You really don't need that much power. Especially for post apocalyptic society. They are so few people and surrounded by tons of infrastructure that was capable of supplying power for 500 times their population.
I didn't even mention solar power. There was a scene where they even had a small solar panel at their tent. Don't tell me they can't go collect solar panels from the rich folks homes in SF and the hills of the East Bay..