Irrigation – Part 6: Fuzzy Control

The easiest way to control automatic irrigation would be using the soil moisture as threshold value and start a pump with that. But I don’t think that this is a suitable approach to control watering of plants. The measuring value coming from the soil probe is rather more a reference point than a value to be used for a controller. I also want to implement a real controller keeping my soil moisture rather constant because I think that will lead to a better yield. The standard controller everybody knows is the PI-Controller. It is an ideal solution for many situations but in my case the disadvantage is that it can only process one measuring value. For sure there are some ways to deal with additional values such as feedforward or cascading but I won’t do that. I will use a Fuzzy Controller instead.

The Fuzzy Controller is a multi-input-multi-output (MIMO) control algorithm working with indistinct (fuzzy) definitions. That sounds very creative but the history goes back to 1965. In the 1990s there was a real hype about Fuzzy Control but then this concept sank into oblivion. In my opinion this control concept is still quite underestimated and unknown today and that’s very unfortunate because it deals well with the most common problems in controller design: no exact model and inly empirical knowledge about the needed algorithm.

I want to use our existing webserver so I will implement the controller in PHP. I have found a very nice class from Wojtek Jarzecji. The idea is that later on an Arduino will call the PHP script. The script will return a change request for the water setpoint (-10%…+10%). The Arduino will add this to the actual pump setpoint (0….100%) and transfer it to a pwm signal.

For the parameters I do some measurements in wet (~400) and in dry soil (~800). Google tells me that in my hometown average humidity is between 50% and 90% and temperature in summer times is between 8°C and 36°C. I take this values to define my input membership functions as follows:

fuzzyparameter_en

That’s my script:

 

 

Irrigation– Part 3: Visualization

For sure I want to see the measuring values from by automatic plant irrigation. But it is a bit annoying to use my database tools all the time. That’s the reason for me to make a small visualisation. I want to see the actual values as text and two trends. One showing the last 24h and the other showing the last week.

I have already my webserver so the drug of choice for me is making a website. But that’s not the only reason. It is becoming state of the art to make front-ends with web technologies. The advantages are obvious, simple deployment, platform independent (especially mobile devices). Furthermore web technologies have gained power over the last years (e.g. web socket, HTML5, SVG). Also rendering performance improved enough to render trends fluidly.

I always develop and test queries separately in Workbench IDE. For a better readability in my trends I compress the data a bit. The 24h data shows the average per hour. The data for the last week shows the average per quarter day. The value for soil moisture is scaled 1024 = 100%.

Usually I would put the queries in stored procedures and use them as they offer some advantages but unfortunately the mysqli does not support stored procedures returning multiple row sets. Therefore you find the queries hard-coded in the PHP script.

For displaying the trend data I use a 3rd party charting library. I use Chart.js in this case. It is for sure not the most powerful library but it is slim, fast, free and open source  (MIT license).

That’s the code for the website

The result is a nice website that also works great on mobile devices.

Datenanzeige

Irrigation- Part 2: Data Recording

I use a Raspberry PI 2 as server for my data recording. Additionally you need a SD card, a power supply (I use just a USB cable to connect it to my access point) and if needed a WLAN stick. I strongly recommend to use a case e.g. like this one

First of all the Raspberry needs an operating system (raspbian) installed. There are plenty of manuals for that in the internet. As you have seen in the Arduino project I send my data using a web server. Writing a small socket server would have been the more lightweight solution but it is really a tough job to program a service that runs 24/7 stable and robust. Therefore I like to use some kind of a well-known and tested middleware. For data recording the combination of Apache webserver, PHP and MySQL (LAMP) is an ideal solution for me. There are many tutorials for setting up such a system in the internet (I used this one). Instead of using the “real” MySQL I use the open source successor MariaDB.  I just replace

apt-get install apache2 apache2-utils php5 libapache2-mod-php5 php5-mysql mysql-server mysql-client phpmyadmin -y

by

apt-get install apache2 apache2-utils php5 libapache2-mod-php5 php5-mysql mariadb-server mysql-client phpmyadmin -y

MariaDB and MySQL are compatible on a wide scale. So you can use almost all the tools you use for MySQL also for MariaDB.

To improve my tool chain I also install a samba server on the Raspberry. You find a tutorial here. I develop on a Windows platform and the Samba server enables me to mount the wwwroot of the raspberry as network share. So I can simply develop on this share without taking a detour using FTP. For developing on the MariaDB you can use the installed PHPMyAdmin or you install the MySQL Workbench instead. The Workbench throws an error when connecting to a MariaDB but it’s working without any problems. It’s a matter of taste which way you prefer. Ich like the Workbench because I’m used to work in a real IDE for database development so the PHPMyAdmin feels a bit unfamiliar for me.

After setting up the Raspberry and the development tool chain you can create a database. I call my database simply “templogg”

Then I  create a table called “tbllogging”

The column “dt” is a datetime column and acts as my primary key. The columns temp, humidity and soil are data type real and take the measuring values. As you could see in the Arduino code, the PHP script, called “newrecord.php” is missing. I put the script directly in the wwwroot.

The script requires the MySQL extension in the php.ini.

The mysqli extension is not enabled by default, so the php_mysqli.dll DLL must be enabled inside of php.ini. In order to do this you need to find the php.ini file (typically located in c:\php), and make sure you remove the comment (semi-colon) from the start of the line extension=php_mysqli.dll, in the section marked [PHP_MYSQLI]. – http://php.net/manual/en/mysqli.installation.php

After that I try my script. I call the URL with some test data. You can do that with any browser.

http://raspberryip/newrecord.php?temp=33.00&humidity=44.00&soil=55.00

Then I check if the data has been recorded correctly.

When it works I delete the test data.

Now I start my Arduino and check if the recording works fine with that too. If that’s the case the prototype will do measurements on a houseplant for the next weeks.

Prototype in Aktion

In the meanwhile I will make a small website to display my measurements without using my database IDE.

Goodbye Magic Cards

Now it’s time to part with my Magic – The Gathering decks. After gathering dust for years I have decided to finally get rid of my former hobby. My wife recommended to just throw it away but after successfully selling my old stereo I prefer to earn some money instead. I mean, it really doesn’t make sense to throw away something if you can get some Euros for. There is only one question: what is a reasonable price?

What I will do now is writing a small script for determining the value of my cards. That’s a good  life hack and a programming exercise.