Development of Sankey diagrams to visualize real HVAC performance
•This method converts sparse sensor data into energy flows of HVAC system.•Sankey diagrams are used to visualize AHU and plant loops energy and mass flows.•The aim of the method is to make operational problems visible and quantifiable.•Sankey diagrams help compare HVAC energy consumption to the base...
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Veröffentlicht in: | Energy and buildings 2017-08, Vol.149, p.282-297 |
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creator | Abdelalim, Aly O’Brien, William Shi, Zixiao |
description | •This method converts sparse sensor data into energy flows of HVAC system.•Sankey diagrams are used to visualize AHU and plant loops energy and mass flows.•The aim of the method is to make operational problems visible and quantifiable.•Sankey diagrams help compare HVAC energy consumption to the baseline.•Sankey diagrams facilitate understanding of performance of the whole system.
One of the crucial elements to ensure the efficiency of building operations is to understand the dynamics of energy flows, control strategies, and occupant behaviour in buildings. Currently, abundant sensors and sub-meters are installed in modern buildings to measure resource consumption at various levels of spatial and temporal resolution to help track and reduce energy use and greenhouse gas emissions. These sensors and sub-meters provide many data sources at the building level; however, this data is not necessarily in a readily comprehensible format. In addition, the current data availability and visualization tools have some limitations in identifying system inefficiencies and possible solutions. This paper proposes a method to estimate and visualize energy and mass flows in addition to the corresponding cost through different components of heating, ventilation, and air-conditioning (HVAC) system using Sankey diagrams. The aim of this study is to facilitate accessibility of data and to identify system inefficiencies. A major contribution of the paper is to convert sparse sensor data into estimated energy flows for each major AHU and plant loops component. The proposed method is then applied to a large Canadian university building. This paper concludes by discussing the challenges in obtaining data from sensors and sub-meters. The proposed method helps in understanding the performance of the whole system – not just individual components. Moreover, it helps identify operational problems and quantify their impact. |
doi_str_mv | 10.1016/j.enbuild.2017.05.040 |
format | Article |
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One of the crucial elements to ensure the efficiency of building operations is to understand the dynamics of energy flows, control strategies, and occupant behaviour in buildings. Currently, abundant sensors and sub-meters are installed in modern buildings to measure resource consumption at various levels of spatial and temporal resolution to help track and reduce energy use and greenhouse gas emissions. These sensors and sub-meters provide many data sources at the building level; however, this data is not necessarily in a readily comprehensible format. In addition, the current data availability and visualization tools have some limitations in identifying system inefficiencies and possible solutions. This paper proposes a method to estimate and visualize energy and mass flows in addition to the corresponding cost through different components of heating, ventilation, and air-conditioning (HVAC) system using Sankey diagrams. The aim of this study is to facilitate accessibility of data and to identify system inefficiencies. A major contribution of the paper is to convert sparse sensor data into estimated energy flows for each major AHU and plant loops component. The proposed method is then applied to a large Canadian university building. This paper concludes by discussing the challenges in obtaining data from sensors and sub-meters. The proposed method helps in understanding the performance of the whole system – not just individual components. Moreover, it helps identify operational problems and quantify their impact.</description><identifier>ISSN: 0378-7788</identifier><identifier>EISSN: 1872-6178</identifier><identifier>DOI: 10.1016/j.enbuild.2017.05.040</identifier><language>eng</language><publisher>Lausanne: Elsevier B.V</publisher><subject>Building construction ; Building management systems (BMS) ; Buildings ; Computer simulation ; Conduction ; Conduction heating ; Construction ; Cooling ; Cooling loads ; Cooling systems ; Energy ; Energy flows in HVAC ; Energy modeling ; Heat transfer ; HVAC loads ; Interpolation ; Renewable energy ; Sankey diagrams ; Space heating ; Sustainability ; Sustainable design</subject><ispartof>Energy and buildings, 2017-08, Vol.149, p.282-297</ispartof><rights>2017 Elsevier B.V.</rights><rights>Copyright Elsevier BV Aug 15, 2017</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c395t-e63dd20ff2c0c69281b41e388d5e415702c2482df0d54bddc4c4c7e29586e3e83</citedby><cites>FETCH-LOGICAL-c395t-e63dd20ff2c0c69281b41e388d5e415702c2482df0d54bddc4c4c7e29586e3e83</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://dx.doi.org/10.1016/j.enbuild.2017.05.040$$EHTML$$P50$$Gelsevier$$H</linktohtml><link.rule.ids>314,778,782,3539,27911,27912,45982</link.rule.ids></links><search><creatorcontrib>Abdelalim, Aly</creatorcontrib><creatorcontrib>O’Brien, William</creatorcontrib><creatorcontrib>Shi, Zixiao</creatorcontrib><title>Development of Sankey diagrams to visualize real HVAC performance</title><title>Energy and buildings</title><description>•This method converts sparse sensor data into energy flows of HVAC system.•Sankey diagrams are used to visualize AHU and plant loops energy and mass flows.•The aim of the method is to make operational problems visible and quantifiable.•Sankey diagrams help compare HVAC energy consumption to the baseline.•Sankey diagrams facilitate understanding of performance of the whole system.
