Archive for June, 2012
Spurious Regression
Posted by Bill Storage in Design Thinking, Multidisciplinarians on June 14, 2012
William Storage 14 Jun 2012
Visiting Scholar, UC Berkeley Center for Science, Technology, Medicine & Society
I’ve been looking into the range of usage of the term “Design Thinking” (see previous post on this subject) on the web along with its rate of appearance in publications. According to Google, the term first appeared in print in 1973, occurring occasionally until 1988. Over the next five years its usage increased ten-fold, then calming down a bit. It peaked again in 2003 and has declined a bit since then.
Rate of appearance of “Design Thinking” in publications
since 1970 (bottom horizontal is zero) per Google.
More interesting than term publication rates was the Google data on search requests. I happened upon a strong correlation between Google searches for “Design Thinking” and both “Bible verse” and “scriptures.” That is, the rate of Google searches for Design Thinking rise and fall in sync with searches for Bible verses.
A scatter plot of search activity for Design Thinking and Bible verse from 2005 to present shows an uncanny correlation:

US web search activity for Design Thinking and Bible verse (r=0.9648) Source: Google Correlate
From this, we might conclude that Design Thinking is a religion or that holism is central to both Christianity and Design Thinking. Or that studying Design Thinking causes interest in scriptures or vice versa. While at least one of these four possibilities is in fact true (Christianity and Design Thinking both rely on holism), we would be very wrong to think the relationship between search behavior on these terms to be causal.
A closer look at the Design Thinking – Bible verse data, this time as a line plot, over a few years is telling. Searches for the both terms hit a yearly minimum the last week of December and another local minimum near mid-July. It would seem that time of year has something do with searching on both terms.

Google Correlate relative rates of searches on Design Thinking
and Bible verse, July 09-July 2011 (r=0.964)
If two sets of data, A and B, correlate, there are four possibilities to explain the correlation:
1. A causes B
2. B causes A
3. C causes both A and B
4. The correlation is merely coincidental
Item 3, known as the hidden variable or ignoring a common cause, is standard fare for politics and TV news (imagine what Fox News or NPR might do with the Design Thinking – Bible verse correlation). But in statistics, spurious correlations are bad news.
Spurious regression is the term for the scenario above. In this linear regression model, A was regressed on B. But there is some unknown C probably having to do with seasonal interest/disinterest due to time availability or more pressing topics of interest. Searches on Broncos and Tebow, for example, have negative correlations with Design Thinking and Bible verse.
Watch for tomorrow’s piece on Politics Thinking and Journalism Thinking.
Wind Science Fluttering in the Breeze
Posted by Bill Storage in Engineering & Applied Physics, Sustainable Energy on June 6, 2012
Three years ago Inc magazine praised a recently-funded startup called WindTronics. Their energy claims for their $5500 rooftop wind turbine seemed so absurd that I suspected Inc had botched the technical details. Since then I’ve followed the Michigan firm. Their rooftop wind turbine was awarded “Best of What’s New” by Popular Science magazine last November. It was called “one of the 10 most brilliant products of 2009” by Popular Mechanics. In 2009 they moved their production to Ontario. They recently closed operations in Ontario and moved back to Michigan. Reports say Canadians aren’t happy about the $2.7 million Canada gave the company as an incentive to set up operations there. The Windsor Star reports that WindTronics left without making good on its debts.
There may be two sides to the financial issues; I didn’t dig very deep. The technical claims, however, are another matter. Some basic analysis reveals big problems with the claims.
Windtronics make a 6-foot diameter rooftop wind turbine. They claimed the device could supply 18% of an average household’s electricity, based on a 12.8 mph wind speed. Without knowing a thing about their technology, it’s very easy to debunk this. They also claim it generates power down to a wind speed of two miles per hour. This is true, but highly deceptive.
The wind in Chicago, the windy city, averages about 10 mph. Kinetic energy is equal to ½ the mass of the moving matter times its velocity squared. So wind energy extracted from moving air – if you could catch it all – would be proportional to the square of the wind speed. Cut the speed in half and you end up with one fourth of the energy. – You’d cut the ideal maximum by 75 percent, assuming the turbine were equally efficient at both wind speeds – which is impossible. At two mph wind speed, the maximum theoretical power would be 4% of the power at 10 mph. But a few more details will show it to be even far less than that.
Large modern wind turbines have an efficiency of about 40%, but they reach this maximum at the specific wind speed for which they were designed. The efficiency is constrained by frictional losses at low speeds and back pressure (the “lift” that makes an aircraft fly) on the blades above the design speed. Above or below the optimum wind speed, efficiency drops off steeply. For example, at twice their design wind speed, the efficiency of commercial wind turbines drops to about 10%.
Betz’ Law, a principle of hydraulics, shows that the maximum energy that a turbine of any design can extract from such a wind turbine is exactly 16/27 (~59%) of the kinetic energy of wind. The Windtronics machine is six feet in diameter. Assuming its blades go to the very outer diameter of their housing, its wind area is 28 square feet. Using average air pressure, temperature and humidity and a Rayleigh distribution of wind speed, one can then calculate the energy in a 6-foot diameter tube of air moving at 12.8 miles per hour. 59% of that will be the maximum possible energy that the Windtronics machine could produce if it were a perfect machine. That equates to 2000 kWh per year. But that value is for a machine that is frictionless.
At an optimistic efficiency of 50% and a wind velocity of 6.5 miles per hour, the calculated yearly output of the WindTronics turbine is 404 kWh, which is about 4.0% of the average household’s electrical usage, based on Department of Energy usage numbers.
Also per the DOE, the average cost of residential electricity in the United States was (and still is) 12 cents per kWh when WindTronics released their turbine. The average household uses 11,000 kWh per year, and therefore, pays about $1300 for all their electricity. If the rooftop turbine supplies 4% of that and costs $5500, you could amortize your purchase in a mere 100 years, assuming your installation costs are zero and the unit lasts a century without maintenance.
Consumer Reports evaluated the turbine in October 2011 and reported an installation cost of about $11,000. They said they got only a fraction of the power WindTronics told them to expect and noted that it would not pay for itself in its expected 20-year life. My quick analysis suggests they put it mildly.
Windtronics explains the magic of their gizmo:
Our wind turbine utilizes a system of magnets and stators surrounding its outer ring, capturing power at the blade tips where speed is greatest, practically eliminating mechanical resistance and drag. Rather than forcing the available wind to turn a generator, the perimeter power system becomes the generator by swiftly passing the blade tip magnets through the copper coil banks mounted onto the enclosed perimeter frame.
While there’s nothing actually false in those words, they seem to aim at baffling more than illuminating. Elegant words whose meaning is lost somewhere in a vast windswept expanse.
