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Volumn 82, Issue , 2014, Pages 328-338

Performance evaluation of artificial neural network-based variable control logic for double skin enveloped buildings during the heating season

Author keywords

Artificial neural network; Opening condition of envelope; Optimum control; Rule based controls; Thermal control logic; Variable heating devices

Indexed keywords

ENERGY EFFICIENCY; HEATING EQUIPMENT; NEURAL NETWORKS; OFFICE BUILDINGS;

EID: 84923344375     PISSN: 03601323     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.buildenv.2014.08.031     Document Type: Article
Times cited : (22)

References (42)
  • 1
    • 84872956981 scopus 로고    scopus 로고
    • Development of an artificial neural network model based thermal control logic for double skin envelopes in winter
    • Moon J.W., Yoon S.H., Kim S. Development of an artificial neural network model based thermal control logic for double skin envelopes in winter. Build Environ 2013, 61:149-159.
    • (2013) Build Environ , vol.61 , pp. 149-159
    • Moon, J.W.1    Yoon, S.H.2    Kim, S.3
  • 3
    • 84871873590 scopus 로고    scopus 로고
    • Artificial neural network for the control of the openings and cooling systems of the double skin envelope buildings
    • Moon J.W., Kim S.Y. Artificial neural network for the control of the openings and cooling systems of the double skin envelope buildings. Adv Mater Res 2013, 610-613:2859-2865.
    • (2013) Adv Mater Res , pp. 2859-2865
    • Moon, J.W.1    Kim, S.Y.2
  • 4
    • 84885455549 scopus 로고    scopus 로고
    • An investigation into the impact of movable solar shades on energy, indoor thermal and visual comfort improvements
    • Yao J. An investigation into the impact of movable solar shades on energy, indoor thermal and visual comfort improvements. Build Environ 2014, 71:24-32.
    • (2014) Build Environ , vol.71 , pp. 24-32
    • Yao, J.1
  • 5
    • 84899869351 scopus 로고    scopus 로고
    • Determining the energy performance of manually controlled solar shades: a stochastic model based co-simulation analysis
    • Yao J. Determining the energy performance of manually controlled solar shades: a stochastic model based co-simulation analysis. App Energy 2014, 127:64-80.
    • (2014) App Energy , vol.127 , pp. 64-80
    • Yao, J.1
  • 6
    • 84857407540 scopus 로고    scopus 로고
    • Energy optimization of building design for different housing units in apartment buildings
    • Yao J. Energy optimization of building design for different housing units in apartment buildings. App Energy 2012, 94:330-337.
    • (2012) App Energy , vol.94 , pp. 330-337
    • Yao, J.1
  • 9
    • 79960737824 scopus 로고    scopus 로고
    • Effect of double skin envelopes on natural ventilation and heating in office buildings
    • Kim Y.M., Lee J.H., Kim S.M., Kim S. Effect of double skin envelopes on natural ventilation and heating in office buildings. Energy Build 2011, 43:2118-2126.
    • (2011) Energy Build , vol.43 , pp. 2118-2126
    • Kim, Y.M.1    Lee, J.H.2    Kim, S.M.3    Kim, S.4
  • 10
    • 79951515982 scopus 로고    scopus 로고
    • Energy performance assessment of double-skin façade with thermal mass
    • Fallahi A., Haghighat F., Elsadi H. Energy performance assessment of double-skin façade with thermal mass. Energy Build 2010, 4:1499-1509.
    • (2010) Energy Build , vol.4 , pp. 1499-1509
    • Fallahi, A.1    Haghighat, F.2    Elsadi, H.3
  • 11
    • 67449143232 scopus 로고    scopus 로고
    • Contribution of natural ventilation in a double skin envelope to heating load reduction in winter
    • Kim Y.M., Kim S., Shin S.W., Sohn J.Y. Contribution of natural ventilation in a double skin envelope to heating load reduction in winter. Build Environ 2009, 44:2236-2244.
