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Using duct storage (DST) model for irregular arrangements of borehole heat exchangers
The duct storage (DST) model is one of the most widely used borehole heat exchanger (BHE) models owing to its fast calculation scheme and usability. However, the DST model can simulate only regularly placed BHEs, particularly in cylindrical borefield configurations. As a possibility to describe irre...
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Published in: | Energy (Oxford) 2018-01, Vol.142, p.851-861 |
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description | The duct storage (DST) model is one of the most widely used borehole heat exchanger (BHE) models owing to its fast calculation scheme and usability. However, the DST model can simulate only regularly placed BHEs, particularly in cylindrical borefield configurations. As a possibility to describe irregular borefield configurations by adjusting BHE spacing has been reported, we propose optimal values of BHE spacing for typical irregular BHE cases using the GenOpt optimization tool. A regression model based on a set of results obtained from the optimization is proposed to calculate the modified spacing for the DST model directly without optimization simulations. The proposed regression model fits to the datasets of the optimization with an accuracy of 96.5% in predicting the modified BHE spacing. The differences in time-averaged EWTs between the DST model with the proposed modified spacing and a reference model are close to zero, and they are less than 0.5 °C. However, other borefield configurations that have not been used for the model development can result in higher errors.
•The DST model is used to simulate irregularly placed borehole heat exchangers.•A parameter of the DST model can be modified by optimization simulations.•A regression model is proposed to calculate an optimal value of the modified parameter without the optimization process. |
doi_str_mv | 10.1016/j.energy.2017.10.092 |
format | article |
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•The DST model is used to simulate irregularly placed borehole heat exchangers.•A parameter of the DST model can be modified by optimization simulations.•A regression model is proposed to calculate an optimal value of the modified parameter without the optimization process.</description><identifier>ISSN: 0360-5442</identifier><identifier>EISSN: 1873-6785</identifier><identifier>DOI: 10.1016/j.energy.2017.10.092</identifier><language>eng</language><publisher>Oxford: Elsevier Ltd</publisher><subject>Boreholes ; Computer simulation ; Configurations ; Duct storage model ; GenOpt ; Heat exchangers ; Irregular borefield ; Optimization ; Regression models ; Regression-based modified spacing ; Storage ; TRNSYS</subject><ispartof>Energy (Oxford), 2018-01, Vol.142, p.851-861</ispartof><rights>2017 Elsevier Ltd</rights><rights>Copyright Elsevier BV Jan 1, 2018</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c334t-1f9d03927c17d8bc2683eb151e0dcd11c88d3a99328442d7582d37ca4b5e0b5b3</citedby><cites>FETCH-LOGICAL-c334t-1f9d03927c17d8bc2683eb151e0dcd11c88d3a99328442d7582d37ca4b5e0b5b3</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,776,780,27901,27902</link.rule.ids></links><search><creatorcontrib>Park, Seung-Hoon</creatorcontrib><creatorcontrib>Jang, Yong-Sung</creatorcontrib><creatorcontrib>Kim, Eui-Jong</creatorcontrib><title>Using duct storage (DST) model for irregular arrangements of borehole heat exchangers</title><title>Energy (Oxford)</title><description>The duct storage (DST) model is one of the most widely used borehole heat exchanger (BHE) models owing to its fast calculation scheme and usability. However, the DST model can simulate only regularly placed BHEs, particularly in cylindrical borefield configurations. As a possibility to describe irregular borefield configurations by adjusting BHE spacing has been reported, we propose optimal values of BHE spacing for typical irregular BHE cases using the GenOpt optimization tool. A regression model based on a set of results obtained from the optimization is proposed to calculate the modified spacing for the DST model directly without optimization simulations. The proposed regression model fits to the datasets of the optimization with an accuracy of 96.5% in predicting the modified BHE spacing. The differences in time-averaged EWTs between the DST model with the proposed modified spacing and a reference model are close to zero, and they are less than 0.5 °C. However, other borefield configurations that have not been used for the model development can result in higher errors.
