It's much easier to disable GPS location capability. But even that's not very reliable, because there are multiple software levels, most of which aren't user controllable.
The best option that I know is turning devices off, and keeping them in Faraday bags, except when in use. So you get to pick which locations get reported. You're less reachable, but that's a necessary tradeoff. For long-term storage in Faraday bags, it's important to remove the battery, because otherwise the device may drain it, trying to ping towers, even though "turned off".