Applying science and mathematics to big data for smarter buildings
Many buildings are now collecting a large amount of data on operations, energy consumption, and activities through systems such as a building management system (BMS), sensors, and meters (e.g., submeters and smart meters). However, the majority of data are not utilized and are thrown away. Science a...
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| Vydané v: | Annals of the New York Academy of Sciences Ročník 1295; číslo 1; s. 18 - 25 |
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| Hlavní autori: | , , , , , |
| Médium: | Journal Article |
| Jazyk: | English |
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United States
Blackwell Publishing Ltd
01.08.2013
Wiley Subscription Services, Inc |
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| ISSN: | 0077-8923, 1749-6632, 1749-6632 |
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| Abstract | Many buildings are now collecting a large amount of data on operations, energy consumption, and activities through systems such as a building management system (BMS), sensors, and meters (e.g., submeters and smart meters). However, the majority of data are not utilized and are thrown away. Science and mathematics can play an important role in utilizing these big data and accurately assessing how energy is consumed in buildings and what can be done to save energy, make buildings energy efficient, and reduce greenhouse gas (GHG) emissions. This paper discusses an analytical tool that has been developed to assist building owners, facility managers, operators, and tenants of buildings in assessing, benchmarking, diagnosing, tracking, forecasting, and simulating energy consumption in building portfolios. |
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| AbstractList | Many buildings are now collecting a large amount of data on operations, energy consumption, and activities through systems such as a building management system (BMS), sensors, and meters (e.g., submeters and smart meters). However, the majority of data are not utilized and are thrown away. Science and mathematics can play an important role in utilizing these big data and accurately assessing how energy is consumed in buildings and what can be done to save energy, make buildings energy efficient, and reduce greenhouse gas (GHG) emissions. This paper discusses an analytical tool that has been developed to assist building owners, facility managers, operators, and tenants of buildings in assessing, benchmarking, diagnosing, tracking, forecasting, and simulating energy consumption in building portfolios.Many buildings are now collecting a large amount of data on operations, energy consumption, and activities through systems such as a building management system (BMS), sensors, and meters (e.g., submeters and smart meters). However, the majority of data are not utilized and are thrown away. Science and mathematics can play an important role in utilizing these big data and accurately assessing how energy is consumed in buildings and what can be done to save energy, make buildings energy efficient, and reduce greenhouse gas (GHG) emissions. This paper discusses an analytical tool that has been developed to assist building owners, facility managers, operators, and tenants of buildings in assessing, benchmarking, diagnosing, tracking, forecasting, and simulating energy consumption in building portfolios. Many buildings are now collecting a large amount of data on operations, energy consumption, and activities through systems such as a building management system (BMS), sensors, and meters (e.g., submeters and smart meters). However, the majority of data are not utilized and are thrown away. Science and mathematics can play an important role in utilizing these big data and accurately assessing how energy is consumed in buildings and what can be done to save energy, make buildings energy efficient, and reduce greenhouse gas (GHG) emissions. This paper discusses an analytical tool that has been developed to assist building owners, facility managers, operators, and tenants of buildings in assessing, benchmarking, diagnosing, tracking, forecasting, and simulating energy consumption in building portfolios. [PUBLICATION ABSTRACT] Many buildings are now collecting a large amount of data on operations, energy consumption, and activities through systems such as a building management system (BMS), sensors, and meters (e.g., submeters and smart meters). However, the majority of data are not utilized and are thrown away. Science and mathematics can play an important role in utilizing these big data and accurately assessing how energy is consumed in buildings and what can be done to save energy, make buildings energy efficient, and reduce greenhouse gas (GHG) emissions. This paper discusses an analytical tool that has been developed to assist building owners, facility managers, operators, and tenants of buildings in assessing, benchmarking, diagnosing, tracking, forecasting, and simulating energy consumption in building portfolios. |
| Author | Horesh, Raya An, Lianjun Zhang, Rui Liu, Fei Lee, Young M. Chae, Young Tae |
| Author_xml | – sequence: 1 givenname: Young M. surname: Lee fullname: Lee, Young M. email: ymlee@us.ibm.com organization: Business Analytics and Mathematical Sciences, IBM Research, Yorktown Heights, New York – sequence: 2 givenname: Lianjun surname: An fullname: An, Lianjun organization: Business Analytics and Mathematical Sciences, IBM Research, Yorktown Heights, New York – sequence: 3 givenname: Fei surname: Liu fullname: Liu, Fei organization: Business Analytics and Mathematical Sciences, IBM Research, Yorktown Heights, New York – sequence: 4 givenname: Raya surname: Horesh fullname: Horesh, Raya organization: Business Analytics and Mathematical Sciences, IBM Research, Yorktown Heights, New York – sequence: 5 givenname: Young Tae surname: Chae fullname: Chae, Young Tae organization: Business Analytics and Mathematical Sciences, IBM Research, Yorktown Heights, New York – sequence: 6 givenname: Rui surname: Zhang fullname: Zhang, Rui organization: Business Analytics and Mathematical Sciences, IBM Research, Yorktown Heights, New York |
| BackLink | https://www.ncbi.nlm.nih.gov/pubmed/23819911$$D View this record in MEDLINE/PubMed |
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| Cites_doi | 10.1088/0957-0233/9/6/001 10.1016/j.enbuild.2008.06.013 |
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| Copyright | 2013 New York Academy of Sciences. 2013 The New York Academy of Sciences |
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| Keywords | analytics performance data buildings energy |
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| References | Neto, A. & F. Fiorelli. 2008. Comparison between detailed model simulation and artificial neural network for forecasting building energy consumption. Energy Buildings 40: 2169-2176. Beck, J.V. & K.A. Woodbury. 1998. Inverse problems and parameter estimation: integration of measurement and analysis. Measure. Sci. Technol. 9: 839-847. Brockwell, P.J. & R.A. Davis. 2006. Time Series: Theory and Methods. 2nd edition. New York: Springer. Silver, C.S. & R.S. DeFries. 1991. One Earth One Future: Our Changing Global Environment. Washington, DC: The National Academies Press. 2009 2007 2006 1991 2002 2012 2011 2008; 40 2010 1998; 9 e_1_2_7_6_1 e_1_2_7_5_1 e_1_2_7_4_1 e_1_2_7_3_1 e_1_2_7_9_1 e_1_2_7_8_1 e_1_2_7_7_1 e_1_2_7_17_1 e_1_2_7_16_1 e_1_2_7_15_1 e_1_2_7_14_1 e_1_2_7_12_1 e_1_2_7_11_1 e_1_2_7_10_1 Brockwell P.J. (e_1_2_7_13_1) 2006 Silver, C.S. & R.S. DeFries (e_1_2_7_2_1) 1991 |
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| SubjectTerms | Air Pollution - prevention & control Air Pollution - statistics & numerical data analytics Building management systems Buildings data Ecology - methods energy Energy conservation Energy consumption Energy efficiency Energy management Energy use Facility Design and Construction - methods Facility Design and Construction - statistics & numerical data Greenhouse Effect - prevention & control Greenhouse Effect - statistics & numerical data Greenhouse gases Humans Mathematical analysis Mathematical Concepts Measuring instruments Meters Statistics as Topic - methods |
| Title | Applying science and mathematics to big data for smarter buildings |
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