Applications of Clustering and Isolation Forest Techniques in Real-Time Building Energy-Consumption Data: Application to LEED Certified Buildings

Author:

Kim Jonghoon1ORCID,Naganathan Hariharan2,Moon Soo-Young3,Chong Wai K. O.4,Ariaratnam Samuel T.5

Affiliation:

1. Assistant Professor, College of Engineering, Architecture and Technology, Construction Management Technology, Oklahoma State Univ., Stillwater, OK 74078 (corresponding author). ORCID: .

2. Ph.D. Candidate, School of Sustainable Engineering and the Built Environment, Ira A. Fulton School of Engineering, Arizona State Univ., Tempe, AZ 85287.

3. Senior Researcher, Building and Urban Research Institute, Korea Institute of Civil Engineering and Building Technology, Goyang 411-712, Korea.

4. Associate Professor, School of Sustainable Engineering and the Built Environment, Ira A. Fulton School of Engineering, Arizona State Univ., Tempe, AZ 85287.

5. Professor and Chairman, Dept. of Construction Engineering, School of Sustainable Engineering and the Built Environment, Ira A. Fulton School of Engineering, Arizona State Univ., Tempe, AZ 85287.

Publisher

American Society of Civil Engineers (ASCE)

Subject

Waste Management and Disposal,Energy Engineering and Power Technology,Nuclear Energy and Engineering,Renewable Energy, Sustainability and the Environment,Civil and Structural Engineering

Reference52 articles.

1. Abe N. Zadrozny B. and Langford J. (2006). “Outlier detection by active learning.” Proc. 12th ACM SIGKDD Int. Conf. on Knowledge Discovery and Data Mining ACM New York 504.

2. Graph-based anomaly detection and description: A survey;Akoglu L.;Data Min. Knowl. Discovery,2015

3. Alizadeh E. Meskin N. Benammar M. and Khorasani K. (2013). “Fault detection and isolation of the wind turbine based on the real-valued negative selection algorithm.” 7th IEEE GCC Conf. and Exhibition IEEE New York 11–16.

4. Azhar S. Brown J. and Sattineni A. (2010). “A case study of building performance analyses using building information modeling.” Proc. 27th Int. Symp. on Automation and Robotics in Construction (ISARC-27) Bratislava Slovakia 25–27.

5. Barse E. L. Kvarnstrom H. and Jonsson E. (2003). “Synthesizing test data for fraud detection systems.” Proc. 19th Annual Computer Security Applications Conf. IEEE New York 384–394.

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