We introduce new techniques for studying the structure of partial k-trees. In particular, we show that the complements of partial k-trees provide an intuitively-appealing characterization of partial k-tree obstructions. We use this characterization to obtain a lower bound of 2 (k log k) on the number of obstructions, signi cantly improving the previously best-known bound of 2 ( p . Our techniqu...