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[3360, 1440, 1920, 2880], the result is four machines running at 100%, and two machines just sitting there doing nothing. This goes against the 3rd goal: "all of the available flow is equally distributed between each available machine, to the extent allowed within the specified constraints". The end result should be all machines running at 50% of their capacity instead. $\endgroup$res = linprog(-unweighted_utilisation.ravel(), ...). If you remove the minus sign it will become a minimisation problem. I can see what you're saying - processing products as fast as possible implies minimising machine utilisation. $\endgroup$