Are you not concerned about the battery life running edge ML on these chips? I imagine battery replacement will be a large part of the TCO for farmers.
When I've done similar projects in the past, we did the edge compute on a more expensive box that could be more conveniently accessed by users. It was also the system collected and summarized data into reports, so having the data locally helped.
Yeah absolutely. You’d certainly need solar power on your devices, and the more data processing they’re doing the more battery and solar power you’ll need.
So you’d centralize the more intensive processing on a unit with more power, and have smaller node devices on the plants doing simpler tasks - just reading from sensors and uploading data, and/or receiving commands to switch things on/off. They’d be solar powered too but the batteries and solar panels can be smaller.
These are all the trade offs you’re constantly working with in this game.
When I've done similar projects in the past, we did the edge compute on a more expensive box that could be more conveniently accessed by users. It was also the system collected and summarized data into reports, so having the data locally helped.