Development, Implementation, and Industry Reception of a Novel Multi-source, Data-driven Building Energy Management Toolkit

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  • Inefficient and uninformed operations negatively impact building energy performance, leading to wide disparities between predicted and actual energy use in commercial and institutional buildings. Though ample research in data-driven building operations analytics has derived various methodologies for extracting energy-saving insights that can inform best practices, these approaches have traditionally remained disparate, and are mostly inaccessible to operations personnel who can benefit from these approaches in augmenting their duties and optimizing building energy efficiency. This research explores the development, implementation, and industry reception of a novel multi-source, data-driven building energy management toolkit as a synthesis of established data-driven approaches in the literature. Energy-saving insights identified from over five separate case study buildings demonstrated the toolkit's multifaceted application to identify operational deficiencies, and interviews with building operators and facility managers regarding the toolkit's outputs were conducted to identify possible barriers which may inhibit operations professionals from effectively deriving and utilizing data-driven insights.

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  • Copyright © 2022 the author(s). Theses may be used for non-commercial research, educational, or related academic purposes only. Such uses include personal study, research, scholarship, and teaching. Theses may only be shared by linking to Carleton University Institutional Repository and no part may be used without proper attribution to the author. No part may be used for commercial purposes directly or indirectly via a for-profit platform; no adaptation or derivative works are permitted without consent from the copyright owner.

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  • 2022

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