    • (2009) Build Environ , vol.44 , pp. 2236-2244
    • Kim, Y.M.1    Kim, S.2    Shin, S.W.3    Sohn, J.Y.4
  • 12
    • 36549069170 scopus 로고    scopus 로고
    • Strategies to improve the energy performance of multiple-skin facades
    • Saelens D., Roels S., Hens H. Strategies to improve the energy performance of multiple-skin facades. Build Environ 2008, 43:638-650.
    • (2008) Build Environ , vol.43 , pp. 638-650
    • Saelens, D.1    Roels, S.2    Hens, H.3
  • 13
    • 33847637178 scopus 로고    scopus 로고
    • Are energy consumption decreased with the addition of a double-skin
    • Gratia E., Herde A.F. Are energy consumption decreased with the addition of a double-skin. Energy Build 2007, 39:605-619.
    • (2007) Energy Build , vol.39 , pp. 605-619
    • Gratia, E.1    Herde, A.F.2
  • 15
    • 43949091173 scopus 로고    scopus 로고
    • Time-dependent occupant behaviour models of window control in summer
    • Yun G.Y., Steemers K. Time-dependent occupant behaviour models of window control in summer. Build Environ 2008, 43:1471-1482.
    • (2008) Build Environ , vol.43 , pp. 1471-1482
    • Yun, G.Y.1    Steemers, K.2
  • 16
    • 77953138699 scopus 로고    scopus 로고
    • Night-time naturally ventilated offices: statistical simulations of window-use patterns from field monitoring
    • Yun G.Y., Steemers K. Night-time naturally ventilated offices: statistical simulations of window-use patterns from field monitoring. Sol Energy 2010, 84:1216-1231.
    • (2010) Sol Energy , vol.84 , pp. 1216-1231
    • Yun, G.Y.1    Steemers, K.2
  • 17
    • 62649169618 scopus 로고    scopus 로고
    • Thermal performance of a naturally ventilated building using a combined algorithm of probabilistic occupant behaviour and deterministic heat and mass balance models
    • Yun G.Y., Steemers K. Thermal performance of a naturally ventilated building using a combined algorithm of probabilistic occupant behaviour and deterministic heat and mass balance models. Energy Build 2009, 41:489-499.
    • (2009) Energy Build , vol.41 , pp. 489-499
    • Yun, G.Y.1    Steemers, K.2
  • 18
    • 82055191629 scopus 로고    scopus 로고
    • Factors influencing the occupants' window opeing behaviour in a naturally ventilated office building
    • Zhang Y., Barrett P. Factors influencing the occupants' window opeing behaviour in a naturally ventilated office building. Build Environ 2012, 50:125-134.
    • (2012) Build Environ , vol.50 , pp. 125-134
    • Zhang, Y.1    Barrett, P.2
  • 19
    • 77951258473 scopus 로고    scopus 로고
    • Comparative effects of building envelope improvements and occupant behavioural changes on the exergy consumption for heating and cooling
    • Schweiker M., Shukuya M. Comparative effects of building envelope improvements and occupant behavioural changes on the exergy consumption for heating and cooling. Energy Policy 2010, 38:2976-2986.
    • (2010) Energy Policy , vol.38 , pp. 2976-2986
    • Schweiker, M.1    Shukuya, M.2
  • 20
    • 34247109895 scopus 로고    scopus 로고
    • Using results from field surveys to predict the effect of open windows on thermal comfort and energy use in buildings
    • Rijal H.B., Tuohy P., Humphreys M.A., Nicol J.F., Samuel A., Clarke J. Using results from field surveys to predict the effect of open windows on thermal comfort and energy use in buildings. Energy Build 2007, 39:823-836.
    • (2007) Energy Build , vol.39 , pp. 823-836
    • Rijal, H.B.1    Tuohy, P.2    Humphreys, M.A.3    Nicol, J.F.4    Samuel, A.5    Clarke, J.6
  • 21
    • 34247367257 scopus 로고    scopus 로고
    • Occupant comfort in UK offices-how adaptive comfort theories might influence future low energy office refurbishment strategies
    • Barlow S., Fiala D. Occupant comfort in UK offices-how adaptive comfort theories might influence future low energy office refurbishment strategies. Energy Build 2007, 39:837-846.
