Skip to main content

Sensor Fusion goes solo with WiFiSLAM

Over a year ago, in our analysis of indoor location positioning technology, we noted a lot of research by major mobile companies in sensor fusion, using a smartphone's sensors to detect the phone's motion and thereby track the phone's location.  At the time we predicted that start-up companies would emerge that take this approach to indoor location positioning.

In the year since, we've seen a number of start-up companies launching sensor fusion technology. In recent months we've blogged about the Senion Labs launch in Singapore, which was the first large-scale commercial launch based on sensor fusion, and Pole Star's launch that included sensor fusion for iPhones, both of which integrated sensor fusion with other technologies. We also blogged about SenionLabs sensor fusion technology when we first saw it at MWC 2012.

The reason that these companies used sensor fusion in conjunction with other technologies is that sensor fusion is very hard to implement with precision.  The reason is clear: If you're tracking the motion of a phone, and you're off by a single degree in measuring the direction you're walking, the error will compound itself very noticeably. The same is true if you are off by a little bit in measuring how far the phone has moved, and might not know which door the user entered. One solution is to implement sensor fusion in hardware, as several chip companies are doing, and another is to use other approaches (map constraints, Wi-Fi) to correct the errors of the sensor fusion.

But now a American start-up called WiFiSLAM has demonstrated sensor fusion technology operating all by itself, tracking location effectively without any use of Wi-Fi or GPS technologies.  Their demo video shows their system tracking the phone's location as it moves around a parking lot, with some deviations but all in all precise enough for any application.

Note that we don't know exactly what it took to get this demo running.  The demo looks like it used map constraints, for example knowing where there are cars and assuming that the person isn't walking through a car, and thereby constraining the sensor fusion. They may also have held the phone very carefully and in a specific orientation.  But it's still a very impressive demonstration of an up-and-coming technology.

WiFiSLAM is a relatively new start-up with Wi-Fi based technology, that's distinguished itself in the past with their self-service location-mapping applications.  This is the first we've seen of their sensor fusion, which is in the process of being integrated into the rest of their solution.

Take a look at their sensor fusion demo below, and read more about it here.



We look forward to WiFiSLAM bringing this new technology to market, in conjunction with their mapping tools and the rest of their solution.

Want to understand all the ins and outs of indoor location positioning technology research and solutions?  Check out the Grizzly Analytics report on Indoor Location Positioning technology.

Popular posts from this blog

Sensor-fusion indoor location system in over 30 malls in Singapore

SingTel just deployed indoor mapping and navigation from Swedish start-up  SenionLab  in over 30 shopping malls in Singapore, with 20 more in planning, in the biggest single deployment we've seen yet of customized indoor location technology. The most significant aspect of this deployment is that this is one of the first commercial deployments of indoor location technology that uses a new technology approach called "sensor fusion," which uses sensors in smartphones (gyroscope, compass, accelerometer, ...) to track location by sensing the phone's movements. Most indoor location systems determine location by measuring the signals of nearby Wi-Fi hotspots or cellular antennas, but this risks looking choppy as the phone waits for the radio signals to change to detect the next place it is. Sensing motion using phone sensors makes the system work more smoothly, regardless of radio signal details.  (The SenionLab solution does use Wi-Fi signals as well, to compe...

Nokia indoor location positioning research shown at MWC 2012

Grizzly Analytics has been looking closely at indoor location technology, both technology research at major companies and technology solutions available to store-owners and other site managers .  At MWC we expected that indoor location would be prominent, and we weren't disappointed! We had the pleasure of seeing a large number of demonstrations of indoor positioning in action.  This is the first of several blog posts looking at these demonstrations, starting with Nokia. First I'll give some explanation, then below is a video showing Nokia's demo in action and hearing comments from their researchers. Nokia has been researching indoor location technology for years, and the technology has advanced each year but not yet reached market.  Their demo is, in a word, breathtaking, in the speed and precision at which it tracks people walking around the room.  People are seen on a computer screen or phone screen, in real-time, moving as they walk around the demo room flo...

Quuppa - The newest and oldest in indoor location positioning

Word is starting to get out about Quuppa , a company formed in September 2012 that's developing very high accuracy indoor positioning technology (HAIP).  To Quuppa, "high accuracy" means roughly 20cm.  Yes, 20cm. 8 inches. That's an order of magnitude better than the 4-5m accuracy that other start-ups are bringing to market, and two orders of magnitude better than the 15-20m accuracy that mass-market approaches like Google's are delivering. Update March 2015: See here for more up-to-date information on Quuppa. As of now this high level of accuracy is available only for tracking dedicated tags.  It won't be available for cellphones until some new Bluetooth Low Energy (BLE) features become standard. (On cellphones they're working on other good, but not quite as accurate, positioning.)  But check out their demonstration - in this game of basketball, the players have tags on their shoes, and the ball has a tag inside. Pretty amazing for a company fou...