Lagrange Multipliers Calculator
This Lagrange Multipliers Calculator maximizes or minimizes \(f(x, y)\) subject to a constraint \(g(x, y) = k\). It sets up \(\nabla f = \lambda \nabla g\) with the constraint, solves the system, and compares the values step by step.
Step-by-step method
- Set up the objective f and the constraint g = k.
- Find the gradients of f and g.
- Write the Lagrange system grad f = lambda grad g together with the constraint.
- Solve the system for x, y, and lambda.
- Evaluate f at each solution and pick the largest and smallest.
Formula:
Example 1:
Step 1 - Set up the objective f and the constraint g = k.
In this problem: Maximize/minimize \(f = x y\) subject to \(x^{2} + y^{2} = 1\).
Step 2 - Find the gradients of f and g.
In this problem: \(\nabla f = \langle y, x \rangle\), \(\nabla g = \langle 2 x, 2 y \rangle\).
Step 1
Step 1 - Set up the coefficient and the variable part.
In this problem: We are given \(x y\). The constant coefficient is \(y\), and the variable part is \(x\).
Step 2
Step 2 - Write the constant multiple rule formula.
In this problem: The constant multiple rule says a constant coefficient stays outside the derivative.
Step 3
Step 3 - Apply the constant multiple rule.
In this problem: Move the constant coefficient \(y\) outside the derivative and leave \(x\) inside the derivative.
Step 1
Step 1 - Set up the coefficient and the variable part.
In this problem: We are given \(x y\). The constant coefficient is \(x\), and the variable part is \(y\).
Step 2
Step 2 - Write the constant multiple rule formula.
In this problem: The constant multiple rule says a constant coefficient stays outside the derivative.
Step 3
Step 3 - Apply the constant multiple rule.
In this problem: Move the constant coefficient \(x\) outside the derivative and leave \(y\) inside the derivative.
Step 1
Step 1 - Set up the terms in the sum.
In this problem: We are given a sum. The separate terms are \(x^{2}\), \(y^{2}\).
Step 2
Step 2 - Write the sum rule formula.
In this problem: The sum rule says the derivative of a sum is the sum of the derivatives.
Step 3
Step 3 - Split the derivative across the addition signs.
In this problem: Apply the derivative to each separated term.
Step 4a
Step 4a - Differentiate the separated term \(x^{2}\).
In this problem: The separated term is \(x^{2}\). Use the power rule to get its derivative.
Problem
Approach
Step-by-step method
- Set up the problem.
- If a constant coefficient is present, apply the constant multiple rule first.
- Write the power rule formula.
- Substitute the exponent into the power rule.
- Solve and simplify.
Step 1
Step 1 - Set up the problem.
In this problem: We are given \(x^{2}\). This is a power of \(x\), so the exponent is \(n = 2\).
Step 2
Step 2 - Write the power rule formula.
In this problem: The power rule says to move the exponent to the front, then subtract 1 from the exponent.
Step 3
Step 3 - Substitute the given power into the formula.
In this problem: Here, \(n = 2\). Substitute this exponent into the power rule, but do not simplify yet.
Step 4
Step 4 - Solve and simplify.
In this problem: Now subtract 1 from the exponent and keep the result in power form. This gives \(2{x}^{1}\).
Final Answer
Step 4b
Step 4b - Differentiate the separated term \(y^{2}\).
In this problem: The separated term is \(y^{2}\). Use the constant rule to get its derivative.
Problem
Approach
Step-by-step method
- Set up the problem.
- Write the constant rule formula.
- Apply the constant rule.
Step 1
Step 1 - Set up the problem.
In this problem: We are given \(y^{2}\). This expression does not contain \(x\), so it is a constant.
Step 2
Step 2 - Write the constant rule formula.
In this problem: The constant rule says the derivative of any constant is \(0\).
Step 3
Step 3 - Apply the constant rule.
In this problem: Since \(y^{2}\) is constant, its derivative is \(0\).
Final Answer
Step 5
Step 5 - Combine and simplify.
In this problem: Combine the derivative from each separated term, then simplify the result.
