{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,21]],"date-time":"2026-05-21T03:41:54Z","timestamp":1779334914858,"version":"3.51.4"},"reference-count":34,"publisher":"Springer Science and Business Media LLC","issue":"12","license":[{"start":{"date-parts":[[2016,4,11]],"date-time":"2016-04-11T00:00:00Z","timestamp":1460332800000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"funder":[{"DOI":"10.13039\/501100001809","name":"Natural Science Foundation of China","doi-asserted-by":"crossref","award":["61571275"],"award-info":[{"award-number":["61571275"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"crossref"}]},{"name":"Shandong University of Science and Technology Plan Projects","award":["J15LG03"],"award-info":[{"award-number":["J15LG03"]}]},{"name":"Shandong Co-Innovation Center of Green Team Construction Funds","award":["LSXT201519"],"award-info":[{"award-number":["LSXT201519"]}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Neural Comput &amp; Applic"],"published-print":{"date-parts":[[2017,12]]},"DOI":"10.1007\/s00521-016-2307-7","type":"journal-article","created":{"date-parts":[[2016,4,11]],"date-time":"2016-04-11T02:31:53Z","timestamp":1460341913000},"page":"3993-4010","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":10,"title":["Accurately predicting heat transfer performance of ground heat exchanger for ground-coupled heat pump systems using data mining methods"],"prefix":"10.1007","volume":"28","author":[{"given":"Zhaoyi","family":"Zhuang","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xianye","family":"Ben","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Rui","family":"Yan","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jianhua","family":"Pang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yongbin","family":"Li","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2016,4,11]]},"reference":[{"key":"2307_CR1","doi-asserted-by":"crossref","first-page":"83","DOI":"10.1016\/j.rser.2015.03.014","volume":"47","author":"SK Soni","year":"2015","unstructured":"Soni SK, Pandey M, Bartaria VN (2015) Ground coupled heat exchangers: a review and applications. Renew Sustain Energy Rev 47:83\u201392","journal-title":"Renew Sustain Energy Rev"},{"issue":"2","key":"2307_CR2","doi-asserted-by":"crossref","first-page":"S113","DOI":"10.1016\/j.cap.2009.11.014","volume":"10","author":"Y Fujimitsu","year":"2010","unstructured":"Fujimitsu Y, Fukuoka K, Ehara S, Takeshita H, Abe F (2010) Evaluation of subsurface thermal environmental change caused by a ground-coupled heat pump system. Curr Appl Phys 10(2):S113\u2013S116","journal-title":"Curr Appl Phys"},{"issue":"5","key":"2307_CR3","doi-asserted-by":"crossref","first-page":"1955","DOI":"10.1016\/j.buildenv.2006.04.007","volume":"42","author":"H Esen","year":"2007","unstructured":"Esen H, Inalli M, Esen M (2007) A techno-economic comparison of ground-coupled and air-coupled heat pump system for space cooling. Build Environ 42(5):1955\u20131965","journal-title":"Build Environ"},{"issue":"3","key":"2307_CR4","doi-asserted-by":"crossref","first-page":"578","DOI":"10.1016\/j.renene.2008.05.042","volume":"34","author":"Y Hwang","year":"2009","unstructured":"Hwang Y, Lee JK, Jeong YM, Koo KM, Lee DH, Kim IK, Jin SW, Kim SH (2009) Cooling performance of a vertical ground-coupled heat pump system installed in a school building. Renew Energy 34(3):578\u2013582","journal-title":"Renew Energy"},{"key":"2307_CR5","doi-asserted-by":"crossref","first-page":"12","DOI":"10.1016\/j.enbuild.2014.04.040","volume":"79","author":"A Galgaro","year":"2014","unstructured":"Galgaro A, Emmi G, Zarrella A, Carli MD (2014) Possible applications of ground coupled heat pumps in high geothermal gradient zones. Energy Build 79:12\u201322","journal-title":"Energy Build"},{"issue":"2","key":"2307_CR6","doi-asserted-by":"crossref","first-page":"481","DOI":"10.1016\/j.applthermaleng.2013.08.003","volume":"62","author":"F