Is there a way of picking a minimal set of disks that's still covering the same line subsegments as all the disks together? Any help or references highly appreciated. Below is just an illustrative picture, because I actually have 10.000 disks.

![Illustrative picture][1]


  [1]: https://i.sstatic.net/l8YAN.jpg