Step 1
Step 1 - Set up the terms in the sum.
In this problem: We are given a sum. The separate terms are \(x^{2}\), \(y^{2}\).
Step 2
Step 2 - Write the sum rule formula.
In this problem: The sum rule says the derivative of a sum is the sum of the derivatives.
Step 3
Step 3 - Split the derivative across the addition signs.
In this problem: Apply the derivative to each separated term.
Step 4a
Step 4a - Differentiate the separated term \(x^{2}\).
In this problem: The separated term is \(x^{2}\). Use the constant rule to get its derivative.
Problem
Approach
Step-by-step method
- Set up the problem.
- Write the constant rule formula.
- Apply the constant rule.
Step 1
Step 1 - Set up the problem.
In this problem: We are given \(x^{2}\). This expression does not contain \(y\), so it is a constant.
Step 2
Step 2 - Write the constant rule formula.
In this problem: The constant rule says the derivative of any constant is \(0\).
Step 3
Step 3 - Apply the constant rule.
In this problem: Since \(x^{2}\) is constant, its derivative is \(0\).
Final Answer
Step 4b
Step 4b - Differentiate the separated term \(y^{2}\).
In this problem: The separated term is \(y^{2}\). Use the power rule to get its derivative.
Problem
Approach
Step-by-step method
- Set up the problem.
- If a constant coefficient is present, apply the constant multiple rule first.
- Write the power rule formula.
- Substitute the exponent into the power rule.
- Solve and simplify.
Step 1
Step 1 - Set up the problem.
In this problem: We are given \(y^{2}\). This is a power of \(x\), so the exponent is \(n = 2\).
Step 2
Step 2 - Write the power rule formula.
In this problem: The power rule says to move the exponent to the front, then subtract 1 from the exponent.
Step 3
Step 3 - Substitute the given power into the formula.
In this problem: Here, \(n = 2\). Substitute this exponent into the power rule, but do not simplify yet.
Step 4
Step 4 - Solve and simplify.
In this problem: Now subtract 1 from the exponent and keep the result in power form. This gives \(2{y}^{1}\).
Final Answer
Step 5
Step 5 - Combine and simplify.
In this problem: Combine the derivative from each separated term, then simplify the result.
Step 3 - Write the Lagrange system grad f = lambda grad g together with the constraint.
In this problem: Set the gradient equations equal with the multiplier, plus the constraint.
Step 4 - Solve the system for x, y, and lambda.
In this problem: Solving the system gives the candidate points.
Step 5 - Evaluate f at each solution and pick the largest and smallest.
In this problem: At \((- \frac{\sqrt{2}}{2}, \frac{\sqrt{2}}{2})\): \(f = - \frac{1}{2}\). At \((\frac{\sqrt{2}}{2}, - \frac{\sqrt{2}}{2})\): \(f = - \frac{1}{2}\). At \((- \frac{\sqrt{2}}{2}, - \frac{\sqrt{2}}{2})\): \(f = \frac{1}{2}\). At \((\frac{\sqrt{2}}{2}, \frac{\sqrt{2}}{2})\): \(f = \frac{1}{2}\). The maximum is \(\frac{1}{2}\) and the minimum is \(- \frac{1}{2}\).
Final answer:
Example 2:
Step 1 - Set up the objective f and the constraint g = k.
In this problem: Maximize/minimize \(f = x + y\) subject to \(x^{2} + y^{2} = 2\).
Step 2 - Find the gradients of f and g.
In this problem: \(\nabla f = \langle 1, 1 \rangle\), \(\nabla g = \langle 2 x, 2 y \rangle\).
Step 1
Step 1 - Set up the terms in the sum.
In this problem: We are given a sum. The separate terms are \(x\), \(y\).
Step 2
Step 2 - Write the sum rule formula.
In this problem: The sum rule says the derivative of a sum is the sum of the derivatives.
Step 3
Step 3 - Split the derivative across the addition signs.
In this problem: Apply the derivative to each separated term.
Step 4a
Step 4a - Differentiate the separated term \(x\).
