Set a piecewise-linear objective function for a variable.
The arguments to this method specify a list of points that define a piecewise-linear objective function for a single variable. Specifically, the and arguments give coordinates for the vertices of the function.
For example, suppose we want to define the function shown below:
More formally, a set of points
define the following piecewise-linear function:
The entries must appear in non-decreasing order. Two points can have the same coordinate -- this can be useful for specifying a discrete jump in the objective function.
Note that a piecewise-linear objective can change the type of a model. Specifically, including a non-convex piecewise linear objective function in a continuous model will transform that model into a MIP. This can significantly increase the cost of solving the model.
Setting a piecewise-linear objective for a variable will set the
Obj attribute on that variable to 0.
Similarly, setting the
Obj attribute will delete the
piecewise-linear objective on that variable.
Each variable can have its own piecewise-linear objective function. They must be specified individually, even if multiple variables share the same function.
var: A Var object that gives the variable whose objective function is being set.
x: The values for the points that define the piecewise-linear function. Must be in non-decreasing order.
y: The values for the points that define the piecewise-linear function.
model.setPWLObj(var, [1, 3, 5], [1, 2, 4])