# Event blocks

In many home automation scenarios we have an input and we want to act on it. Rarely is it a simple if-this-do-that scenario. It may be so complex that we need a state machine or some sequential logic blocks.

Over time I've evolved both of these approaches and now have a full hierarchical state machine available on Github and a more advanced approach to logic blocks that can chain back and forth within the graph to explain why any action fired upstream and what it will affect downstream.

Let's take a look at all the logic blocks I find useful.

## Converting from real-valued inputs to real-valued inputs

Any time series in my system can be transformed to a new time series by an arbitrary conversion function (e.g. degrees C to degrees F), by addition or subtraction from another time series, by summarization (e.g. daily power consumption) or by differentiation (e.g. rate of change of humidity). Some of these calculations are performed on the fly which can be complex because time series are all stored in a compressed form with changes recorded only when necessary not on equal or predictable intervals. This requires interpolation to find values at the corresponding times between two series. Some are simply calculated as their inputs change and the value is recorded allowing rapid lookup later (e.g. power consumption summaries for a room or floor).

## Converting from real-valued inputs to binary inputs

We might want to turn a light on when it gets dark outside, or a fan when the humidity goes up. Naively we might say `light_state = outside_brightness < 80%`. This is never the right approach because all analog signals have noise and may oscillate around any particular value before moving to consistently above or below. We always need to apply hysteresis with two values: an `on value` and an `off value` and there needs to be some gap between them to prevent rapid on-offs on the output.

## Handling binary inputs

Having converted our analog values and applied hysteresis to get a digital value we are still not quite ready to control a device. An A/C compressor for example cannot be cycled quickly without damaging it. A light may linger on for a while after a room goes not occupied in case the occupant returns quickly. These temporal logic blocks are closely related to the old-fashioned timing relays you can still find in many industrial applications. They include:

• Pulse stretch / delay-off
• Pulse limit
• Delay
• Repeat

## Actions

Finally we are ready to do something so a command block runs. Most home automation systems have actions like `light on`, `light off`, `light to x%`. These are OK but there is a better way, and I wish light switches implemented this interface directly ... The problem comes when two events both want to control a light and one wants 50% brightness and the other wants 75% brightness. If they keep firing alternately, the light might flick back and forth between the two brightness values. A better API for lighting control, and the one I use throughout my system is `BrightnessAtLeast(x%)` and `BrightnessAtMost(x%)`. This API is commutative and idempotent.

## Logging

Another critical part of an event system is logging. By using chained logic blocks defined with my fluent Rx-like syntax I can capture the sequence that actually triggered the event and log that. A log for a light coming on might note that it came on because (i) it's after 5pm; (ii) it's dark; and (iii) a car came down the drive. This makes it much easier to figure out what went wrong. Any complex system will eventually exhibit unexpected behavior, but logging like this has helped find and fix issues quickly when it does.

## Related Stories

### Time Series Data Compression

This new technique to compress the time series data collected by my home automation system seems to be working really well.

Ian Mercer

### Home Automation

I've been working on home automation for over 15 years and I'm close to achieving my goal which is a house that understands where everyone is at all times, can predict where you are going next and can control lighting, heating and other systems without you having to do or say anything. That's a true "smart home".

Ian Mercer

### Bluetooth Tracking Project

My year long Bluetooth project that won the \$20,000 HCI and Microsoft competition during lockdown has continued to grow and now reliably tracks how many people are in the house and outside and can locate any device down to room level.

Ian Mercer

### Digital Twins are never identical

Digital Twin are an online representation of a real world object, a copy of its properties in the digital world and a way to send updated and commands to it. In effect I've been making them for years but now they have a trendy name.

Ian Mercer

### Home Automation Sensors

An overview of the many sensors I've experimented with for home automation including my favorite under-floor strain gauge, through all the usual PIR, beam and contact sensors to some more esoteric devices like an 8x8 thermal camera.

Ian Mercer

### Why smarthomes are hard

Why automated learning is hard for a smart home. The perils of over-fitting, under-fitting and how the general unpredictable nature of life makes it hard to build a system that learns your behavior.