Robert","year":"2014","unstructured":"Robert F, Gosselin L (2014) New methodology to design ground coupled heat pump systems based on total cost minimization. Appl Therm Eng 62(2):481\u2013491","journal-title":"Appl Therm Eng"},{"issue":"10","key":"2307_CR7","doi-asserted-by":"crossref","first-page":"3606","DOI":"10.1016\/j.buildenv.2006.10.014","volume":"42","author":"H Esen","year":"2007","unstructured":"Esen H, Inalli M, Esen M, Pihtili K (2007) Energy and exergy analysis of a ground-coupled heat pump system with two horizontal ground heat exchangers. Build Environ 42(10):3606\u20133615","journal-title":"Build Environ"},{"key":"2307_CR8","doi-asserted-by":"crossref","first-page":"766","DOI":"10.1016\/j.energy.2015.02.086","volume":"83","author":"GH Go","year":"2015","unstructured":"Go GH, Lee SR, Nikhil NV, Yoon S (2015) A new performance evaluation algorithm for horizontal GCHPs (ground coupled heat pump systems) that considers rainfall infiltration. Energy 83:766\u2013777","journal-title":"Energy"},{"issue":"1","key":"2307_CR9","doi-asserted-by":"crossref","first-page":"16","DOI":"10.1016\/j.apenergy.2009.04.038","volume":"87","author":"H Yang","year":"2010","unstructured":"Yang H, Cui P, Fang Z (2010) Vertical-borehole ground-coupled heat pumps: a review of models and systems. Appl Energy 87(1):16\u201327","journal-title":"Appl Energy"},{"key":"2307_CR10","doi-asserted-by":"crossref","first-page":"29","DOI":"10.1016\/j.applthermaleng.2011.09.032","volume":"35","author":"Y Guo","year":"2012","unstructured":"Guo Y, Zhang G, Zhou J, Wu J, Shen W (2012) A techno-economic comparison of a direct expansion ground-source and a secondary loop ground-coupled heat pump system for cooling in a residential building. Appl Therm Eng 35:29\u201339","journal-title":"Appl Therm Eng"},{"key":"2307_CR11","doi-asserted-by":"crossref","first-page":"46","DOI":"10.1016\/j.renene.2014.06.007","volume":"73","author":"J Chen","year":"2015","unstructured":"Chen J, Xia L, Li B, Mmereki D (2015) Simulation and experimental analysis of optimal buried depth of the vertical U-tube ground heat exchanger for a ground-coupled heat pump system. Renew Energy 73:46\u201354","journal-title":"Renew Energy"},{"key":"2307_CR12","doi-asserted-by":"crossref","first-page":"237","DOI":"10.1016\/j.applthermaleng.2015.02.035","volume":"82","author":"N Fidor\u00f3w","year":"2015","unstructured":"Fidor\u00f3w N, Szulgowska-Zgrzywa M (2015) The influence of the ground coupled heat pump\u2019s labor on the ground temperature in the boreholes\u2014study based on experimental data. Appl Therm Eng 82:237\u2013245","journal-title":"Appl Therm Eng"},{"issue":"12","key":"2307_CR13","doi-asserted-by":"crossref","first-page":"2672","DOI":"10.1016\/j.renene.2009.04.032","volume":"34","author":"H Esen","year":"2009","unstructured":"Esen H, Inalli M, Esen Y (2009) Temperature distributions in boreholes of a vertical ground-coupled heat pump system. Renew Energy 34(12):2672\u20132679","journal-title":"Renew Energy"},{"key":"2307_CR14","doi-asserted-by":"crossref","first-page":"17","DOI":"10.1016\/j.enbuild.2014.03.023","volume":"77","author":"W Yang","year":"2014","unstructured":"Yang W, Zhang S, Chen Y (2014) A dynamic simulation method of ground coupled heat pump system based on borehole heat exchange effectiveness. Energy Build 77:17\u201327","journal-title":"Energy Build"},{"issue":"6","key":"2307_CR15","doi-asserted-by":"crossref","first-page":"2122","DOI":"10.1016\/j.apenergy.2010.12.061","volume":"88","author":"A Michopoulos","year":"2011","unstructured":"Michopoulos A, Papakostas KT, Kyriakis N (2011) Potential of autonomous ground-coupled heat pump system installations in Greece. Appl Energy 88(6):2122\u20132129","journal-title":"Appl Energy"},{"key":"2307_CR16","doi-asserted-by":"crossref","first-page":"913","DOI":"10.1016\/j.apenergy.2011.11.049","volume":"97","author":"Y