Sustainability, Preventative Maintenance, and Automation: Insights from BOMA 2023

Engineering & simulationAI-based learning algorithmsaccuracy from 70% to 96-97 percentile

Metropolis applied learning algorithms to license plate recognition data, increasing accuracy from 70% to the 96-97 percentile, enabling frictionless parking without manual intervention.

“All AI-based, it's been had a learning algorithms is 2020. That learning algorithm has learned to map out different angles of vehicles, our camera captures, typically normal LPR ratios without an AI algorithm on top. Maybe a 70% accuracy rating. Our cameras are getting us into the 96, 97 percentile…”

Engineering & simulationEcoLab 3D

Ecolab invested in algorithms using 100 years of water treatment data to create predictive analytics for Legionella susceptibility in cooling towers and domestic water systems.

“we're taking 100 years of experience in that marketplace and investing in algorithms that have data for, like I said, the last 100 years. So we're trying to understand when we get that information, how we can take that and make it predictive.”

Running the companyAI provider / AI software

Trane piloted AI software on top of existing control systems to analyze weather and usage patterns for HVAC efficiency and to detect equipment deficiencies for intelligent technician dispatch.

“is pioneering, piloting a number of sites with an AI provider, AI software sits on top of a train control system existing and helps provide a better picture into what's going on in the system on a more frequent basis.”