Skip to content

README.md

Latest commit

 

History

History
59 lines (48 loc) · 2.35 KB

README.md

File metadata and controls

59 lines (48 loc) · 2.35 KB

What is this?

This project was made by Ethan Lam and Patrick Oweijane. It is our final project for our CS 440 Algorithms course. In this project, we implemented the simplex algorithm to solve linear programming problems. We followed the presentation in Chapter 29 of Introduction to Algorithms, 3rd Edition by Cormen, Leiserson, Rivest, Stein (CLRS).

Example

This problem was adopted from Mathematical Applications for the Management, Life, and Social Sciences (12th edition) by Harshbarger and Reynolds.

Suppose a farm co-op plants either corn or soybeans on 6000 acres of land with the following resource constraints.

Corn Soybeans Available
Fertilizer/Herbicide 9 gal/acres 3 gal/acres 40,500 gal
Harvesting Labor 3/4 hr/acres 1 hr/acres 5,250 hr
Profit 240 $/acre 160 $/acre

Our goal is to optimize profit by planting corn and soybeans without violating resource constraints. Using our project, we can easily solve this optimization problem as follows:

LinearProgram p = new LinearProgram();
Variable corn = p.registerNonnegativeVariable("corn");
Variable soybeans = p.registerNonnegativeVariable("soybeans");

// Fertilizer/herbicide constraint
p.addConstraint(new Constraint(
        new ArrayList<>(Arrays.asList(corn, soybeans)),
        new ArrayList<>(Arrays.asList(9.0, 3.0)),
        Relation.LEQ,
        40500
));

// Labor constraint
p.addConstraint(new Constraint(
        new ArrayList<>(Arrays.asList(corn, soybeans)),
        new ArrayList<>(Arrays.asList(3.0/4.0, 1.0)),
        Relation.LEQ,
        5250
));

// Land constraint
p.addConstraint(new Constraint(
        new ArrayList<>(Arrays.asList(corn, soybeans)),
        new ArrayList<>(Arrays.asList(1.0, 1.0)),
        Relation.LEQ,
        6000
));

// Profit objective
p.setObjective(new ObjectiveFunction(
        ObjectiveGoal.MAXIMIZE,
        new ArrayList<>(Arrays.asList(corn, soybeans)),
        new ArrayList<>(Arrays.asList(240.0, 160.0))
));

System.out.println("Optimal profit: " + p.getObjectiveValue());
System.out.println("Corn: " + p.evaluateVariable(corn));
System.out.println("Soybeans: " + p.evaluateVariable(soybeans));

Report

You can find our report for this project in the report/ directory. There, you'll find the latex .tex files that generated main.pdf, our report, and presentation.pdf, our in-class presentation.