In this problem: The separated term is \(x\). Use the variable rule to get its derivative.
Problem
Approach
Step-by-step method
- Set up the problem.
- Write the variable rule formula.
- Apply the variable rule.
Step 1
Step 1 - Set up the problem.
In this problem: We are given \(x\). This is just the variable \(x\).
Step 2
Step 2 - Write the variable rule formula.
In this problem: The variable rule says the derivative of \(x\) with respect to \(x\) is \(1\).
Step 3
Step 3 - Apply the variable rule.
In this problem: Since the expression is \(x\), its derivative is \(1\).
Final Answer
Step 4b
Step 4b - Differentiate the separated term \(y\).
In this problem: The separated term is \(y\). Use the constant rule to get its derivative.
Problem
Approach
Step-by-step method
- Set up the problem.
- Write the constant rule formula.
- Apply the constant rule.
Step 1
Step 1 - Set up the problem.
In this problem: We are given \(y\). This expression does not contain \(x\), so it is a constant.
Step 2
Step 2 - Write the constant rule formula.
In this problem: The constant rule says the derivative of any constant is \(0\).
Step 3
Step 3 - Apply the constant rule.
In this problem: Since \(y\) is constant, its derivative is \(0\).
Final Answer
Step 5
Step 5 - Combine and simplify.
In this problem: Combine the derivative from each separated term, then simplify the result.
Step 1
Step 1 - Set up the terms in the sum.
In this problem: We are given a sum. The separate terms are \(x\), \(y\).
Step 2
Step 2 - Write the sum rule formula.
In this problem: The sum rule says the derivative of a sum is the sum of the derivatives.
Step 3
Step 3 - Split the derivative across the addition signs.
In this problem: Apply the derivative to each separated term.
Step 4a
Step 4a - Differentiate the separated term \(x\).
In this problem: The separated term is \(x\). Use the constant rule to get its derivative.
Problem
Approach
Step-by-step method
- Set up the problem.
- Write the constant rule formula.
- Apply the constant rule.
Step 1
Step 1 - Set up the problem.
In this problem: We are given \(x\). This expression does not contain \(y\), so it is a constant.
Step 2
Step 2 - Write the constant rule formula.
In this problem: The constant rule says the derivative of any constant is \(0\).
Step 3
Step 3 - Apply the constant rule.
In this problem: Since \(x\) is constant, its derivative is \(0\).
Final Answer
Step 4b
Step 4b - Differentiate the separated term \(y\).
In this problem: The separated term is \(y\). Use the variable rule to get its derivative.
Problem
Approach
Step-by-step method
- Set up the problem.
- Write the variable rule formula.
- Apply the variable rule.
Step 1
Step 1 - Set up the problem.
In this problem: We are given \(y\). This is just the variable \(y\).
Step 2
Step 2 - Write the variable rule formula.
In this problem: The variable rule says the derivative of \(y\) with respect to \(y\) is \(1\).
Step 3
Step 3 - Apply the variable rule.
In this problem: Since the expression is \(y\), its derivative is \(1\).
Final Answer
Step 5
Step 5 - Combine and simplify.
In this problem: Combine the derivative from each separated term, then simplify the result.
Step 1
Step 1 - Set up the terms in the sum.
In this problem: We are given a sum. The separate terms are \(x^{2}\), \(y^{2}\).
Step 2
Step 2 - Write the sum rule formula.
In this problem: The sum rule says the derivative of a sum is the sum of the derivatives.
Step 3
Step 3 - Split the derivative across the addition signs.
In this problem: Apply the derivative to each separated term.
Step 4a
Step 4a - Differentiate the separated term \(x^{2}\).
In this problem: The separated term is \(x^{2}\). Use the power rule to get its derivative.
Problem
Approach
Step-by-step method
- Set up the problem.
- If a constant coefficient is present, apply the constant multiple rule first.
- Write the power rule formula.
- Substitute the exponent into the power rule.
- Solve and simplify.
Step 1
Step 1 - Set up the problem.
In this problem: We are given \(x^{2}\). This is a power of \(x\), so the exponent is \(n = 2\).
