When you sit down to design a solar installation for a prospective customer, probably one of the first things you consider is how much solar energy (irradiance) is available in different locations. If you’re using remote solar design software, rather than relying on manual measurements at the project, all you have to do is click a button and the software generates an irradiance map showing the solar irradiance at every point on the roof of your site model.But what’s happening behind the scenes in your solar software to deliver that irradiance map? Do you understand the diverse components that go into the calculation of solar irradiance?
While one of the benefits of solar software is that you don’t need to think too much about these calculations, it can be helpful to have an understanding of how solar irradiance is calculated to answer customer questions. Here at Aurora, we think about these calculations a lot, and recently our engineers have been working hard on updates that increased the speed of irradiance calculations by 30 times!
Today’s blog post explains the principles of calculating solar irradiance and discusses some of the computation approaches we employed to make this critical process faster for you.
The Basics of Irradiance Calculations
While you might think that solar irradiance is just based on the rays of sunlight that directly reach a surface, there are actually several sources of irradiance that go into the calculation. The first of these is that direct “beam” irradiance that you might intuitively associate with irradiance. This involves determining whether there are any objects that would block rays of the sun from reaching the solar panel (i.e., cause shading), in order to determine if this component should be included in the total irradiance.
In addition to this, there are two types of “diffuse” or indirect irradiance that need to be accounted for: sky diffuse irradiance–the light reflected from the atmosphere, separate from direct rays of sunlight that fall on the panel, and ground-reflected diffuse irradiance, light that is reflected back up from the ground.
In order to calculate these three broad types of irradiance, it's also necessary to take into account the angle of the array and the direction to the sun relative to the panel.
Of these calculations, determining whether or not direct beams from the sun can reach the panel requires the most processing power. This is because shading from surrounding objects must be calculated based on the location of the sun at every daylight hour of the year–these calculations can quickly add up!
Determining Sunbeam Intersection
In order to determine whether the rays of the sun will directly hit a particular surface, one must first have an accurate understanding of the surroundings–including objects like trees, surrounding buildings and roof planes, and obstructions like skylights, vents, and chimneys. This is why the starting point for creating a solar design in Aurora is to construct a 3D model of the project site.
Aurora’s irradiance engine translates the fully modeled project site into simpler shapes, which are more conducive to computational processes by computers.
From there, Aurora’s irradiance engine computes the location of the sun, relative to the panel, for every daylight hour of the year; for each hour, it tests whether a beam from the sun to the panel hits any object in the scene. If the beam intersects with an object, that means it cannot reach that point on the surface and the direct beam irradiance component should not be included in the irradiance calculation (in other words, that location is shaded at that hour of the day).
To generate an irradiance map, Aurora intelligently samples different points on the roof. For performance simulations, Aurora computes the irradiance at specific points on each panel or cell string.
Making Our Irradiance Calculations 30 Times Faster
Because a project site can contain thousands of objects, and intersections with solar rays have to be calculated for every daylight hour of the year, the number of calculations that need to be computed can be significant.
There are generally over 5,000 daylight hours for a given location. This means that, for each point on the roof, over 5,000 potential sun locations must be simulated, and a complex project site could require irradiance calculations for as many as 100,000 to 500,000 points! As you can imagine then, running these processes one at a time could sometimes be a lengthy process–especially for very large or complicated sites.
That’s why Aurora’s computation team set about developing an approach to enable Aurora to run many of these computations at the same time. This was done by utilizing Graphics Processing Units (GPUs).
In contrast to Central Processing Units, or CPUs, which you might be familiar with as the devices that perform most of the computing processes in your computer, GPUs are much better at performing thousands of calculation-heavy operations in parallel. This made it possible to dramatically speed up shading calculations.
By computing the intersections of the sun’s rays with thousands of objects in the scene in parallel (at the same time) rather than sequentially (one after the other), Aurora has been able to deliver 30x speed increases. To put this in context, irradiance for a large commercial project site of 7 MW PV system can now typically be calculated in under 20 seconds. And, of course, this is done while still maintaining the high shading accuracy that Aurora is known for.
Aurora's advanced solar design software has made it significantly easier for solar contractors and designers to determine how much solar energy is available to the solar arrays they design. Instead of having to visit the home or business of every prospective customer and take manual measurements from the roof or ground where the array would be located, this can now be done accurately with the click of a button. The National Renewable Energy Lab calculates this could save solar installers over $800 per system.
The next time you press “simulate” in Aurora, not only will you notice that the irradiance map generates much faster than you might expect, you’ll also have a better sense of what’s going on “under-the-hood” in the software. As we discussed in a recent post, being able to explain the power of your solar software tools is one way to help prospective customers understand the quality of your solar design processes–and feel more confident choosing your company for their solar installation.