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Volumn 21, Issue 1, 2013, Pages 113-121

Use of partial least squares within the control relevant identification for buildings

Author keywords

Building modeling; Predictive control relevant identification; Statistical identification

Indexed keywords

BUILDING AUTOMATION; BUILDING MODEL; CONTROL PERFORMANCE; CONTROL RELEVANT IDENTIFICATION; DRIVING FACTORS; ECONOMIC ASPECTS; EFFICIENT BUILDINGS; ENERGY AND COST; FINAL ENERGY; IDENTIFICATION ALGORITHMS; IN-BUILDINGS; MULTI-STEP; NON-RENEWABLE FUELS; PARTIAL LEAST SQUARE (PLS); PREDICTION ERRORS; PREDICTIVE CONTROL; SAVE ENERGY;

EID: 84868625835     PISSN: 09670661     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.conengprac.2012.09.017     Document Type: Article
Times cited : (35)

References (52)
  • 1
    • 0033890632 scopus 로고    scopus 로고
    • Modelling the heat dynamics of a building using stochastic differential equations
    • Andersen K., Madsen H., Hansen L. Modelling the heat dynamics of a building using stochastic differential equations. Energy and Buildings 2000, 31(1):13-24.
    • (2000) Energy and Buildings , vol.31 , Issue.1 , pp. 13-24
    • Andersen, K.1    Madsen, H.2    Hansen, L.3
  • 2
    • 79956369311 scopus 로고    scopus 로고
    • Identifying suitable models for the heat dynamics of buildings
    • Bacher P., Madsen H. Identifying suitable models for the heat dynamics of buildings. Energy and Buildings 2011, 43(7):1511-1522.
    • (2011) Energy and Buildings , vol.43 , Issue.7 , pp. 1511-1522
    • Bacher, P.1    Madsen, H.2
  • 6
    • 84861813018 scopus 로고    scopus 로고
    • The use of building energy certificates to reduce energy consumption in European public buildings
    • Bull R., Chang N., Fleming P. The use of building energy certificates to reduce energy consumption in European public buildings. Energy and Buildings 2012, 50(0):103-110.
    • (2012) Energy and Buildings , vol.50 , Issue.0 , pp. 103-110
    • Bull, R.1    Chang, N.2    Fleming, P.3
  • 7
    • 84863008177 scopus 로고    scopus 로고
    • Optimization of predicted mean vote index within model predictive control framework. Computationally tractable solution
    • Cigler J., Prívara S., Váňa Z., Žáčeková E., Ferkl L. Optimization of predicted mean vote index within model predictive control framework. Computationally tractable solution. Energy and Buildings 2012, 52(0):39-49.
    • (2012) Energy and Buildings , vol.52 , Issue.0 , pp. 39-49
    • Cigler, J.1    Prívara, S.2    Váňa, Z.3    Žáčeková, E.4    Ferkl, L.5
  • 9
    • 77955312559 scopus 로고    scopus 로고
    • Data collection and analysis of the building stock and its energy performance-an example for hellenic buildings
    • Dascalaki E., Droutsa K., Gaglia A., Kontoyiannidis S., Balaras C. Data collection and analysis of the building stock and its energy performance-an example for hellenic buildings. Energy and Buildings 2010, 42(8):1231-1237.
    • (2010) Energy and Buildings , vol.42 , Issue.8 , pp. 1231-1237
    • Dascalaki, E.1    Droutsa, K.2    Gaglia, A.3    Kontoyiannidis, S.4    Balaras, C.5
  • 10
    • 0027530250 scopus 로고
    • SIMPLS. An alternative approach to partial least squares regression
    • de Jong S. SIMPLS. An alternative approach to partial least squares regression. Chemometrics and Intelligent Laboratory Systems 1993, 18(3):251-263.
    • (1993) Chemometrics and Intelligent Laboratory Systems , vol.18 , Issue.3 , pp. 251-263
    • de Jong, S.1
  • 11
    • 55249123337 scopus 로고    scopus 로고
    • The impact of eu policies on energy use in and the evolution of the uk built environment
    • Ekins P., Lees E. The impact of eu policies on energy use in and the evolution of the uk built environment. Energy Policy 2008, 36(12):4580-4583.
    • (2008) Energy Policy , vol.36 , Issue.12 , pp. 4580-4583
    • Ekins, P.1    Lees, E.2
  • 12
    • 0002313891 scopus 로고
    • Multicollinearity in regression analysis. The problem revisited
    • Farrar D., Glauber R. Multicollinearity in regression analysis. The problem revisited. Review of Economics and Statistics 1967, 49(1):92-107.