    • (2007) Energy Build , vol.39 , pp. 837-846
    • Barlow, S.1    Fiala, D.2
  • 23
    • 0022471098 scopus 로고
    • Learning representations by back-propagating errors
    • Rumelhart D.E., Hinton G.E., Williams R.J. Learning representations by back-propagating errors. Nature 1986, 323:533-536.
    • (1986) Nature , vol.323 , pp. 533-536
    • Rumelhart, D.E.1    Hinton, G.E.2    Williams, R.J.3
  • 24
    • 84861608239 scopus 로고    scopus 로고
    • A comparative study between thermostat/hygrometer-based conventional and artificial neural network-based predictive/adaptive thermal controls in residential buildings
    • Moon J.W., Han S.H. A comparative study between thermostat/hygrometer-based conventional and artificial neural network-based predictive/adaptive thermal controls in residential buildings. J Asian Archit Build 2012, 11:169-176.
    • (2012) J Asian Archit Build , vol.11 , pp. 169-176
    • Moon, J.W.1    Han, S.H.2
  • 25
    • 0038238083 scopus 로고    scopus 로고
    • Application of artificial neural network to predict the optimal start time for heating system in building
    • Yeo M.S., Kim K.W. Application of artificial neural network to predict the optimal start time for heating system in building. Energy Convers Manag 2003, 44:2791-2809.
    • (2003) Energy Convers Manag , vol.44 , pp. 2791-2809
    • Yeo, M.S.1    Kim, K.W.2
  • 26
    • 77649238032 scopus 로고    scopus 로고
    • Development of artificial neural network model for the prediction of descending time of room air temperature
    • Yang I.H., Kim K.W. Development of artificial neural network model for the prediction of descending time of room air temperature. Int J Air-Conditioning Refrig Korea 2000, 12(11):1038-1048.
    • (2000) Int J Air-Conditioning Refrig Korea , vol.12 , Issue.11 , pp. 1038-1048
    • Yang, I.H.1    Kim, K.W.2
  • 27
    • 0036758568 scopus 로고    scopus 로고
    • Energy conservation in buildings through efficient A/C control using neural networks
    • Ben-Nakhi A.E., Mahmoud M.A. Energy conservation in buildings through efficient A/C control using neural networks. Appl Energy 2002, 73:5-23.
    • (2002) Appl Energy , vol.73 , pp. 5-23
    • Ben-Nakhi, A.E.1    Mahmoud, M.A.2
  • 28
    • 1642412620 scopus 로고    scopus 로고
    • A neural network controller for hydronic heating systems of solar buildings
    • Argiriou A.A., Bellas-Velidis I., Kummert M., Andre P. A neural network controller for hydronic heating systems of solar buildings. Neural Netw 2004, 17:427-440.
    • (2004) Neural Netw , vol.17 , pp. 427-440
    • Argiriou, A.A.1    Bellas-Velidis, I.2    Kummert, M.3    Andre, P.4
  • 29
    • 0034266825 scopus 로고    scopus 로고
    • Development of a neural network heating controller for solar buildings
    • Argiriou A.A., Bellas-Velidis I., Balaras C.A. Development of a neural network heating controller for solar buildings. Neural Netw 2000, 13:811-820.
    • (2000) Neural Netw , vol.13 , pp. 811-820
    • Argiriou, A.A.1    Bellas-Velidis, I.2    Balaras, C.A.3
  • 30
    • 0034961578 scopus 로고    scopus 로고
    • NEUROBAT, a predictive and adaptive heating control system using artificial neural networks
    • Morel N., Bauer M., El-Khoury M., Krauss J. NEUROBAT, a predictive and adaptive heating control system using artificial neural networks. Int J Sol Energy 2001, 21:161-201.
    • (2001) Int J Sol Energy , vol.21 , pp. 161-201
    • Morel, N.1    Bauer, M.2    El-Khoury, M.3    Krauss, J.4
  • 31
    • 77649235261 scopus 로고    scopus 로고
    • Predictive control of the radiant floor heating system in apartment buildings
    • Lee J.Y., Yeo M.S., Kim K.W. Predictive control of the radiant floor heating system in apartment buildings. J Asian Archit Build Eng 2002, 1(1):105-112.
