for root extraction.
  • Everything except fxn is given, so isolate fxn symbolically first — never rearrange after the numbers are in.
  • Tabulate each given with its unit and confirm the units are consistent with the relation before substituting.
  • Newton's method for root extraction improves an estimate xn to xn+1 using the function and its derivative.
xyNewton's method root iteration

Figure 4 — schematic for Newton's method for root extraction — solve for function value f(xn) — Newton's Method for Root Extraction (4)

Step-by-step solution

  1. Step 1 — State the governing relation:

    xn+1=xn−f(xn)f′(xn)x_{n+1} = x_n - \dfrac{f(x_n)}{f'(x_n)}
  2. Step 2 — Rearrange symbolically for fxn:

    fxn=(xn−xn+1)f′(xn)fxn = (x_n - x_{n+1}) f'(x_n)
  3. Step 3 — List the givens: current estimate (xn) = 2.0000, derivative value f'(xn) (fpxn) = 3.2000, next estimate (xn1) = 1.8200.

  4. Step 4 — Substitute the given values:

    fxn=(xn−xn+1)f′(xn)fxn = (x_n - x_{n+1}) f'(x_n)
  5. Step 5 — Evaluate:

    fxn=0.5760fxn = 0.5760
  6. Step 6 — Check: returning fxn = 0.5760 to

    xn+1=xn−f(xn)f′(xn)x_{n+1} = x_n - \dfrac{f(x_n)}{f'(x_n)}

    reproduces the given quantities, and both sides carry the same units.

Answer:
fxn=0.5760fxn = 0.5760

Why the other options are there

  • 1.1520 — kept a factor of two that cancels in the correct rearrangement.
  • 0.2880 — dropped that same factor in the other direction.
  • 0.6336 — rounded an intermediate value before the final step.

Reference: FE Handbook — Newton's Method for Root Extraction

Example 5
Roots of a quadratic equation — solve for linear coefficient — Newton's Method for Root Extraction (5)

A root of the quadratic equation is back-substituted to check the solution. Given leading coefficient (a) = 1.6000; constant term (c) = 1.9000; root (x) = -3.2000, determine the linear coefficient (b).

Given

  • leadingcoefficient(a)=1.6000leading coefficient (a) = 1.6000
  • constantterm(c)=1.9000constant term (c) = 1.9000
  • root(x)=−3.2000root (x) = -3.2000

Find

linear coefficient (b)

Start with the thinking

  • The governing relation printed in this handbook section is Roots of a quadratic equation.
  • Everything except b is given, so isolate b symbolically first — never rearrange after the numbers are in.
  • Tabulate each given with its unit and confirm the units are consistent with the relation before substituting.
  • Finding the roots of a quadratic equation ax^2+bx+c=0 uses the quadratic root formula.

Step-by-step solution

  1. Step 1 — State the governing relation:

    x=−b+b2−4ac2ax = \dfrac{-b + \sqrt{b^2 - 4 a c}}{2 a}
  2. Step 2 — Rearrange symbolically for b:

    b=−ax2+cxb = -\dfrac{a x^2 + c}{x}
  3. Step 3 — List the givens: leading coefficient (a) = 1.6000, constant term (c) = 1.9000, root (x) = -3.2000.

  4. Step 4 — Substitute the given values:

    b=−1.6000−3.20002+1.9000−3.2000b = -\dfrac{1.6000 -3.2000^2 + 1.9000}{-3.2000}
  5. Step 5 — Evaluate:

    b=5.7138b = 5.7138
  6. Step 6 — Check: returning b = 5.7138 to

    x=−b+b2−4ac2ax = \dfrac{-b + \sqrt{b^2 - 4 a c}}{2 a}

    reproduces the given quantities, and both sides carry the same units.

Answer:
b=5.7138b = 5.7138

Why the other options are there

  • 11.4275 — kept a factor of two that cancels in the correct rearrangement.
  • 2.8569 — dropped that same factor in the other direction.
  • 6.2851 — rounded an intermediate value before the final step.