Ian Mercer

### Collinearity test for sensor data compression

One way to reduce the volume of sensor data is to remove redundant points. In a system with timestamped data recorded on an irregular interval we can achieve this by removing co-linear points.

Ian Mercer

### 3d Printed ESP32 Brick

ESP32 provides a great platform for sensors around the house but by the time you've added a USB power brick, cable and enclosure it's quite messy. I wanted a device that I could just plug in with no exposed wires and no mounting needed so I designed one in OpenSCAD.

Ian Mercer

### Filtering techniques

Filtering raw data is essential for a reliable home automation system. Here are some of the many ways you can filter sensor data.

Ian Mercer

### Bluetooth Sensing for Home Automation

Bluetooth sensing for home automation is a great proxy for people counting as it can detect and locate each cellphone in the house. iBeacons attached to tools, cars and pets can provide a 'find my anything' feature too.

Ian Mercer

### Gas sensors

Gas sensors come in many different flavors including CO2, VOC and particulate sensors.

Ian Mercer

### Humidity Sensors (DHT11, DHT22, AM2320)

Humidity sensors are great for controlling extractor fans in bathrooms and other damp spaces.

Ian Mercer

### Light sensors for Home Automation

Having at least one light sensor is critical for any home automation system that controls lightng. Lights need to be turned on when it's dark not at specific times of day, especially here in Seattle when it can be dark and cloudy at any time of day.

Ian Mercer

### Microwave Doppler Sensors (RCWL-0516)

Microwave doppler sensors can be found in some alarm sensors but there are also available very cheaply as a separate component. They offer exceptional range but suffer from false triggers requiring a probailistic approach to people sensing.

Ian Mercer

### Optical-beam sensors

Optical-beam sensors are reliable and can cover a long-distance such as across a garage or aisle-way. When they include multiple-beams they have good false-trigger rejection.

Ian Mercer

### PIR Sensors for Home Automation

PIR sensors are cheap and easy to use but they suffer from slow response times and low repeat rates.

Ian Mercer

### Strain-gauges

Strain-gauges are my top-rated sensor for home automation because they are invisible, reliable and can be tuned to detect people and ignore pets.

Ian Mercer

### Temperature sensors for home automation

Temperature sensors I've experimented with for home automation.

Ian Mercer

### Logistic function - convert values to probabilities

Another super useful function for handling sensor data and converting to probabilities is the logistic function 1/(1+e^-x). Using this you can easily map values onto a 0.0-1.0 probability range.

Ian Mercer

### ATAN curve for probabilities

In a home automation system we often want to convert a measurement into a probability. The ATAN curve is one of my favorite curves for this as it's easy to map overything onto a 0.0-1.0 range.

Ian Mercer

Several years ago we did a major remodel. I did all of the finish electrical myself and supervised all of the rough-in electrical. I also put in all of the electrical system and water in our barn. I have opinions ...

Ian Mercer

### T-Mobile home internet

I'm testing a T-Mobile Home Internet device as a backup to XFinity and a way to offload half our monthly traffic to avoid the XFinity 1.2TB cap

Ian Mercer

### Probabilistic Home Automation

A probabilistic approach to home automation models the probability that each room is occupied and how many people are in that room.

Ian Mercer

### Multiple hypothesis tracking

A statistical approach to understanding which rooms are occupied in a smart house

Ian Mercer

### A state machine for lighting control

An if-this-then-that style rules machine is insufficient for lighting control. This state machine accomplishes 90% of the correct behavior for a light that is controlled automatically and manually in a home automation system.

Ian Mercer

### Home Automation States

Understanding the many different 'states' a house can have is critical to creating great home automation

Ian Mercer

### Graphing gigabytes of home automation data with tableau

Some interesting charts from the gigabytes of data my home automation system produces

