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Distributed advertisement-based BTLE presence detection reported via mqtt

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monitor

TL;DR: Bluetooth-based passive presence detection of beacons, cell phones, and any other bluetooth device. The system is useful for mqtt-based home automation. Installation instructions here.


Table Of Contents


Highlights

  • More granular, responsive, and reliable than device-reported GPS or arp/network-based presence detection

  • Cheaper, more reliable, more configurable, and less spammy than Happy Bubbles (which, unfortunately, is no longer operating as of 2018 because of tarrifs) or room-assistant

  • Does not require any app to be running or installed on any device

  • Does not require device pairing

  • Designed to run as service on a Raspberry Pi Zero W on Raspbian Lite Stretch.

Summary

A JSON-formatted MQTT message is reported to a specified broker whenever a specified bluetooth device responds to a name query. Optionally, a JSON-formatted MQTT message is reported to the broker whenever a public device or an iBeacon advertises its presence. A configuration file defines 'known_static_addresses'. These should be devices that do not advertise public addresses, such as cell phones, tablets, and cars. You do not need to add iBeacon mac addresses into this file, since iBeacons broadcast their own UUIDs consistently.


Background on BTLE

The BTLE 4.0 spec was designed to make connecting bluetooth devices simpler for the user. No more pin codes, no more code verifications, no more “discovery mode” - for the most part.

It was also designed to be much more private than previous bluetooth specs. But it’s hard to maintain privacy when you want to be able to connect to an unknown device without substantive user intervention, so a compromise was made.

The following is oversimplified and not technically accurate in most cases, but should give the reader a gist of how monitor determines presence.

Connectable Devices

BTLE devices that can exchange information with other devices advertise their availability to connect to other devices, but the “mac” address they use to refer to themselves will be random, and will periodically change. This prevents bad actors from tracking your phone via passive bluetooth monitoring. A bad actor could track the random mac that your phone broadcasts, but that mac will change every few moments to a completely different address, making the tracking data useless.

Also part of the BTLE spec (and pre-LE spec) is a feature called a name request. A device can request a human-readable name of a device without connecting to that device but only if the requesting device affirmatively knows the hardware mac address of the target device. To see an example of this, try to connect to a new bluetooth device using your Android Phone or iPhone - you'll see a human-readable name of devices around you, some of which are not under your control. All of these devices have responded to a name request sent by your phone (or, alternatively, they have included their name in an advertisement received by your phone).

Beacon Devices

The BTLE spec was used by Apple, Google, and others to create additional standards (e.g., iBeacon, Eddystone, and so on). These "beacon" standards didn't care that the MAC addresses that were periodically broadcast were random. Instead, these devices would encode additional information into the broadcast data. Importantly, most devices that conform to these protocols will consistenly broadcast a UUID that conforms to the 8-4-4-4-12 format defined by IETC RFC4122.

Using Advertisements to Trigger "Name" Scans

So, we now know a little bit more about ‘name’ requests which need a previously-known hardware mac address and ‘random advertisements’ which include ostensibly useless mac addresses that change every few moments.

To see these things in action, you can use hcitool and hcidump. For example, to see your phone respond to a ‘name’ request, you can type this command:

hcitool name 00:00:00:00:00:00

Of course, replace your hardware bluetooth mac address with the 00:00… above.

To see your phone's random advertisements (along with other random advertisements), you will need to launch a bluetooth LE scan and, separately, monitor the output from your bluetooth radio using hcidump

sudo hcitool lescan & ; sudo hcidump --raw

This command will output the faw BTLE data that is received by your bluetooth hardware while the hcidump process is operating. Included in this data are ADV_RAND responses.

Knowing this, we can explain to the differences between presence and monitor.