Man","year":"2012","unstructured":"Man Y, Yang H, Wang J, Fang Z (2012) In situ operation performance test of ground coupled heat pump system for cooling and heating provision in temperate zone. Appl Energy 97:913\u2013920","journal-title":"Appl Energy"},{"key":"2307_CR17","doi-asserted-by":"crossref","first-page":"115","DOI":"10.1016\/j.ijheatmasstransfer.2013.04.034","volume":"64","author":"M Alalaimi","year":"2013","unstructured":"Alalaimi M, Lorente S, Anderson R, Bejan A (2013) Effect of size on ground-coupled heat pump performance. Int J Heat Mass Transf 64:115\u2013121","journal-title":"Int J Heat Mass Transf"},{"key":"2307_CR18","doi-asserted-by":"crossref","first-page":"851","DOI":"10.1016\/j.rser.2014.08.018","volume":"40","author":"C Zhang","year":"2014","unstructured":"Zhang C, Guo Z, Liu Y, Cong X, Peng D (2014) A review on thermal response test of ground-coupled heat pump systems. Renew Sustain Energy Rev 40:851\u2013867","journal-title":"Renew Sustain Energy Rev"},{"key":"2307_CR19","doi-asserted-by":"crossref","first-page":"112","DOI":"10.1016\/j.geothermics.2013.06.004","volume":"48","author":"XQ Zhai","year":"2013","unstructured":"Zhai XQ, Yu X, Yang Y, Wang RZ (2013) Experimental investigation and performance analysis of a ground-coupled heat pump system. Geothermics 48:112\u2013120","journal-title":"Geothermics"},{"key":"2307_CR20","doi-asserted-by":"crossref","first-page":"50","DOI":"10.1016\/j.apenergy.2015.03.134","volume":"150","author":"KC Edwards","year":"2015","unstructured":"Edwards KC, Finn DP (2015) Generalised water flow rate control strategy for optimal part load operation of ground source heat pump systems. Appl Energy 150:50\u201360","journal-title":"Appl Energy"},{"issue":"5","key":"2307_CR21","doi-asserted-by":"crossref","first-page":"459","DOI":"10.1016\/j.geothermics.2007.06.002","volume":"36","author":"H Fujii","year":"2007","unstructured":"Fujii H, Inatomi T, Itoi R, Uchida Y (2007) Development of suitability maps for ground-coupled heat pump systems using groundwater and heat transport models. Geothermics 36(5):459\u2013472","journal-title":"Geothermics"},{"key":"2307_CR22","doi-asserted-by":"crossref","first-page":"249","DOI":"10.1016\/j.renene.2014.11.031","volume":"76","author":"G Shrestha","year":"2015","unstructured":"Shrestha G, Uchida Y, Yoshioka M, Fujii H, Ioka S (2015) Assessment of development potential of ground-coupled heat pump system in Tsugaru Plain, Japan. Renew Energy 76:249\u2013257","journal-title":"Renew Energy"},{"key":"2307_CR23","doi-asserted-by":"crossref","first-page":"279","DOI":"10.1016\/j.applthermaleng.2015.02.039","volume":"81","author":"AA Safa","year":"2015","unstructured":"Safa AA, Fung AS, Kumar R (2015) Comparative thermal performances of a ground source heat pump and a variable capacity air source heat pump systems for sustainable houses. Appl Therm Eng 81:279\u2013287","journal-title":"Appl Therm Eng"},{"issue":"6","key":"2307_CR24","doi-asserted-by":"crossref","first-page":"1074","DOI":"10.1016\/j.enbuild.2007.10.002","volume":"40","author":"H Esen","year":"2008","unstructured":"Esen H, Inalli M, Sengur A, Esen M (2008) Artificial neural networks and adaptive neuro-fuzzy assessments for ground-coupled heat pump system. Energy Build 40(6):1074\u20131083","journal-title":"Energy Build"},{"issue":"8","key":"2307_CR25","doi-asserted-by":"crossref","first-page":"1814","DOI":"10.1016\/j.renene.2007.09.025","volume":"33","author":"H Esen","year":"2008","unstructured":"Esen H, Inalli M, Sengur A, Esen M (2008) Modeling a ground-coupled heat pump system by a support vector machine. Renew Energy 33(8):1814\u20131823","journal-title":"Renew Energy"},{"key":"2307_CR26","doi-asserted-by":"crossref","first-page":"586","DOI":"10.1016\/j.applthermaleng.2015.04.082","volume":"87","author":"W Sun","year":"2015","unstructured":"Sun W, Hu P, Lei F, Zhu N, Jiang Z (2015) Case study of performance evaluation of ground