Ian Mercer

### iBeacons for Home Automation

My investigations into using iBeacons for home automation

Ian Mercer

### iBeacon meetup in Seattle - January 2015

My notes on the iBeacon meetup in Seattle held in January 2015

Ian Mercer

### Home Automation Systems as a Graph

Using nodes and links to represent a home and all the devices in it

Ian Mercer

### N-Gram Analysis of Sensor Events in Home Automation

Using n-gram analysis to spot patterns in sensor activations

Ian Mercer

### Xamarin Forms Application For Home Automation

Building a Xamarin Forms application to control my home automation system

Ian Mercer

### The Internet of Hubs (and things)

Maybe it should be called the Internet of Hubs instead

Ian Mercer

### Showing home status with just a single RGB LED

Multicolored LEDs can convey a lot of information in a small space

Ian Mercer

### A wireless sensor network using Moteino boards

The diminutive Arduino boards include a powerful transmitter/receiver

Ian Mercer

Ian Mercer

Ian Mercer

### A RESTful API for sensor data

POSTing data to a home automation system from Arduino devices

Ian Mercer

### The Internet of Boilers

An experiment to measure every aspect of an HVAC / boiler system

Ian Mercer

### VariableWithHistory - making persistence invisible, making history visible

A novel approach to adding history to variables in a programming language

Ian Mercer

### A Quantified House - My Talk to the Seattle Quantified Self Meetup

My talk to the Seattle Quantified Self meetup

Ian Mercer

### Integrating an Android phone into my home automation system

Some new features for my home automation using an Android phone

Ian Mercer

### The Internet of Dogs

Connecting our dog into the home automation

Ian Mercer

### GreenGoose Review

A review of the now defunct GreenGoose sensor system

Ian Mercer

Ian Mercer

Ian Mercer

Ian Mercer

Ian Mercer

Ian Mercer

Ian Mercer

Ian Mercer

Ian Mercer

Ian Mercer

Ian Mercer

Ian Mercer

### What does a Smart House do at Halloween?

My favorite home automation features for Halloween

Ian Mercer

Ian Mercer

Ian Mercer

Ian Mercer

Ian Mercer

Ian Mercer

Ian Mercer

Ian Mercer

Ian Mercer

Ian Mercer

Ian Mercer

Ian Mercer

Ian Mercer

Ian Mercer

Ian Mercer

Ian Mercer

Ian Mercer

Ian Mercer

Ian Mercer

Ian Mercer

Ian Mercer

Ian Mercer

Ian Mercer

Ian Mercer

Ian Mercer

Ian Mercer

Ian Mercer

Ian Mercer

Ian Mercer

Ian Mercer

Ian Mercer

### Future proof your home with a new conduit system?

Running conduit can be expensive but maybe you don't need one to every room

Ian Mercer

Ian Mercer

### Shortened URLs should be treated like a Codec ...

Expanding URLs would help users decide whether or not to click a link

Ian Mercer

### Tagging File Systems

Isn't it time we stopped knowing which drive our file is on?

Ian Mercer

### WMPnetwk.exe started using 50% of my CPU

Uninstalling Windows Media Player - the end of an era

Ian Mercer

Ian Mercer

Ian Mercer

### Amazon Instance vs Dedicated Server comparison

Some benchmark performance for Amazon vs a dedicated server

Ian Mercer

### Agile Software Development is Like Sailing

You cannot tack too often when sailing or you get nowhere. Agile is a bit like that.

Ian Mercer

### AntiVirus Software is the Worst Software!

When your anti-virus software starts stealing your personal data, it's time to remove it!

Ian Mercer

### It's all about disk speed

Why disk speed is the most critical aspect for most modern PCs and servers

Ian Mercer

Ian Mercer

Ian Mercer

Ian Mercer

### World's Smartest House

Over 15 years of experimentation with home automation

Ian Mercer

### HX711 Strain Gauge Pulsor Sensors

Using Pulsor sensors with an HX711 for homeautomation.

Ian Mercer

### Preparing for death

A friend died last year, it wasn't unexpected. He left a lot for his friends to cleanup. Maybe these notes can help someone else prepare better.

Ian Mercer

### The Grideye 8x8 camera sensor

Experiments with an 8x8 IR camera for privacy-preserving people detection using cameras.

Ian Mercer

### World's Smartest House Videos

A collection of videos about my smart home efforts

Ian Mercer

### CCTV Cameras as Home Automation Sensors

CCTV cameras are an option for detecting people but within the home there are privacy concerns that need to be addressed.

Ian Mercer

### Pressure Sensors for Home Automation

Pressure sensors can detect HVAC system operation and could potentially detect clogged filters.

Ian Mercer