
Project: Using Machine Learning for Calculating Construction Emissions
Ponsu Muthuraman ’26 evaluated the use of a machine learning tool to improve construction carbon emission estimation.
Stanford joined over 20 Ivy+ schools at the Ivy+ Sustainability Summit in Southern California, sharing strategies and learning from experts. The summit featured a presentation by Allison Agsten, the inaugural director of the Center for Climate Journalism and Communications, whose mission is to train journalists, communication professionals, and students to effectively communicate about climate change and solutions. She emphasized the importance of tailoring content to specific audiences to establish buy-in for climate solutions.
Professors Will Berelson (USC) and Jess Adkins (Caltech) also presented, showcasing their ocean-based solutions for carbon removal, including technology for use on cargo ships and other vessels. Participants were given a sustainability tour of the Huntington Gardens in Pasadena, where the impressive and essential water conservation efforts were extensively highlighted.

Ponsu Muthuraman ’26 evaluated the use of a machine learning tool to improve construction carbon emission estimation.

Danica Sun ’28 explored smarter resource use for one of Stanford’s major computing clusters.

Rachel Porter, PhD candidate, investigated alternatives for reducing reliance on Stanford’s natural gas-fired steam plant.