    • (2002) J Asian Archit Build Eng , vol.1 , Issue.1 , pp. 105-112
    • Lee, J.Y.1    Yeo, M.S.2    Kim, K.W.3
  • 33
    • 33745977431 scopus 로고    scopus 로고
    • Quasi-adaptive fuzzy heating control of solar buildings
    • Gouda G.G., Danaher S., Underwood C.P. Quasi-adaptive fuzzy heating control of solar buildings. Build Environ 2006, 41:1881-1891.
    • (2006) Build Environ , vol.41 , pp. 1881-1891
    • Gouda, G.G.1    Danaher, S.2    Underwood, C.P.3
  • 34
    • 84896501969 scopus 로고    scopus 로고
    • Preliminary performance tests on artificial neural network models for opening strategies of double skin envelopes in winter
    • Moon J.W., Lee J.H., Chang J.D., Kim Sooyoung Preliminary performance tests on artificial neural network models for opening strategies of double skin envelopes in winter. Energy Build 2014, 75:301-311.
    • (2014) Energy Build , vol.75 , pp. 301-311
    • Moon, J.W.1    Lee, J.H.2    Chang, J.D.3    Kim, S.4
  • 35
    • 25844500264 scopus 로고    scopus 로고
    • On-line building energy prediction using adaptive artificial neural networks
    • Yang J., Rivard H., Zmeureanu R. On-line building energy prediction using adaptive artificial neural networks. Energy Build 2005, 37:1250-1259.
    • (2005) Energy Build , vol.37 , pp. 1250-1259
    • Yang, J.1    Rivard, H.2    Zmeureanu, R.3
  • 36
    • 0004719869 scopus 로고    scopus 로고
    • Application of neural networks for the prediction of the energy consumption in a supermarket
    • Datta D., Tassou S.A., Marriott D. Application of neural networks for the prediction of the energy consumption in a supermarket. Clima 2000, Brussels (Belgium) 1997, 98-107.
    • (1997) Clima 2000, Brussels (Belgium) , pp. 98-107
    • Datta, D.1    Tassou, S.A.2    Marriott, D.3
  • 37
    • 79960898040 scopus 로고    scopus 로고
    • Comparative study of artificial intelligence-based building thermal control methods - application of fuzzy, adaptive neuro-fuzzy inference system, and artificial neural network
    • Moon J.W., Jung S.K., Kim Y., Han S.H. Comparative study of artificial intelligence-based building thermal control methods - application of fuzzy, adaptive neuro-fuzzy inference system, and artificial neural network. App Therm Eng 2011, 31:2422-2429.
    • (2011) App Therm Eng , vol.31 , pp. 2422-2429
    • Moon, J.W.1    Jung, S.K.2    Kim, Y.3    Han, S.H.4
  • 39
    • 84885368023 scopus 로고    scopus 로고
    • Optimum application of thermal factors to artificial neural network models for improvement of control performance in double skin-enveloped buildings
    • Moon J.W., Chin K.I., Kim S. Optimum application of thermal factors to artificial neural network models for improvement of control performance in double skin-enveloped buildings. Energies 2013, 6:4223-4245.
    • (2013) Energies , vol.6 , pp. 4223-4245
    • Moon, J.W.1    Chin, K.I.2    Kim, S.3
  • 40
    • 84930945967 scopus 로고    scopus 로고
    • 2010-3. p. 10-7.
    • MathWorks. MATLAB 14, vol. 26; 2010-3. Available from: ; 2010-3. p. 10-7. http://www.mathworks.com.
    • MATLAB 14 , vol.26 , pp. 2010-2013
  • 41
    • 80052551340 scopus 로고    scopus 로고
    • Performance of ANN-based predictive and adaptive thermal-control methods for disturbances in and around residential buildings
    • Moon J.W. Performance of ANN-based predictive and adaptive thermal-control methods for disturbances in and around residential buildings. Build Environ 2012, 48:15-26.
    • (2012) Build Environ , vol.48 , pp. 15-26
    • Moon, J.W.1
  • 42
    • 84930934175 scopus 로고    scopus 로고
    • 2010-12
    • University of Wisconsin TRNSYS16.1 2010-12, Available from:, 2010-12. http://sel.me.wisc.edu/trnsys/.
    • (2010) TRNSYS16.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.