•The DST model is used to simulate irregularly placed borehole heat exchangers.•A parameter of the DST model can be modified by optimization simulations.•A regression model is proposed to calculate an optimal value of the modified parameter without the optimization process.</description><subject>Boreholes</subject><subject>Computer simulation</subject><subject>Configurations</subject><subject>Duct storage model</subject><subject>GenOpt</subject><subject>Heat exchangers</subject><subject>Irregular borefield</subject><subject>Optimization</subject><subject>Regression models</subject><subject>Regression-based modified spacing</subject><subject>Storage</subject><subject>TRNSYS</subject><issn>0360-5442</issn><issn>1873-6785</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2018</creationdate><recordtype>article</recordtype><recordid>eNp9kElPwzAQhS0EEqXwDzhY4gKHBC9ZnAsSKqtUiQPt2XLsSZqqjcs4QfTf46qcOY305r1ZPkKuOUs548X9OoUesN2ngvEySimrxAmZcFXKpChVfkomTBYsybNMnJOLENaMsVxV1YQsl6HrW-pGO9AweDQt0Nunz8Ud3XoHG9p4pB0itOPGIDWIpm9hC_0QqG9o7RFWfgN0BWag8GNXhzaGS3LWmE2Aq786JcuX58XsLZl_vL7PHueJlTIbEt5UjslKlJaXTtVWFEpCzXMOzFnHuVXKSVNVUqh4uStzJZwsrcnqHFid13JKbo5zd-i_RgiDXvsR-7hSRxRSMCFEEV3Z0WXRh4DQ6B12W4N7zZk-ANRrfQR4SJUHNQKMsYdjDOIH3x2gDraD3oLrEOygne_-H_ALOM16_g</recordid><startdate>20180101</startdate><enddate>20180101</enddate><creator>Park, Seung-Hoon</creator><creator>Jang, Yong-Sung</creator><creator>Kim, Eui-Jong</creator><general>Elsevier Ltd</general><general>Elsevier BV</general><scope>AAYXX</scope><scope>CITATION</scope><scope>7SP</scope><scope>7ST</scope><scope>7TB</scope><scope>8FD</scope><scope>C1K</scope><scope>F28</scope><scope>FR3</scope><scope>KR7</scope><scope>L7M</scope><scope>SOI</scope></search><sort><creationdate>20180101</creationdate><title>Using duct storage (DST) model for irregular arrangements of borehole heat exchangers</title><author>Park, Seung-Hoon ; Jang, Yong-Sung ; Kim, Eui-Jong</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c334t-1f9d03927c17d8bc2683eb151e0dcd11c88d3a99328442d7582d37ca4b5e0b5b3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2018</creationdate><topic>Boreholes</topic><topic>Computer simulation</topic><topic>Configurations</topic><topic>Duct storage model</topic><topic>GenOpt</topic><topic>Heat exchangers</topic><topic>Irregular borefield</topic><topic>Optimization</topic><topic>Regression models</topic><topic>Regression-based modified spacing</topic><topic>Storage</topic><topic>TRNSYS</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Park, Seung-Hoon</creatorcontrib><creatorcontrib>Jang, Yong-Sung</creatorcontrib><creatorcontrib>Kim, Eui-Jong</creatorcontrib><collection>CrossRef</collection><collection>Electronics & Communications Abstracts</collection><collection>Environment Abstracts</collection><collection>Mechanical & Transportation Engineering 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>Advanced Technologies Database with Aerospace</collection><collection>Environment Abstracts</collection><jtitle>Energy (Oxford)</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Park, Seung-Hoon</au><au>Jang, Yong-Sung</au><au>Kim, Eui-Jong</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Using duct storage (DST) model for irregular arrangements of borehole heat exchangers</atitle><jtitle>Energy (Oxford)</jtitle><date>2018-01-01</date><risdate>2018</risdate><volume>142</volume><spage>851</spage><epage>861</epage><pages>851-861</pages><issn>0360-5442</issn><eissn>1873-6785</eissn><abstract>The duct storage (DST) model is one of the most widely used borehole heat exchanger (BHE) models owing to its fast calculation scheme and usability. However, the DST model can simulate only regularly placed BHEs, particularly in cylindrical borefield configurations. As a possibility to describe irregular borefield configurations by adjusting BHE spacing has been reported, we propose optimal values of BHE spacing for typical irregular BHE cases using the GenOpt optimization tool. A regression model based on a set of results obtained from the optimization is proposed to calculate the modified spacing for the DST model directly without optimization simulations. The proposed regression model fits to the datasets of the optimization with an accuracy of 96.5% in predicting the modified BHE spacing. The differences in time-averaged EWTs between the DST model with the proposed modified spacing and a reference model are close to zero, and they are less than 0.5 °C. However, other borefield configurations that have not been used for the model development can result in higher errors.
•The DST model is used to simulate irregularly placed borehole heat exchangers.•A parameter of the DST model can be modified by optimization simulations.•A regression model is proposed to calculate an optimal value of the modified parameter without the optimization process.</abstract><cop>Oxford</cop><pub>Elsevier Ltd</pub><doi>10.1016/j.energy.2017.10.092</doi><tpages>11</tpages></addata></record> |
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source | ScienceDirect Freedom Collection |
subjects | Boreholes Computer simulation Configurations Duct storage model GenOpt Heat exchangers Irregular borefield Optimization Regression models Regression-based modified spacing Storage TRNSYS |
title | Using duct storage (DST) model for irregular arrangements of borehole heat exchangers |
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