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Mario Berges
Researcher at Carnegie Mellon University
Publications - 142
Citations - 3552
Mario Berges is an academic researcher from Carnegie Mellon University. The author has contributed to research in topics: HVAC & Computer science. The author has an hindex of 29, co-authored 131 publications receiving 2762 citations.
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Proceedings ArticleDOI
Brick: Towards a Unified Metadata Schema For Buildings
Bharathan Balaji,Arka Bhattacharya,Gabriel Fierro,Jingkun Gao,Joshua Gluck,Dezhi Hong,Aslak Johansen,Jason Koh,Joern Ploennigs,Yuvraj Agarwal,Mario Berges,David E. Culler,Rajesh Gupta,Mikkel Baun Kjærgaard,Mani Srivastava,Kamin Whitehouse +15 more
TL;DR: Brick is described, a uniform schema for representing metadata in buildings that defines a concrete ontology for sensors, subsystems and relationships among them, which enables portable applications.
Proceedings ArticleDOI
Event detection for Non Intrusive load monitoring
TL;DR: This paper discusses event detection algorithms used in the NILM literature and proposes new metrics that incorporate information contained in the power signal instead of strict detection rates, and shows that this information is important for NilM applications with the goal of improving appliance energy disaggregation.
Journal ArticleDOI
Enhancing Electricity Audits in Residential Buildings with Nonintrusive Load Monitoring
TL;DR: Recommendations for improving the technology to allow detailed, continuous appliance-level auditing of residential buildings are provided, along with ideas for possible future work in the field.
Proceedings ArticleDOI
PLAID: a public dataset of high-resoultion electrical appliance measurements for load identification research: demo abstract
TL;DR: The Plug-Level Appliance Identification Dataset (PLAID), a public and crowd-sourced dataset for load identification research consisting of short voltage and current measurements for different residential appliances, is introduced.
Journal ArticleDOI
Brick : metadata schema for portable smart building applications
Bharathan Balaji,Arka Bhattacharya,Gabriel Fierro,Jingkun Gao,Joshua Gluck,Dezhi Hong,Aslak Johansen,Jason Koh,Joern Ploennigs,Yuvraj Agarwal,Mario Berges,David E. Culler,Rajesh Gupta,Mikkel Baun Kjærgaard,Mani Srivastava,Kamin Whitehouse +15 more
TL;DR: Brick is described, a uniform metadata schema for representing buildings that defines a concrete ontology for sensors, subsystems and the relationships between them, which enables portable applications and demonstrates the completeness and effectiveness of Brick.