The presence script, with default settings, requests a name from your owner devices at regular intervals. You can adjust those intervals, but your pi will be regularly ‘pinging’ for each owner device. The longer your intervals, the slower the system will be to respond. The shorter the intervals, the more quickly the system will respond, but the more 2.4GHz bandwidth is used. In other words, the more often presence scans, the more likely it is that presence will interfere with 2.4GHz Wi-Fi. The more devices running presence, the more interference. This is a huge bummer for home with 2.4GHz Wi-Fi and other Bluetooth devices (especially older or cheaper devices). Below is a simplified flowchart showing the operation of presence:

presence_flowchart

On the other hand, the monitor script, with default settings, will only request a name from your owner device after a new random advertisement is detected. If there are no devices that randomly advertise, monitor will never scan for new devices, clearing 2.4GHz spectrum for Wi-Fi use. The monitor script will also detect and report the UUID of nearby iBeacons. Below is a simplified flowchart showing the operation of monitor, showing the flows for both detection of arrival and detection of departure:

monitor_flowchart

Bluteooth Device Types presence.sh monitor.sh
Phones/watches/laptops YES YES
Generic Beacon Detection NO YES, with -g option
iBeacons NO YES, with -b option
Triggers for Name Scanning presence.sh monitor.sh
Interval-triggered name scanning YES YES, with -r option
Advertisement-triggered name scanning NO YES, default
MQTT-triggered name scanning only NO -t option

Here's the monitor helpfile, as reference:


monitor.sh

Andrew J Freyer, 2018
GNU General Public License

----- Summary -----

This is a shell script and a set of helper scripts that passively 
monitor for specified bluetooth devices, iBeacons, and bluetooth 
devices that publicly advertise. Once a specified device, iBeacon, or 
publicly device is found, a report is made via MQTT to a specified 
MQTT broker. When a previously-found device expires or is not found, 
a report is made via MQTT to the broker that the device has departed. 

----- Background ----- 

By default, most BTLE devices repeatedly advertise their presence with a 
random mac address at a random interval. The randomness is to maintain 
privacy and to prevent device tracking by bad actors or advertisers. 

----- Description ----- 

By knowing the static bluetooth mac address of a specified 
bluetooth device before hand, a random advertisement can be used 
as a trigger to scan for the presence of that known device. This 
construction enables the script to rapidly detect the arrival of 
a specified bluetooth device, while reducing the number of times 
an affirmative scan operation is required (which may interfere 
with 2.4GHz Wi-Fi).


usage:

  monitor -h  show usage information
  monitor -R  redact private information from logs
  monitor -m  send heartbeat signal
  monitor -C  clean retained messages from MQTT broker
  monitor -e  report bluetooth environment periodically via mqtt at topic:
        [topic path]/environment 
  monitor -E  report scan status messages:
        [topic path]/scan/[arrive|depart]/[start|end]

  monitor -c  clean manufacturer cache and generic beacon cache
  monitor -v  print version number
  monitor -d  restore to default settings
  monitor -u  update 'monitor.service' to current command line settings
      (excluding -u and -d flags)

  monitor -r  repeatedly scan for arrival & departure of known devices
  monitor -f  format MQTT topics with only letters and numbers
  monitor -b  report ibeacon advertisements
  monitor -a  report all scan results, not just changes
  monitor -x  retain mqtt status messages
  monitor -g  report generic bluetooth advertisements
  monitor -t  scan only on mqtt trigger messages:
        [topic path]/scan/ARRIVE (defined in MQTT preferences file)
        [topic path]/scan/DEPART (defined in MQTT preferences file)


Example with Home Assistant

I have three raspberry pi zero ws throughout the house. We spend most of our time on the first floor, so our main 'sensor' is the first floor. Our other 'sensors' on the second and third floor are set up to trigger only, with option -t.

The first floor constantly monitors for advertisements from generic bluetooth devices and ibeacons. The first floor also monitors for random advertisements from other bluetooth devices, which include our phones. When a "new" random device is seen (i.e., an advertisement is received), the first floor pi then scans for the fixed address of our cell phones. These addresses are are stored in the known_static_addresses file. If one of those devices is seen, an mqtt message is sent to Home Assistant reporting that the scanned phone is "home" with a confidence of 100%. In addition, an mqtt message is sent to the second and third floor to trigger a scan on those floors as well.

When we leave the house, we use either the front door or the garage door to trigger an mqtt trigger of [topic_path]/scan/depart after a ten second delay to trigger a departure scan of our devices. The ten second delay gives us a chance to get out of bluetooth range before a "departure" scan is triggered. Different houses/apartments will probably need different delays.

Home Assistant receives mqtt messages and stores the values as input to a number of mqtt sensors. Output from these sensors can be averaged to give an accurate numerical occupancy confidence.