One of the crucial elements to ensure the efficiency of building operations is to understand the dynamics of energy flows, control strategies, and occupant behaviour in buildings. Currently, abundant sensors and sub-meters are installed in modern buildings to measure resource consumption at various levels of spatial and temporal resolution to help track and reduce energy use and greenhouse gas emissions. These sensors and sub-meters provide many data sources at the building level; however, this data is not necessarily in a readily comprehensible format. In addition, the current data availability and visualization tools have some limitations in identifying system inefficiencies and possible solutions. This paper proposes a method to estimate and visualize energy and mass flows in addition to the corresponding cost through different components of heating, ventilation, and air-conditioning (HVAC) system using Sankey diagrams. The aim of this study is to facilitate accessibility of data and to identify system inefficiencies. A major contribution of the paper is to convert sparse sensor data into estimated energy flows for each major AHU and plant loops component. The proposed method is then applied to a large Canadian university building. This paper concludes by discussing the challenges in obtaining data from sensors and sub-meters. The proposed method helps in understanding the performance of the whole system – not just individual components. Moreover, it helps identify operational problems and quantify their impact.</description><subject>Building construction</subject><subject>Building management systems (BMS)</subject><subject>Buildings</subject><subject>Computer simulation</subject><subject>Conduction</subject><subject>Conduction heating</subject><subject>Construction</subject><subject>Cooling</subject><subject>Cooling loads</subject><subject>Cooling systems</subject><subject>Energy</subject><subject>Energy flows in HVAC</subject><subject>Energy modeling</subject><subject>Heat transfer</subject><subject>HVAC loads</subject><subject>Interpolation</subject><subject>Renewable energy</subject><subject>Sankey diagrams</subject><subject>Space heating</subject><subject>Sustainability</subject><subject>Sustainable design</subject><issn>0378-7788</issn><issn>1872-6178</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2017</creationdate><recordtype>article</recordtype><recordid>eNqFkEtLAzEUhYMoWKs_QQi4nvEmM5lkVlLqo0LBhY9tSJM7knFeJtNC_fVOqXu5i7M551zOR8g1g5QBK27rFLvN1jcu5cBkCiKFHE7IjCnJk4JJdUpmkEmVSKnUObmIsQaAQkg2I4t73GHTDy12I-0r-mq6L9xT581nMG2kY093Pm5N43-QBjQNXX0slnTAUPWhNZ3FS3JWmSbi1Z_Oyfvjw9tylaxfnp6Xi3Vis1KMCRaZcxyqiluwRckV2-QMM6WcwJwJCdzyXHFXgRP5xjmbTyeRl0IVmKHK5uTm2DuE_nuLcdR1vw3d9FKzMuNQFFLlk0scXTb0MQas9BB8a8JeM9AHWrrWf7T0gZYGoSdaU-7umMNpws5j0NF6nOY5H9CO2vX-n4ZfUgN1EA</recordid><startdate>20170815</startdate><enddate>20170815</enddate><creator>Abdelalim, Aly</creator><creator>O’Brien, William</creator><creator>Shi, Zixiao</creator><general>Elsevier B.V</general><general>Elsevier BV</general><scope>AAYXX</scope><scope>CITATION</scope><scope>7ST</scope><scope>8FD</scope><scope>C1K</scope><scope>F28</scope><scope>FR3</scope><scope>KR7</scope><scope>SOI</scope></search><sort><creationdate>20170815</creationdate><title>Development of Sankey diagrams to visualize real HVAC performance</title><author>Abdelalim, Aly ; O’Brien, William ; Shi, Zixiao</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c395t-e63dd20ff2c0c69281b41e388d5e415702c2482df0d54bddc4c4c7e29586e3e83</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2017</creationdate><topic>Building construction</topic><topic>Building management systems (BMS)</topic><topic>Buildings</topic><topic>Computer simulation</topic><topic>Conduction</topic><topic>Conduction heating</topic><topic>Construction</topic><topic>Cooling</topic><topic>Cooling loads</topic><topic>Cooling systems</topic><topic>Energy</topic><topic>Energy flows in HVAC</topic><topic>Energy