Provide one example of a multi‐objective optimization problem in which the objectives ARE competing. Describe the problem briefly and justify your conclusion.
Answer:
Multi - objective optimization problem -
Multi - objective optimization problem are a set of objective that are to be optimized using a single solution that is best suited.
Example -
The setting up of a new industry can be a better example to multi - objective optimization problem where the various objective are to achieved .
Objective 1 - f1(X)- Maximize the profit
Objective 2 - f2(X)- Minimize the environment pollution
Objective 3 - f3(X)- Ensure better work environment and safety of employees
The main objective here is to maximize the profit but also comply to the environment standards and thus minimising the pollution.
However , this all is not possible without proper safety and healthy work condition and environment and that too is taken care of with maximization of better work environment and safety .
Here , the Pareto - dominated order is the solution for such objective optimization as it allows to compare between the multi - objective vectors in the most precise ways and thus providing solution for that .
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