For example (note that 00:00:00:00:00:00 is an example address - this should be your phone's address):

- platform: mqtt
  state_topic: 'location/first floor/00:00:00:00:00:00'
  value_template: '{{ value_json.confidence }}'
  unit_of_measurement: '%'
  name: 'First Floor'

- platform: mqtt
  state_topic: 'location/second floor/00:00:00:00:00:00'
  value_template: '{{ value_json.confidence }}'
  unit_of_measurement: '%'
  name: 'Second Floor'

- platform: mqtt
  state_topic: 'location/third floor/00:00:00:00:00:00'
  value_template: '{{ value_json.confidence }}'
  unit_of_measurement: '%'
  name: 'Third Floor'

These sensors can be combined/averaged using a min_max:

- platform: min_max
  name: "Home Occupancy Confidence of 00:00:00:00:00:00"
  type: mean
  round_digits: 0
  entity_ids:
    - sensor.third_floor
    - sensor.second_floor
    - sensor.first_floor

Then I use the entity sensor.home_occupancy_confidence in automations to control the state of an input_boolean that represents a very high confidence of a user being home or not.

As an example:

- alias: Occupancy 
  hide_entity: true
  trigger:
    - platform: numeric_state
      entity_id: sensor.home_occupancy_confidence
      above: 10
  action:
    - service: homeassistant.turn_on
      data:
        entity_id: input_boolean.occupancy

Installation Instructions (Raspbian Lite Stretch):

Setup of SD Card

  1. Download latest version of rasbpian lite stretch here

  2. Download etcher from etcher.io

  3. Image raspbian lite stretch to SD card. Instructions here.

  4. Mount boot partition of imaged SD card (unplug it and plug it back in)

  5. [ENABLE SSH] Create blank file, without any extension, in the root directory called ssh

  6. [SETUP WIFI] Create wpa_supplicant.conf file in root directory and add Wi-Fi details for home Wi-Fi:

country=US
    ctrl_interface=DIR=/var/run/wpa_supplicant GROUP=netdev
    update_config=1

network={
    ssid="Your Network Name"
    psk="Your Network Password"
    key_mgmt=WPA-PSK
}
  1. [FIRST STARTUP] Insert SD card and power on Raspberry Pi Zero W. On first boot, the newly-created wpa_supplicant.conf file and ssh will be moved to appropriate directories. Find the IP address of the Pi via your router. One method is scanning for open ssh ports (port 22) on your local network:
nmap 192.168.1.0/24 -p 22

Configuration and Setup of Raspberry Pi Zero W

  1. SSH into the Raspberry Pi (password: raspberry):
ssh pi@theipaddress
  1. Change the default password:
sudo passwd pi
  1. [PREPARATION] Update and upgrade:
sudo apt-get update
sudo apt-get upgrade -y
sudo apt-get dist-upgrade -y
sudo apt-get install rpi-update/raspbian
sudo rpi-update
sudo reboot
  1. [BLUETOOTH] Install Bluetooth Firmware, if necessary:
#install bluetooth drivers for Pi Zero W
sudo apt-get install pi-bluetooth

  1. [REBOOT]
sudo reboot
  1. [INSTALL MOSQUITTO]

# get repo key
wget http:https://repo.mosquitto.org/debian/mosquitto-repo.gpg.key

#add repo
sudo apt-key add mosquitto-repo.gpg.key

#download appropriate lists file 
cd /etc/apt/sources.list.d/
sudo wget http:https://repo.mosquitto.org/debian/mosquitto-stretch.list

#update caches and install 
apt-cache search mosquitto
sudo apt-get update
sudo aptitude install libmosquitto-dev mosquitto mosquitto-clients
  1. [INSTALL MONITOR]
#install git
cd ~
sudo apt-get install git

#clone this repo
git clone git:https://github.com/andrewjfreyer/monitor

#enter monitor directory
cd monitor/
  1. [INITIAL RUN] run monitor:

sudo bash monitor.sh

Configuration files will be created with default preferences. Any executables that are not installed will be reported. All can be installed via apt-get intall ...

  1. [CONFIGURE MQTT] edit mqtt_preferences:
sudo nano mqtt_preferences
  1. [CONFIGURE MONITOR] edit known_static_addresses:
nano known_static_addresses
  1. [READ HELPFILE]:
sudo bash monitor.sh -h

That's it. Your broker should be receiving messages and the monitor service will restart each time the Raspberry Pi boots.

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Distributed advertisement-based BTLE presence detection reported via mqtt

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