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From Graph Paper to Digital Displays: The Evolution of Engineering Graphs

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Tom Walski, Ph.D, P.E, Senior Product Manager, Water

A person reviews large sheets at a desk surrounded by organized books, files, and engineering graphs.
A person reviews large sheets at a desk surrounded by organized books, files, and engineering graphs.

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Engineers and scientists love graphs. With one image, they can convey as much information as many pages of text and do it in a way that can be clearly visualized.

Nowadays, with software, we can do so much more with graphing, but that’s not always the way it was done. Here is how simple graphs used to look like in the past, drawn on preprinted graph.

Graph paper with a grid layout, branded by "Hasstad Methods" at the top, reflects the evolution of engineering graphs. It includes contact details and an area for project information in the header. Perfect for translating precise designs to digital displays.

Straight line y=mx+b

Here is a graph you can get from Excel today:

Image of a graph with an x and y axis

Sure, anybody can draw a graph on arithmetic graph paper. But what happens when you have data that cover several orders of magnitude and data aren’t very evenly spaced. You could take the logarithm of each point and plot it that way, but then you would need to continuously convert the data from the log scale to your original values. For example, “the graph says 3.52 but that’s the log of the real value that is 3311”. The key of course is to have graph paper with logarithmic scales. Your graph paper would look like this:

The figure shows 3 cycle log-log paper.

A sheet of red graph paper with a grid pattern and labeled axes, reminiscent of engineering graphs, perfect for plotting designs and innovations.

Straight line y = aXb

In Excel the figure could look like this:

Image of a x and y axis graph

Sometimes, however, only one axis would need to vary over several orders of magnitude. This is where semi-log graph paper saves the day.

A sheet of graph paper with a grid layout, featuring labeled axes and a yellow tint, reflects the evolution of engineering graphs toward digital displays.

Straight line y = a exp(bx)

Using today’s software, the figure might look like this:

Graph titled "Semi-Log" with an X-axis from 0 to 10 and a Y-axis on a logarithmic scale from 1 to 1000, showcasing the evolutionary trend in engineering graphs. Three data points rise upward, connected by a line, highlighting the advancements in analyzing digital displays.

So, you just needed log-log and semi-log graph paper, and you were all set. Not quite.

You couldn’t be too certain how many orders of magnitude you needed to cover. You needed 1-cycle, 2-cycle, 3-cycle graph paper.

Here is what 5-cycle semi-log graph paper looked like:

A sheet of red graph paper with a grid pattern and labeled axes, reminiscent of engineering graphs, perfect for plotting designs and innovations.

A good engineer needed a drawer full of different scale graph paper to cover every situation.

It wasn’t just log-scales that mattered. If you worked with statistics, you needed normal distribution graph paper to display how well your data fit a normal distribution. But you also needed log-normal paper with different scales.

Although their main products were surveying, drafting and engineering equipment dating back to the 1800s, companies like Eugene Dietzgen and Keuffel & Esser made a lot of money selling obscure types of graph paper.

Today, of course, digital technology has replaced graph paper and many other old engineering tools. I don’t plan to go back to graph paper any time soon. How many young engineers know what a “planimeter” is?

Progress marches on and leaves a lot of log-log graph paper in its wake.

Read more of Tom’s blogs here, and you can contact him at tom.walski@bentley.com.

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