source heat pump system based on ANN and ANFIS models. Appl Therm Eng 87:586\u2013594","journal-title":"Appl Therm Eng"},{"key":"2307_CR27","doi-asserted-by":"crossref","first-page":"560","DOI":"10.1016\/j.enbuild.2012.03.003","volume":"49","author":"A Tsanas","year":"2012","unstructured":"Tsanas A, Xifara A (2012) Accurate quantitative estimation of energy performance of residential buildings using statistical machine learning tools. Energy Build 49:560\u2013567","journal-title":"Energy Build"},{"key":"2307_CR28","doi-asserted-by":"crossref","first-page":"320","DOI":"10.1016\/j.apenergy.2014.08.110","volume":"135","author":"W Tian","year":"2014","unstructured":"Tian W, Song J, Li Z, de Wilde P (2014) Bootstrap techniques for sensitivity analysis and model selection in building thermal performance analysis. Appl Energy 135:320\u2013328","journal-title":"Appl Energy"},{"key":"2307_CR29","doi-asserted-by":"crossref","first-page":"302","DOI":"10.1016\/j.enbuild.2012.11.010","volume":"57","author":"T Catalina","year":"2013","unstructured":"Catalina T, Iordache V, Caracaleanu B (2013) Multiple regression model for fast prediction of the heating energy demand. Energy Build 57:302\u2013312","journal-title":"Energy Build"},{"key":"2307_CR30","doi-asserted-by":"crossref","first-page":"178","DOI":"10.1016\/j.asoc.2014.05.015","volume":"22","author":"MY Cheng","year":"2014","unstructured":"Cheng MY, Cao MT (2014) Accurately predicting building energy performance using evolutionary multivariate adaptive regression splines. Appl Soft Comput 22:178\u2013188","journal-title":"Appl Soft Comput"},{"issue":"2","key":"2307_CR31","doi-asserted-by":"crossref","first-page":"109","DOI":"10.1016\/S0169-7439(01)00155-1","volume":"58","author":"S Wold","year":"2001","unstructured":"Wold S, Sj\u00f6str\u00f6m M, Eriksson L (2001) PLS-regression: a basic tool of chemometrics. Chemometr Intell Lab Syst 58(2):109\u2013130","journal-title":"Chemometr Intell Lab Syst"},{"key":"2307_CR32","doi-asserted-by":"crossref","first-page":"577","DOI":"10.1016\/j.neucom.2013.04.012","volume":"120","author":"Xianye Ben","year":"2013","unstructured":"Ben Xianye, Meng Weixiao, Yan Rui, Wang Kejun (2013) Kernel coupled distance metric learning for gait recognition and face recognition. Neurocomputing 120:577\u2013589","journal-title":"Neurocomputing"},{"key":"2307_CR33","doi-asserted-by":"crossref","unstructured":"Xiong W, Du B, Zhang L et al (2015) R2FP: rich and robust feature pooling for mining visual data. In: Proceedings of IEEE international conference on data mining (ICDM)","DOI":"10.1109\/ICDM.2015.98"},{"key":"2307_CR34","doi-asserted-by":"publisher","DOI":"10.1109\/TCYB.2015.2496974","author":"B Du","year":"2015","unstructured":"Du B, Wang Z, Zhang L et al (2015) Exploring representativeness and informativeness for active learning. IEEE Trans Cybern. doi:\n                        10.1109\/TCYB.2015.2496974","journal-title":"IEEE Trans Cybern"}],"container-title":["Neural Computing and Applications"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s00521-016-2307-7\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s00521-016-2307-7.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s00521-016-2307-7","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s00521-016-2307-7.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,5,28]],"date-time":"2019-05-28T22:21:32Z","timestamp":1559082092000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s00521-016-2307-7"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2016,4,11]]},"references-count":34,"journal-issue":{"issue":"12","published-print":{"date-parts":[[2017,12]]}},"alternative-id":["2307"],"URL":"https:\/\/doi.org\/10.1007\/s00521-016-2307-7","relation":{},"ISSN":["0941-0643","1433-3058"],"issn-type":[{"value":"0941-0643","type":"print"},{"value":"1433-3058","type":"electronic"}],"subject":[],"published":{"date-parts":[[2016,4,11]]}}}