Reference: FE Handbook — Quadratic Equation Roots

Example 6
Newton's method for root extraction — solve for derivative value f'(xn) — Newton's Method for Root Extraction (6)

An engineer performs one iteration of Newton's method to refine a root estimate. Given current estimate (xn) = 4.0000; function value f(xn) (fxn) = 7.7000; next estimate (xn1) = 1.0000, determine the derivative value f'(xn) (fpxn).

Given

  • currentestimate(xn)=4.0000current estimate (xn) = 4.0000
  • functionvaluef(xn)(fxn)=7.7000function value f(xn) (fxn) = 7.7000
  • nextestimate(xn1)=1.0000next estimate (xn_{1}) = 1.0000

Find

derivative value f'(xn) (fpxn)

Start with the thinking

  • The governing relation printed in this handbook section is Newton's method for root extraction.
  • Everything except fpxn is given, so isolate fpxn symbolically first — never rearrange after the numbers are in.
  • Tabulate each given with its unit and confirm the units are consistent with the relation before substituting.
  • Newton's method for root extraction improves an estimate xn to xn+1 using the function and its derivative.
xyNewton's method root iteration

Figure 6 — schematic for Newton's method for root extraction — solve for derivative value f'(xn) — Newton's Method for Root Extraction (6)

Step-by-step solution

  1. Step 1 — State the governing relation:

    xn+1=xn−f(xn)f′(xn)x_{n+1} = x_n - \dfrac{f(x_n)}{f'(x_n)}
  2. Step 2 — Rearrange symbolically for fpxn:

    fpxn=f(xn)xn−xn+1fpxn = \dfrac{f(x_n)}{x_n - x_{n+1}}
  3. Step 3 — List the givens: current estimate (xn) = 4.0000, function value f(xn) (fxn) = 7.7000, next estimate (xn1) = 1.0000.

  4. Step 4 — Substitute the given values:

    fpxn=f(xn)xn−xn+1fpxn = \dfrac{f(x_n)}{x_n - x_{n+1}}
  5. Step 5 — Evaluate:

    fpxn=2.5667fpxn = 2.5667
  6. Step 6 — Check: returning fpxn = 2.5667 to

    xn+1=xn−f(xn)f′(xn)x_{n+1} = x_n - \dfrac{f(x_n)}{f'(x_n)}

    reproduces the given quantities, and both sides carry the same units.

Answer:
fpxn=2.5667fpxn = 2.5667

Why the other options are there

  • 5.1333 — kept a factor of two that cancels in the correct rearrangement.
  • 1.2833 — dropped that same factor in the other direction.
  • 2.8233 — rounded an intermediate value before the final step.

Reference: FE Handbook — Newton's Method for Root Extraction

Example 7
Roots of a quadratic equation — solve for root (case 2) — Newton's Method for Root Extraction (7)

A student finds the roots of a quadratic characteristic equation. Given leading coefficient (a) = 2.9000; linear coefficient (b) = 5.1000; constant term (c) = 1.2000, determine the root (x).

Given

  • leadingcoefficient(a)=2.9000leading coefficient (a) = 2.9000
  • linearcoefficient(b)=5.1000linear coefficient (b) = 5.1000
  • constantterm(c)=1.2000constant term (c) = 1.2000

Find

root (x)

Start with the thinking

  • The governing relation printed in this handbook section is Roots of a quadratic equation.
  • Everything except x is given, so isolate x symbolically first — never rearrange after the numbers are in.
  • Tabulate each given with its unit and confirm the units are consistent with the relation before substituting.
  • Finding the roots of a quadratic equation ax^2+bx+c=0 uses the quadratic root formula.

Step-by-step solution

  1. Step 1 — State the governing relation:

    x=−b+b2−4ac2ax = \dfrac{-b + \sqrt{b^2 - 4 a c}}{2 a}
  2. Step 2 — Rearrange symbolically for x:

    x=−b+b2−4ac2ax = \dfrac{-b + \sqrt{b^2 - 4 a c}}{2 a}
  3. Step 3 — List the givens: leading coefficient (a) = 2.9000, linear coefficient (b) = 5.1000, constant term (c) = 1.2000.

