Prime Focus Spectrograph (PFS): Fiber assignment through min-cost/max-flow
2020
The Prime Focus
Spectrograph (PFS) survey will target the same patch of sky from several dozens
to 100 times. The problem of allocating PFS' 2394 fibers to objects over many
visits of a field is a highly non-trivial optimization problem. Our network
flow approach models the fiber allocation as a generalized network
min-cost/max-flow problem.
This methodology is inspired by SDSS, but extends this to address the
variety of requirements of the the PFS survey. Ultimately, we
solve the network flow through linear programming. This generally provides
a very good solution in reasonable amounts of time and can give a clear
quantitative measure of just “how good it is”. It allows us to define an arbitrary number of target classes with different
weights, to enforce constraints on the target distribution,
and to put caps to the number of observed objects per class.
We will present the methodology and the implementation of our approach.
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