At Seven States, we take pride in fostering innovation and supporting employees who are building the grid of the future. Joe Knox, our Director of Technology Deployment, recently contributed to a research paper on the future of electric vehicle (EV) chargers. His expertise and dedication are helping shape transportation infrastructure and manage additional demand for energy.

As the demand for EVs continues to grow, the need for efficient, reliable, and accessible charging infrastructure is more critical than ever. Knox contributed to the work of PhD candidate Mehdi Khaleghian of the University of Tennessee at Chattanooga. Knox served as a key industry expert by providing EV charging data for the project. Together, they explored methods to better predict charging station outcomes, which will benefit EV drivers, station owners, and electric utility operators. 

To date, Seven States has installed more than 250 EV charging stations across 6 different states – that’s nearly 500 EV charging ports in under 4 years. The research paper focuses on the data gleaned from EV charging installations and will inform the collective work of experts within the EV sector as they move forward in building a dynamic power grid. Specifically, the paper explores using embedding vectors to capture the latent characteristics of EV charging stations based on user-station interactions. These factors help improve predictive tasks such as utilization forecasting and infrastructure planning through the use of Machine Learning Models.

“Working on this project was an exciting opportunity to contribute to the future of EV charging,” said Knox. “We explored ways to make charging faster, more efficient, and better integrated with the grid. It’s rewarding to see how our research can shape real-world solutions.”

As we continue to manage the transition to electric mobility and the infrastructure to support it, real-time analytics from actual deployments lead to data driven decisions, thereby removing the guesswork from next steps. Knox’s contributions demonstrate the power of collaboration and innovation in tackling the challenges of tomorrow.

We’re proud to have such forward-thinking minds on our team, driving progress and making a lasting impact on the energy industry. To view Seven States’ EV charging deployments, visit our interactive map.