  4. Step 4 — Substitute the given values:

    x=−5.1000+5.10002−42.90001.200022.9000x = \dfrac{-5.1000 + \sqrt{5.1000^2 - 4 2.9000 1.2000}}{2 2.9000}
  5. Step 5 — Evaluate:

    x=−0.2798x = -0.2798
  6. Step 6 — Check: returning x = -0.2798 to

    x=−b+b2−4ac2ax = \dfrac{-b + \sqrt{b^2 - 4 a c}}{2 a}

    reproduces the given quantities, and both sides carry the same units.

Answer:
x=−0.2798x = -0.2798

Why the other options are there

  • -0.5596 — kept a factor of two that cancels in the correct rearrangement.
  • -0.1399 — dropped that same factor in the other direction.
  • -0.3078 — rounded an intermediate value before the final step.

Reference: FE Handbook — Quadratic Equation Roots

Example 8
Newton's method for root extraction — solve for next estimate (case 2) — Newton's Method for Root Extraction (8)

A student applies Newton's method for root extraction to a nonlinear equation. Given current estimate (xn) = 4.5000; function value f(xn) (fxn) = 14.9000; derivative value f'(xn) (fpxn) = 7.7000, determine the next estimate (xn1).

Given

  • currentestimate(xn)=4.5000current estimate (xn) = 4.5000
  • functionvaluef(xn)(fxn)=14.9000function value f(xn) (fxn) = 14.9000
  • derivativevaluef′(xn)(fpxn)=7.7000derivative value f'(xn) (fpxn) = 7.7000

Find

next estimate (xn1)

Start with the thinking

  • The governing relation printed in this handbook section is Newton's method for root extraction.
  • Everything except xn1 is given, so isolate xn1 symbolically first — never rearrange after the numbers are in.
  • Tabulate each given with its unit and confirm the units are consistent with the relation before substituting.
  • Newton's method for root extraction improves an estimate xn to xn+1 using the function and its derivative.
xyNewton's method root iteration

Figure 8 — schematic for Newton's method for root extraction — solve for next estimate (case 2) — Newton's Method for Root Extraction (8)

Step-by-step solution

  1. Step 1 — State the governing relation:

    xn+1=xn−f(xn)f′(xn)x_{n+1} = x_n - \dfrac{f(x_n)}{f'(x_n)}
  2. Step 2 — Rearrange symbolically for xn1:

    xn1=xn−f(xn)f′(xn)xn_{1} = x_n - \dfrac{f(x_n)}{f'(x_n)}
  3. Step 3 — List the givens: current estimate (xn) = 4.5000, function value f(xn) (fxn) = 14.9000, derivative value f'(xn) (fpxn) = 7.7000.

  4. Step 4 — Substitute the given values:

    xn1=xn−f(xn)f′(xn)xn_{1} = x_n - \dfrac{f(x_n)}{f'(x_n)}
  5. Step 5 — Evaluate:

    xn1=2.5649xn_{1} = 2.5649
  6. Step 6 — Check: returning xn1 = 2.5649 to

    xn+1=xn−f(xn)f′(xn)x_{n+1} = x_n - \dfrac{f(x_n)}{f'(x_n)}

    reproduces the given quantities, and both sides carry the same units.

Answer:
xn1=2.5649xn_{1} = 2.5649

Why the other options are there

  • 5.1299 — kept a factor of two that cancels in the correct rearrangement.
  • 1.2825 — dropped that same factor in the other direction.
  • 2.8214 — rounded an intermediate value before the final step.

Reference: FE Handbook — Newton's Method for Root Extraction

Example 9
Roots of a quadratic equation — solve for constant term (case 2) — Newton's Method for Root Extraction (9)

An engineer solves for the roots of a quadratic polynomial model. Given leading coefficient (a) = 1.9000; linear coefficient (b) = 7.8000; root (x) = -7.5500, determine the constant term (c).

Given

  • leadingcoefficient(a)=1.9000leading coefficient (a) = 1.9000
  • linearcoefficient(b)=7.8000linear coefficient (b) = 7.8000
  • root(x)=−7.5500root (x) = -7.5500

Find

constant term (c)

Start with the thinking

  • The governing relation printed in this handbook section is Roots of a quadratic equation.
  • Everything except c is given, so isolate c symbolically first — never rearrange after the numbers are in.
  • Tabulate each given with its unit and confirm the units are consistent with the relation before substituting.
  • Finding the roots of a quadratic equation ax^2+bx+c=0 uses the quadratic root formula.

