OK after more searching I found the solution was to plug in via USB and do this:
particle keys doctor [device id]
as described here:
and here:
Assuming this is a low battery/power issue, we are planning to wire the devices directly into a 12v power supply rather than use the supplied battery. So hopefully that will help.