In select buildings, including the Chemical and Biomolecular Engineering building, additional sub-metering captures energy use within different types of spaces, such as laboratories, offices and common areas. The hub also integrates weather data and emerging indicators of building occupancy, sometimes referred to as plug load, which estimate how many people are using a building based on factors such as outlet activity and wireless network connections.
“If you know there’s 1,000 wireless hits coming from one building, you can assume there’s 1,000 people on their phone or their laptop or some form of internet connection within that building,” Potter said.
For researchers, this level of detail opens the door to new kinds of analysis. Clark said the data allows faculty and students to build more accurate building energy models, test “what if” scenarios without physically altering systems and compare Ohio State buildings against similar facilities elsewhere.
“The more data you have, the more accurate you can make your models,” Clark said. “You can try a bunch of what-if scenarios, like what if we operated a building a little bit differently or installed a different piece of equipment, and see if we can squeeze some more energy savings out of it.”
Another promising application is fault detection and diagnostics, which uses algorithms to identify anomalies in building systems that might otherwise go unnoticed.
“You can identify things that aren’t working the way they should,” Clark said. “Things that aren’t really visible to the naked eye, but once you see them in the data, you can target them for maintenance and get efficiencies from making the system operate the way it’s supposed to.”
While the Energy Resource Data Hub is still evolving, its impact is already visible in campus operations. Since 2018, Ohio State has reduced its overall energy use by approximately 16%, even as it has added new buildings, many of them complex and energy-intensive research facilities.
“We use about 16% less energy per square food of conditioned building space now than we did when we started in 2018, even though we’ve added a whole lot of new building space since then,” Potter said.
Energy performance is measured at the campus level using total energy consumption per square foot, ensuring that reported gains reflect real reductions rather than shifts between individual buildings.
“If at the main meters campus hasn’t used less power, then it didn’t really do anything for us,” Potter said.
As ERIK continues to develop the Energy Resource Data Hub, the goal is to make institutional energy data easier to access and use, lowering barriers for researchers across disciplines while building a platform that can be expanded to incorporate additional, relevant data sources over time. With a campus that mirrors many of the commercial building types found across the country, Ohio State is positioning itself not only as a more efficient institution, but also as a national model for how operational data can fuel innovation in energy research.
“It’s great that the university is leveraging its operations to help out researchers and students interested in this stuff,” Clark said. “It’s a win-win.”