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https://github.com/schollz/find-lf
Track the location of every Wi-Fi device (:iphone:) in your house using Raspberry Pis and FIND
https://github.com/schollz/find-lf
smarthome smartphone tracking wifi
Last synced: about 9 hours ago
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Track the location of every Wi-Fi device (:iphone:) in your house using Raspberry Pis and FIND
- Host: GitHub
- URL: https://github.com/schollz/find-lf
- Owner: schollz
- License: agpl-3.0
- Created: 2016-12-06T20:17:38.000Z (about 8 years ago)
- Default Branch: master
- Last Pushed: 2018-01-25T08:45:06.000Z (almost 7 years ago)
- Last Synced: 2024-11-29T23:55:08.119Z (14 days ago)
- Topics: smarthome, smartphone, tracking, wifi
- Language: Go
- Homepage: https://www.internalpositioning.com/plugins/#using-find-without-an-app
- Size: 1.19 MB
- Stars: 1,006
- Watchers: 54
- Forks: 119
- Open Issues: 29
-
Metadata Files:
- Readme: README.md
- License: LICENSE
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README
# find-lf
This is a extension of FIND, [the Framework for Internal Navigation and Discovery](https://github.com/schollz/find), which is based on the idea of [Lucius Fox's sonar system in *The Dark Knight*](http://batman.wikia.com/wiki/Lucius_Fox_(Morgan_Freeman)) that is used to track cellphones.
The system uses a network of Raspberry Pis which sniff the WiFi probe requests from WiFi-enabled devices and sends these parcels to a central server which compiles and forwards the fingerprint to the [FIND server](https://github.com/schollz/find) which then uses machine learning to classify the location based on the unique WiFi fingerprints.
This system does not require being logged into a particular WiFi - it will track *any phone/device with WiFi enabled*! (Caveat: for iOS devices it will only track if Wi-Fi is associated with a network - any network, though - because of [MAC spoofing](http://blog.mojonetworks.com/ios8-mac-randomization-analyzed/) it uses for security). This system also does not require installing any apps on a phone. Tracking occurs anytime a WiFi chip makes a probe request (which is every minute or so). For this to work, it requires a one-time setup to populate the system with known fingerprints of known locations before it can pinpoint locations (see #3 below).
### Note: **It may be illegal** to monitor networks for MAC addresses, especially on networks that *you do not own*. Please check your country's laws (for US [Section 18 U.S. Code § 2511](https://www.law.cornell.edu/uscode/text/18/2511)) - [discussion](https://github.com/schollz/howmanypeoplearearound/issues/4).
# How does it work?
You can setup Raspberry Pis around a house in a way that they will see different signal strengths from various WiFi devices. Each WiFi-enabled device see requests from the various Raspberry Pis with different strengths (see colored bars in Figure below). These graphs are a *fingerprint* which can be used to uniquely classify the location.
![](/docs/graphic/room-schematic.png)
The Raspberry Pi cluster gets probe requests to various WiFi devices, and compiles these and forwards them to a FIND-LF server. This FIND-LF server then sends a compiled fingerprint to a main server. This system uses WiFi probe requests, which occur on any WiFi enabled device, as long as WiFi is enabled. These probe requests generally occur when a scan takes place, which is every few minutes when the phone is being used.
![](/docs/graphic/find-lf-example.png)
Once sent to the FIND server, the location can be directly determined. For more information about this, see the [FIND README](https://github.com/schollz/find).
# Requirements
You will need a Raspberry Pi. Ones with built-in Wifi work best:
- [Raspberry Pi Zero W](https://www.amazon.com/gp/product/B071L2ZQZX/ref=as_li_tl?ie=UTF8&tag=scholl-20&camp=1789&creative=9325&linkCode=as2&creativeASIN=B071L2ZQZX&linkId=ab2f9d564a4f517c5b004a760d0d6e29)
- [Raspberry Pi 3](https://www.amazon.com/gp/product/B01C6EQNNK/ref=as_li_tl?ie=UTF8&tag=scholl-20&camp=1789&creative=9325&linkCode=as2&creativeASIN=B01C6EQNNK&linkId=805012388be781415a6be827b50c76ac)You will need a monitor-mode enabled wifi USB adapter. There are a number of possible USB WiFi adapters that support monitor mode. Here's a list that are popular:
- [USB Rt3070 $14](https://www.amazon.com/gp/product/B00NAXX40C/ref=as_li_tl?ie=UTF8&tag=scholl-20&camp=1789&creative=9325&linkCode=as2&creativeASIN=B00NAXX40C&linkId=b72d3a481799c15e483ea93c551742f4)
