If you are unwilling to use herbicides, solarization is about the only option you have left. Unless you have a very small infestation, pulling or digging is unlikely to succeed. It's a rhizomatous plant, the rhizomes are very difficult to completely remove, and any little bits that remain will easily generate new plants.
