Bin Packing: Set amount on bins, want to minimize the max bin weight
Given n bins of infinite capacity, I want to pack m items into them (each with a specific weight), whilst minimizing the weight of the heaviest bin.
This isn't a traditional bin packing / knapsack problem where a bin has a finite capacity and you attempt to minimize the amount of bins used; I have a set amount of bins and want to use them all in order to make the heaviest bin's weight as low as possible.
Is there a name for this problem? I have looked through a number of papers with key开发者_运维技巧 words, but I have found nothing similar.
Cheers.
If the amount of bins is the constraint, instead of the capacity of bins, then it's not a bin packing, it's a multiprocessor scheduling problem.
Usually, you can approach this by a LPT algorithm with pretty good results. Optimizations will be needed though and that's where the fun lies.
It's a form of a 2D bin packing problem. The first dimension is a limit on capacity per bin (= hard constraint), the second dimension is to minimize the weight of the heaviest bin (= soft constraint).
With Drools Planner, I 'd start from the cloud balance example and implement it like this:
rule "maxCapacity"
when
// When there is a bin ...
$bin : Bin($binCapacity : binCapacity)
// ... where the total of the item capacity is bigger than the bin capacity ...
$itemCapacityTotal : Number(intValue > $binCapacity) from accumulate(
ItemAssignment(
bin == $bin,
$itemCapacity : itemCapacity),
sum($itemCapacity)
)
then
// ... then lower the hard score with the insufficient capacity
insertLogical(new IntConstraintOccurrence("maxCapacity",
ConstraintType.NEGATIVE_HARD,
$itemCapacityTotal.intValue() - $binCapacity,
$bin));
end
rule "calculateWeight"
when
$bin : Bin()
$itemWeightTotal : Number() from accumulate(
ItemAssignment(
bin == $bin,
$itemWeight : itemWeight),
sum($itemWeight)
)
then
insertLogical(new BinToWeight($bin, $itemWeightTotal);
end
rule "minimizeWeight"
when
BinToWeight($bin : bin, $itemWeightTotal : itemWeightTotal)
not BinToWeight (itemWeightTotal > $itemWeightTotal, bin != $bin)
then
insertLogical(new IntConstraintOccurrence("minimizeWeight",
ConstraintType.NEGATIVE_SOFT,
$itemWeightTotal,
$bin));
end
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