Drones learn to search forest trails for lost people
phys.org
phys.org
> When tested on a new, previously unseen trail, the deep neural network was able to find the correct direction in 85% of cases; in comparison, humans faced with the same task guessed correctly 82% of the time.
They made a computer better at identifying trails than a human. That they can manage that and quickly enough to feed a flight control loop with directions is mighty impressive.
Once they're able to detect trails and follow them looking for people, the next step would be detecting signs of where they might have wandered off trail, or (especially in snowy conditions) detecting and following where they have started their own trail.
A drone that can follow a trail that changes quite a bit over the year and is trained to recognize obvious trail signals (jacket on tree, reflectors) or human voices offtrail as it passes ("help! over here!") would be excellent. A drone pass at closing time might become a standard precaution and CYA thing for parks, plus they can give trail notes like where it's poorly marked, blockage and collapses, and so on.
The only wilderness place I know that is 'littered with dead bodies' is Mt. Everest. And that is from hypoxia and exposure, not getting lost.
EDIT: Hmm, and maybe Aokigahara Suicide Forest in Japan. Also not from getting lost.
Personally, I am much more worried about heart-disease, dementia, and depression.
Welcome the suicide drones.
Many lost humans are also nowhere near trails. Old people, people with mental issues, and young children often actively hide from searchers. Flying robots might not get the results one would expect.
Dogs. Dogs find people.
(a) People are very often on the trail. An initial report of "lost" typically means "didn't report in on time". Many times that means that they're just slow, or injured, or walking in the wrong direction on a poorly marked trail.
They get found, no one makes a big deal of it, it never gets on the news, so it doesn't register in our consciousnesses, but it's fairly frequent.
(b) The first step in a co-ordinated search effort is to search the paths. If the search area is large (e.g. we know where they parked their car, but not which path they took) then you can need to arrange a fair number of searchers to cover all the paths. That's slow. Not just to do the searching, but also to get a team mobilised and coordinated. If drones can do that job (even just a first pass) it saves a lot of time and frees up a lot of searchers.
(c) There's "trails" and then there's trails. In Australian bush, a "trail" might not actually be created by humans. It could easily be a kangaroo path, and walkers sometimes stumble on to them and end up in places the searchers didn't expect. The drones might be better at searching those paths.
(d) It's not uncommon for someone who gets lost to eventually stumble upon a trail and not know where it is, where it leads, or which way to go. Just because they're on a trail now, doesn't mean it's the one they started on.
(e) For people who want to be found, there's likely to be a fairly high success rate in drones that move along all discoverable trails, emitting out emergency messages and listening for responses. Most human search teams aren't doing much more than that.
If there are trails, then this is boarderline "the wild." Lost in parks maybe, but wilderness by definition is off-trail. I'd rather see the drone that can search through farmland. Kids do get lost in cornfields.
If people are intentionally in trail-free 'true' wilderness, such as snowy high country, they are also much more likely to carry PLBs, leave flags for wayfinding, know how to use a map and compass, etc.
However, a huge amount of search-and-rescue expense is spent looking for less-prepared people who turned the wrong way at a fork, or who broke their leg 10 miles from the trailhead, etc. This technology still seems useful to me.
basically the drones will spiral out in some pattern better defined by not me which will allow them to look for the beacon and then find the person.
The spiral pattern defined by "how long has the person been missing on foot" and "how far could they have reasonably traversed uninjured in this landscape