Smart Buildings

The Future Impact of Machine Learning & Predictive Analysis on Building Energy Management

Continuing our series of articles on Innovation we recently talked to Mike Zimmerman, Founder of BuildingIQ, about the approaching 3rd Step change in Building Energy Management (BEMS) technology. The 1st step change in BEMS technology was of course the move to DDC controls. Since then we have seen a 2nd wave of innovation in analytics; where companies have started to extract useful data using open protocols and analyze it to help report on performance or identify operating issues. But the limitation of this approach is that it only provides a static “point in time” view of the building. It isn’t continuous or predictive. Additionally, any issues identified still require human intervention to address. The 3rd wave of innovation will take this analysis concept even further to "optimization". It will be about real-time adaptive control of operations. Basically creating a learning system using predictive analysis algorithms, machine learning and Big Data. The system will combine an […]

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Most Popular Articles

Smart Buildings

Mapping the Strategic Direction of Johnson Controls – Part 1

This Research Note examines the emerging strategic priorities of Johnson Controls (JCI) in the smart buildings space. We have mapped acquisitions, divestments, strategic partnerships and investment activity to ascertain the growth ambitions of the group, by categorizing the various business relationships by technology and investment type over a 3-year period. This article, part 1 of a 2-part analysis, is intended […]

Smart Buildings

The Single Pair Ethernet Enabler for Building Connectivity

“For over 30-years twisted-pair (TP) cabling has been used to transmit voice, data, and power over the same infrastructure. It has been crucial to integrating operational technology (OT) and information technology (IT) on a single TP ethernet platform during that time as we have seen technological advancements that have expanded the use of the now-ubiquitous […]

Smart Buildings

Mapping the Strategic Direction of Trane Technologies

In this Research Note, we take an in-depth look at the business strategy of Trane Technologies based on their acquisitions and partnerships since 2020. Trane Technologies was formed in 2020 following a spin-off from Ingersoll Rand’s Climate Division. As a vertically integrated enterprise, Trane offers commercial and residential HVAC equipment and aftermarket services as well […]

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