Step-by-step solution

  1. Step 1 — State the governing relation:

    x=−b+b2−4ac2ax = \dfrac{-b + \sqrt{b^2 - 4 a c}}{2 a}
  2. Step 2 — Rearrange symbolically for c:

    c=−ax2−bxc = -a x^2 - b x
  3. Step 3 — List the givens: leading coefficient (a) = 1.9000, linear coefficient (b) = 7.8000, root (x) = -7.5500.

  4. Step 4 — Substitute the given values:

    c=−1.9000−7.55002−7.8000−7.5500c = -1.9000 -7.5500^2 - 7.8000 -7.5500
  5. Step 5 — Evaluate:

    c=−49.4147c = -49.4147
  6. Step 6 — Check: returning c = -49.4147 to

    x=−b+b2−4ac2ax = \dfrac{-b + \sqrt{b^2 - 4 a c}}{2 a}

    reproduces the given quantities, and both sides carry the same units.

Answer:
c=−49.4147c = -49.4147

Why the other options are there

  • -98.8295 — kept a factor of two that cancels in the correct rearrangement.
  • -24.7074 — dropped that same factor in the other direction.
  • -54.3562 — rounded an intermediate value before the final step.

Reference: FE Handbook — Quadratic Equation Roots

Example 10
Newton's method for root extraction — solve for function value f(xn) (case 2) — Newton's Method for Root Extraction (10)

Newton's method converges toward the root of a polynomial after successive iterations. Given current estimate (xn) = 4.3000; derivative value f'(xn) (fpxn) = 6.6000; next estimate (xn1) = 4.1500, determine the function value f(xn) (fxn).

Given

  • currentestimate(xn)=4.3000current estimate (xn) = 4.3000
  • derivativevaluef′(xn)(fpxn)=6.6000derivative value f'(xn) (fpxn) = 6.6000
  • nextestimate(xn1)=4.1500next estimate (xn_{1}) = 4.1500

Find

function value f(xn) (fxn)

Start with the thinking

  • The governing relation printed in this handbook section is Newton's method for root extraction.
  • Everything except fxn is given, so isolate fxn symbolically first — never rearrange after the numbers are in.
  • Tabulate each given with its unit and confirm the units are consistent with the relation before substituting.
  • Newton's method for root extraction improves an estimate xn to xn+1 using the function and its derivative.
xyNewton's method root iteration

Figure 10 — schematic for Newton's method for root extraction — solve for function value f(xn) (case 2) — Newton's Method for Root Extraction (10)

Step-by-step solution

  1. Step 1 — State the governing relation:

    xn+1=xn−f(xn)f′(xn)x_{n+1} = x_n - \dfrac{f(x_n)}{f'(x_n)}
  2. Step 2 — Rearrange symbolically for fxn:

    fxn=(xn−xn+1)f′(xn)fxn = (x_n - x_{n+1}) f'(x_n)
  3. Step 3 — List the givens: current estimate (xn) = 4.3000, derivative value f'(xn) (fpxn) = 6.6000, next estimate (xn1) = 4.1500.

  4. Step 4 — Substitute the given values:

    fxn=(xn−xn+1)f′(xn)fxn = (x_n - x_{n+1}) f'(x_n)
  5. Step 5 — Evaluate:

    fxn=0.9900fxn = 0.9900
  6. Step 6 — Check: returning fxn = 0.9900 to

    xn+1=xn−f(xn)f′(xn)x_{n+1} = x_n - \dfrac{f(x_n)}{f'(x_n)}

    reproduces the given quantities, and both sides carry the same units.

Answer:
fxn=0.9900fxn = 0.9900

Why the other options are there

  • 1.9800 — kept a factor of two that cancels in the correct rearrangement.
  • 0.4950 — dropped that same factor in the other direction.
  • 1.0890 — rounded an intermediate value before the final step.

Reference: FE Handbook — Newton's Method for Root Extraction

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