March 2013 |
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Analytics?
It’s elementary! |
Andy McMillan |
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Wandering through controls, automation and software booths at the
ASHRAE show this year could lead a person to think that analytics is
the “next big thing” in BAS. Large screens with colorful data
displays and multi-dimensional graphs proclaimed that we are entering a
new age of BAS information analysis. And, in some sense this
might be true but, if you look under the covers at much of what is being
called “analytics” you might conclude we still have a long way to go.
Analytics Defined
I checked the Merriam-Webster definition of analytics and found it
defined as “the science of analysis.” Feeling not quite satisfied
by that I thought I would take a look at Wikepedia where I found
analytics defined as “the discovery and communication of meaningful
patterns in data.” Together these definitions convey the sense
that analytics involves substantive scrutiny of data to tease out
non-obvious information. Many companies apply analytics to
support business decision-making. For example, retailers
apply analytics to sales and inventory data in an effort to inform
product mix and pricing decisions. So, how does that compare to
what many people are calling analytics in BAS?
Data Display
On the surface, products and solutions that pass for analytics in BAS
incorporate one or both of two elements. The first is enhanced
data display with integral navigation and the second is simple
condition analysis. The provision of more robust data displays
with better user interaction is certainly a positive thing in our
industry. Everything else in the world is moving to better
displays oriented around graphical presentation. Just look at the
iPhone, Windows 8, eReaders and the new Blackberry -- or closer to our
world, the NEST home thermostat. And it makes sense. The
world is full of colorful graphic displays because visual presentation
is engaging and for most people seeing really is believing. So
enhanced data displays with dynamic user interaction for BAS tools are
great … but fall short of true analytics.
Condition Monitoring
The second element included in many BAS products and solutions that
pass for analytics is simple condition monitoring. It turns out
that there are a lot of conditions that are easy to detect and yield
useful information. Some are merely threshold monitoring.
For example, if the space temperature is much higher (or lower) than
the setpoint you can conclude that an HVAC unit is not functioning
correctly. Or, if you monitor the power consumption of the
lighting panel of a building and find the usage does not substantially
decline overnight, you can conclude that the lighting controls are not
scheduled correctly, or are malfunctioning. This kind of threshold
monitoring can be taken to a slightly higher level by adding in
conditional thresholds. For example, you could monitor flow rate
in a cooling water pipe looking for minimal flow but, only consider the
threshold relevant when the pump has been on for more than two minutes
and the system is calling for cooling. Simple threshold
monitoring can be powerful in situations where there is follow up on
the issues it identifies … but it also falls short of true analytics.
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Summary
True analytics in the BAS context certainly includes robust graphical
display of data as well as simple condition monitoring, but it needs to
go beyond that. True analytics should also yield non-obvious
optimization or diagnostic recommendations through meaningful
examination of building automation datasets. Some of that
capability exists today in the area of predictive diagnostics but we
have only scratched the surface of what can be done. With the
routine application of standard communications (like BACnet) and common
data definitions, the opportunities to apply real analytics is rapidly
increasing. Judging by products on display at the ASHRAE show we
are making progress in the right direction, but, we will have to wait a
little longer to see widespread availability of true analytics tools
for BAS.
As always, the views expressed in this column are mine and do not
necessarily reflect the position of BACnet International, Philips
Lighting, ASHRAE, or any other organization. If you want to send
comments to me directly, feel free to email me at
andysview@arborcoast.com.
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