- [Panda PAU5 $14](https://www.amazon.com/gp/product/B00EQT0YK2/ref=as_li_tl?ie=UTF8&tag=scholl-20&camp=1789&creative=9325&linkCode=as2&creativeASIN=B00EQT0YK2&linkId=e5b954672d93f1e9ce9c9981331515c4)
- [Panda PAU6 $15](https://www.amazon.com/gp/product/B00JDVRCI0/ref=as_li_tl?ie=UTF8&tag=scholl-20&camp=1789&creative=9325&linkCode=as2&creativeASIN=B00JDVRCI0&linkId=e73e93e020941cada0e64b92186a2546)
- [Panda PAU9 $36](https://www.amazon.com/gp/product/B01LY35HGO/ref=as_li_tl?ie=UTF8&tag=scholl-20&camp=1789&creative=9325&linkCode=as2&creativeASIN=B01LY35HGO&linkId=e63f3beda9855abd59009d6173234918)
- [Alfa AWUSO36NH $33](https://www.amazon.com/gp/product/B0035APGP6/ref=as_li_tl?ie=UTF8&tag=scholl-20&camp=1789&creative=9325&linkCode=as2&creativeASIN=B0035APGP6&linkId=b4e25ba82357ca6f1a33cb23941befb3)
- [Alfa AWUS036NHA $40](https://www.amazon.com/gp/product/B004Y6MIXS/ref=as_li_tl?ie=UTF8&tag=scholl-20&camp=1789&creative=9325&linkCode=as2&creativeASIN=B004Y6MIXS&linkId=0277ca161967134a7f75dd7b3443bded)
- [Alfa AWUS036NEH $40](https://www.amazon.com/gp/product/B0035OCVO6/ref=as_li_tl?ie=UTF8&tag=scholl-20&camp=1789&creative=9325&linkCode=as2&creativeASIN=B0035OCVO6&linkId=bd45697540120291a2f6e169dcf81b96)
- [Sabrent NT-WGHU $15 (b/g) only](https://www.amazon.com/gp/product/B003EVO9U4/ref=as_li_tl?ie=UTF8&tag=scholl-20&camp=1789&creative=9325&linkCode=as2&creativeASIN=B003EVO9U4&linkId=06d4784d38b6bcef5957f3f6e74af8c8)Namely you want to find a USB adapter with one of the following chipsets: Atheros AR9271, Ralink RT3070, Ralink RT3572, or Ralink RT5572.
# Setup
## 1. Initialize Pis
[Install Raspbian lite](https://www.raspberrypi.org/downloads/raspbian/) onto a Pi. If you don't use the `pi` user, make sure to give the user sudo acess. Then initialize the Raspberry Pi with the following script
```
sudo sh -c "$(curl -fsSL https://raw.githubusercontent.com/schollz/find-lf/master/node/initialize.sh)"
```
Alternatively, you can do this using [my script](https://raw.githubusercontent.com/schollz/find-lf/master/node/pibakery.xml) for [PiBakery](http://www.pibakery.org/).Also edit `/etc/network/interfaces` and remove the `wpa-conf` line for `wlan1`.
Do this for several Pis and then plug in the WiFi adapter that has "monitor" mode.
## 2. Start Pi cluster
First make sure you have SSH installed and nmap.
```
sudo apt-get install openssh-client openssh-server nmap
```Its useful to add your SSH key to each Pi, which you can do just using:
```
ssh-keygen # do this once
cat ~/.ssh/id_rsa.pub | ssh pi@1YOURADDRESS \
"mkdir -p ~/.ssh && cat >> ~/.ssh/authorized_keys" # do for every Pi
```Then download `cluster.py` for accessing the cluster
```
wget https://raw.githubusercontent.com/schollz/find-lf/master/tools/cluster.py
```Then, to initialize, just run
```
python3 cluster.py initialize
```
to which you'll be asked for the information about your cluster. Choose any `group` that you want, but remember it, as you will need it to login to the FIND server. For the `lf address`, you can use the default (a public server) or set it to your own. See `find-lf/server/README.md` for more information.To easily find which hostnames/IPs are on your network, use
```
python3 cluster.py list
```Startup the Pi cluster using `python3.py cluster start`. You can check the status with `python3 cluster.py status`
## 3. Classify locations using Pi cluster
After the cluster is up in running, you need to do learning. Take a smart phone and identify its mac address, something like `AA:BB:CC:DD:EE:FF`. Take your phone to a location. Then activate the find-lf server to do learning either by switching on [the find-lf website](https://lf.internalpositioning.com) or running `python3 cluster.py -u AA:BB:CC:DD:EE:FF -l location learn`.
*This is important!* Before moving to a new location, make sure to turn off learning by switching to tracking. Activate this on the find-lf server using the [the find-lf website](https://lf.internalpositioning.com) or use `python3 cluster.py track`.
Repeat these steps for as many locations as you want.
## 4. Track all the cellphones!
Now just go to https://ml.internalpositioning.com and login using your group name to see tracking of all the phones!
You can also track a single phone using https://ml.internalpositioning.com/GROUP/dashboard?user=AA:BB:CC:DD:EE:FF.
# License
Copyright 2015-2017 Zack Scholl ([email protected], @zack_118). All rights reserved. Use of this source code is governed by a AGPL license that can be found in the LICENSE file.
# Todo
- [ ] Determine the wlan0/1 of the Wi-Fi adapter automatically (currently it defaults to wlan1, which is right most of the time)