modeling</topic><topic>Heat transfer</topic><topic>HVAC loads</topic><topic>Interpolation</topic><topic>Renewable energy</topic><topic>Sankey diagrams</topic><topic>Space heating</topic><topic>Sustainability</topic><topic>Sustainable design</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Abdelalim, Aly</creatorcontrib><creatorcontrib>O’Brien, William</creatorcontrib><creatorcontrib>Shi, Zixiao</creatorcontrib><collection>CrossRef</collection><collection>Environment Abstracts</collection><collection>Technology Research Database</collection><collection>Environmental Sciences and Pollution Management</collection><collection>ANTE: Abstracts in New Technology & Engineering</collection><collection>Engineering Research Database</collection><collection>Civil Engineering Abstracts</collection><collection>Environment Abstracts</collection><jtitle>Energy and buildings</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Abdelalim, Aly</au><au>O’Brien, William</au><au>Shi, Zixiao</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Development of Sankey diagrams to visualize real HVAC performance</atitle><jtitle>Energy and buildings</jtitle><date>2017-08-15</date><risdate>2017</risdate><volume>149</volume><spage>282</spage><epage>297</epage><pages>282-297</pages><issn>0378-7788</issn><eissn>1872-6178</eissn><abstract>•This method converts sparse sensor data into energy flows of HVAC system.•Sankey diagrams are used to visualize AHU and plant loops energy and mass flows.•The aim of the method is to make operational problems visible and quantifiable.•Sankey diagrams help compare HVAC energy consumption to the baseline.•Sankey diagrams facilitate understanding of performance of the whole system.
One of the crucial elements to ensure the efficiency of building operations is to understand the dynamics of energy flows, control strategies, and occupant behaviour in buildings. Currently, abundant sensors and sub-meters are installed in modern buildings to measure resource consumption at various levels of spatial and temporal resolution to help track and reduce energy use and greenhouse gas emissions. These sensors and sub-meters provide many data sources at the building level; however, this data is not necessarily in a readily comprehensible format. In addition, the current data availability and visualization tools have some limitations in identifying system inefficiencies and possible solutions. This paper proposes a method to estimate and visualize energy and mass flows in addition to the corresponding cost through different components of heating, ventilation, and air-conditioning (HVAC) system using Sankey diagrams. The aim of this study is to facilitate accessibility of data and to identify system inefficiencies. A major contribution of the paper is to convert sparse sensor data into estimated energy flows for each major AHU and plant loops component. The proposed method is then applied to a large Canadian university building. This paper concludes by discussing the challenges in obtaining data from sensors and sub-meters. The proposed method helps in understanding the performance of the whole system – not just individual components. Moreover, it helps identify operational problems and quantify their impact.</abstract><cop>Lausanne</cop><pub>Elsevier B.V</pub><doi>10.1016/j.enbuild.2017.05.040</doi><tpages>16</tpages></addata></record> |
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source | ScienceDirect Journals (5 years ago - present) |
subjects | Building construction Building management systems (BMS) Buildings Computer simulation Conduction Conduction heating Construction Cooling Cooling loads Cooling systems Energy Energy flows in HVAC Energy modeling Heat transfer HVAC loads Interpolation Renewable energy Sankey diagrams Space heating Sustainability Sustainable design |
title | Development of Sankey diagrams to visualize real HVAC performance |
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