Step 2
Step 2 - Write the power rule formula.
In this problem: The power rule says to move the exponent to the front, then subtract 1 from the exponent.
Step 3
Step 3 - Substitute the given power into the formula.
In this problem: Here, \(n = 2\). Substitute this exponent into the power rule, but do not simplify yet.
Step 4
Step 4 - Solve and simplify.
In this problem: Now subtract 1 from the exponent and keep the result in power form. This gives \(2{x}^{1}\).
Final Answer
Step 4b
Step 4b - Differentiate the separated term \(y^{2}\).
In this problem: The separated term is \(y^{2}\). Use the constant rule to get its derivative.
Problem
Approach
Step-by-step method
- Set up the problem.
- Write the constant rule formula.
- Apply the constant rule.
Step 1
Step 1 - Set up the problem.
In this problem: We are given \(y^{2}\). This expression does not contain \(x\), so it is a constant.
Step 2
Step 2 - Write the constant rule formula.
In this problem: The constant rule says the derivative of any constant is \(0\).
Step 3
Step 3 - Apply the constant rule.
In this problem: Since \(y^{2}\) is constant, its derivative is \(0\).
Final Answer
Step 5
Step 5 - Combine and simplify.
In this problem: Combine the derivative from each separated term, then simplify the result.
Step 1
Step 1 - Set up the terms in the sum.
In this problem: We are given a sum. The separate terms are \(x^{2}\), \(y^{2}\).
Step 2
Step 2 - Write the sum rule formula.
In this problem: The sum rule says the derivative of a sum is the sum of the derivatives.
Step 3
Step 3 - Split the derivative across the addition signs.
In this problem: Apply the derivative to each separated term.
Step 4a
Step 4a - Differentiate the separated term \(x^{2}\).
In this problem: The separated term is \(x^{2}\). Use the constant rule to get its derivative.
Problem
Approach
Step-by-step method
- Set up the problem.
- Write the constant rule formula.
- Apply the constant rule.
Step 1
Step 1 - Set up the problem.
In this problem: We are given \(x^{2}\). This expression does not contain \(y\), so it is a constant.
Step 2
Step 2 - Write the constant rule formula.
In this problem: The constant rule says the derivative of any constant is \(0\).
Step 3
Step 3 - Apply the constant rule.
In this problem: Since \(x^{2}\) is constant, its derivative is \(0\).
Final Answer
Step 4b
Step 4b - Differentiate the separated term \(y^{2}\).
In this problem: The separated term is \(y^{2}\). Use the power rule to get its derivative.
Problem
Approach
Step-by-step method
- Set up the problem.
- If a constant coefficient is present, apply the constant multiple rule first.
- Write the power rule formula.
- Substitute the exponent into the power rule.
- Solve and simplify.
Step 1
Step 1 - Set up the problem.
In this problem: We are given \(y^{2}\). This is a power of \(x\), so the exponent is \(n = 2\).
Step 2
Step 2 - Write the power rule formula.
In this problem: The power rule says to move the exponent to the front, then subtract 1 from the exponent.
Step 3
Step 3 - Substitute the given power into the formula.
In this problem: Here, \(n = 2\). Substitute this exponent into the power rule, but do not simplify yet.
Step 4
Step 4 - Solve and simplify.
In this problem: Now subtract 1 from the exponent and keep the result in power form. This gives \(2{y}^{1}\).
Final Answer
Step 5
Step 5 - Combine and simplify.
In this problem: Combine the derivative from each separated term, then simplify the result.
Step 3 - Write the Lagrange system grad f = lambda grad g together with the constraint.
In this problem: Set the gradient equations equal with the multiplier, plus the constraint.
Step 4 - Solve the system for x, y, and lambda.
In this problem: Solving the system gives the candidate points.
Step 5 - Evaluate f at each solution and pick the largest and smallest.
In this problem: At \((-1, -1)\): \(f = -2\). At \((1, 1)\): \(f = 2\). The maximum is \(2\) and the minimum is \(-2\).
Final answer:
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