Math Problem Statement
Find the minimum and maximum values of the function π(π₯,π¦,π§)=3π₯+2π¦+4π§ f ( x , y , z )
3 x + 2 y + 4 z subject to the constraint π₯2+2π¦2+6π§2=81 x 2 + 2 y 2 + 6 z 2
81 .
Solution
To solve the problem of finding the maximum and minimum values of the function subject to the constraint , we employ the method of Lagrange Multipliers.
1. Formulate the Lagrange function
Define the Lagrange function:
2. Compute partial derivatives
Compute the partial derivatives of with respect to , , , and :
3. Solve the system of equations
From the first three equations:
Substitute these into the constraint :
4. Substitute back for , ,
Substitute back into the expressions for , , :
Calculate the values of for both signs of , and determine the maximum and minimum values.
Would you like to see the explicit numerical evaluation of the solution or further details? Let me know! Here are some questions to explore further:
- What is the importance of Lagrange multipliers in optimization problems?
- How does the constraint affect the feasible set of solutions?
- How would the result differ if the constraint were linear instead of quadratic?
- Could we solve this using a parametric representation of the constraint?
- How can numerical methods approximate such optimization problems when an analytic solution is hard to obtain?
Tip: Always verify that the critical points satisfy both the objective function and the constraint for correctness.
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Math Problem Analysis
Mathematical Concepts
Multivariable Calculus
Optimization
Lagrange Multipliers
Formulas
Lagrange function: L(x, y, z, Ξ») = f(x, y, z) + Ξ»(g(x, y, z) - c)
Partial derivatives: βL/βx = 0, βL/βy = 0, βL/βz = 0, βL/βΞ» = 0
Constraint equation: x^2 + 2y^2 + 6z^2 = 81
Theorems
Lagrange Multipliers Theorem
Suitable Grade Level
University-level Mathematics
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