Smart Buildings

Hybrid Deep Learning Promises to Better Predict Building Energy Consumption

Accurate forecasting of building energy consumption is as valuable as it is complicated. The ability to reliably predict how much energy a building will use in the next hour, week, or year would bring about a new level of flexibility within and between our smart buildings but a range of internal and external variables have presented a barrier to such development. Recently, however, an international research collaboration has published the results of a new approach that appears to trigger an accuracy-evolution in building energy management. The paper, published in IEEE journal, proposes a “novel hybrid deep learning prediction approach” that utilizes long short-term memory as an encoder and gated recurrent unit as a decoder in conjunction with the Algebra of Communicating Processes or “ACP theory” — an algebraic approach to reasoning about concurrent systems. The new approach has been tested and validated against real-world datasets and consistently outperformed traditional predictive models, promising a new era […]

Stay ahead of the pack

with the latest independent smart building research and thought leadership.

Have an account? Login

Subscribe Now from just $400 per year per user for Access to Quality Independent Smart Building Research & Analysis!

What Exactly Do you Get?

  • Access to Website Articles and Notes. Unlimited Access to the Library of over 2000 Articles Spanning 10 Years.
  • 10% discount on ALL Memoori Research reports for Subscribers!
  • Industry-leading Analysis Every Week, Direct to your Inbox.
  • AND Cancel at any time
Subscribe Now
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

Most Popular Articles

Trane Technician inspecting units
Smart Buildings

Trane Technologies Commercial HVAC Business & 2024 Financials Examined

In this Research Note, we examine the commercial HVAC business of Trane Technologies. This article is based on the announcement of their Q4 and full-year 2024 results, investor presentation, and transcript of 30th January 2025. We also highlight the progress of Trane’s digital building services through connected buildings and assets, its recent acquisitions, and its […]

Smart Building Startups Consolidation 2024
Smart Buildings

Consolidation in the Smart Buildings Startups Space 2024

Based on analysis from our latest research, Startups in Smart Buildings 2025, we examine M&A activity in the commercial buildings startups space. PitchBook has reported that M&A activity across all sectors in 2024 increased by 14% in volume and 19% in value YoY. In fact, deal activity reached its highest annual count ever, finishing with […]

Subscribe to the Newsletter & get all our Articles & Research Delivered Straight to your Inbox.

Please enter a valid email

Please enter your name

Please enter company name

By signing up you agree to our privacy policy