most citedBuilding Automation System Data Integration with BIM: Data Structure and Supporting Case Study

95 citations · 212 across the 6 of their papers we have counts for

collaborators

6 papers

cs.LG2023

A Transfer Learning Approach to Minimize Reinforcement Learning Risks in Energy Optimization for Smart Buildings

Mikhail Genkin, J. J. McArthur

Energy optimization leveraging artificially intelligent algorithms has been proven effective. However, when buildings are commissioned, there is no historical data that could be us…

cs.AI2022★ 2 cited

B-SMART: A Reference Architecture for Artificially Intelligent Autonomic Smart Buildings

Mikhail Genkin, J. J. McArthur

The pervasive application of artificial intelligence and machine learning algorithms is transforming many industries and aspects of the human experience. One very important industr…

eess.SP2022★ 42 cited

Fault Detection for Non-Condensing Boilers using Simulated Building Automation System Sensor Data

Rony Shohet, Mohamed Kandil, Y. Wang +1

Building performance has been shown to degrade significantly after commissioning, resulting in increased energy consumption and associated greenhouse gas emissions. Continuous Comm…

cs.AI2022★ 46 cited

A review of ontologies for smart and continuous commissioning

Sara Gilani, Caroline Quinn, J. J. McArthur

Smart and continuous commissioning (SCCx) of buildings can result in a significant reduction in the gap between design and operational performance. Ontologies play an important rol…

cs.CY2022★ 27 cited

Comparison of Brick and Project Haystack to Support Smart Building Applications

Caroline Quinn, J. J. McArthur

Enabling buildings with Smart Building applications will help to achieve the ongoing efficient commissioning of buildings, ultimately attaining peak performance in energy use and i…

cs.NI2022★ 95 cited

Building Automation System Data Integration with BIM: Data Structure and Supporting Case Study

Caroline Quinn, Ali Zargar Shabestari, Marin Litoiu +1

Buildings Automation Systems (BAS) are ubiquitous in contemporary buildings, both monitoring building conditions and managing the building system control points. At present, these…