    • (1967) Review of Economics and Statistics , vol.49 , Issue.1 , pp. 92-107
    • Farrar, D.1    Glauber, R.2
  • 13
    • 70249100218 scopus 로고    scopus 로고
    • Ceiling radiant cooling. Comparison of ARMAX and subspace identification modelling methods
    • Ferkl L., Široký J. Ceiling radiant cooling. Comparison of ARMAX and subspace identification modelling methods. Building and Environment 2010, 45(1):205-212.
    • (2010) Building and Environment , vol.45 , Issue.1 , pp. 205-212
    • Ferkl, L.1    Široký, J.2
  • 14
    • 11144325691 scopus 로고
    • Partial least-squares regression. A tutorial
    • Geladi P., Kowalski B. Partial least-squares regression. A tutorial. Analytica Chimica Acta 1986, 185:1-17.
    • (1986) Analytica Chimica Acta , vol.185 , pp. 1-17
    • Geladi, P.1    Kowalski, B.2
  • 15
    • 0036604937 scopus 로고    scopus 로고
    • A decade of progress in iterative process control design. From theory to practice
    • Gevers M. A decade of progress in iterative process control design. From theory to practice. Journal of Process Control 2002, 12(4):519-531.
    • (2002) Journal of Process Control , vol.12 , Issue.4 , pp. 519-531
    • Gevers, M.1
  • 16
    • 1842861333 scopus 로고    scopus 로고
    • Bias distribution in MPC relevant identification
    • In Proceedings of IFAC world congress, Barcelona, Citeseer
    • Gopaluni, R., Patwardhan, R., & Shah, S., 2002. Bias distribution in MPC relevant identification. In Proceedings of IFAC world congress, Barcelona, Citeseer, pp. 2196-2201.
    • (2002) , pp. 2196-2201
    • Gopaluni, R.1    Patwardhan, R.2    Shah, S.3
  • 17
  • 19
    • 84905825862 scopus 로고    scopus 로고
    • Analysis of energy savings potentials for integrated room automation
    • In 10th REHVA World Congress Clima
    • Gyalistras, D., Gwerder, M., Oldewurtel, F., Jones, C., Morari, M., Lehmann, B., et al. (2010). Analysis of energy savings potentials for integrated room automation. In 10th REHVA World Congress Clima.
    • (2010)
    • Gyalistras, D.1    Gwerder, M.2    Oldewurtel, F.3    Jones, C.4    Morari, M.5    Lehmann, B.6
  • 20
    • 77956454158 scopus 로고    scopus 로고
    • System identification of complex and structured systems
    • Hjalmarsson H. System identification of complex and structured systems. European Journal of Control 2009, 15(3-4):275-310.
    • (2009) European Journal of Control , vol.15 , Issue.3-4 , pp. 275-310
    • Hjalmarsson, H.1
  • 22
    • 34548861778 scopus 로고    scopus 로고
    • Identification of the main thermal characteristics of building components using MATLAB
    • Jimenez M., Madsen H., Andersen K. Identification of the main thermal characteristics of building components using MATLAB. Building and Environment 2008, 43(2):170-180.
    • (2008) Building and Environment , vol.43 , Issue.2 , pp. 170-180
    • Jimenez, M.1    Madsen, H.2    Andersen, K.3
  • 23
    • 34547424353 scopus 로고    scopus 로고
    • A comparison of various methods for multivariate regression with highly collinear variables
    • Kiers H., Smilde A. A comparison of various methods for multivariate regression with highly collinear variables. Statistical Methods & Applications 2007, 16(2):193-228.
    • (2007) Statistical Methods & Applications , vol.16 , Issue.2 , pp. 193-228
    • Kiers, H.1    Smilde, A.2
  • 25
    • 78149416212 scopus 로고    scopus 로고
    • Energy efficiency requirements in building codes, energy efficiency policies for new buildings
    • International Energy Agency and OECD
    • Laustsen, J. (2008). Energy efficiency requirements in building codes, energy efficiency policies for new buildings. International Energy Agency and OECD.
    • (2008)
    • Laustsen, J.1
  • 26
    • 33847630826 scopus 로고    scopus 로고
    • Application range of thermally activated building systems tabs
    • Lehmann B., Dorer V., Koschenz M. Application range of thermally activated building systems tabs. Energy and buildings 2007, 39(5):593-598.
    • (2007) Energy and buildings , vol.39 , Issue.5 , pp. 593-598
    • Lehmann, B.1    Dorer, V.2    Koschenz, M.3
  • 27
    • 0007976616 scopus 로고
    • Building energy management systems: An application to heating and control
    • E & FN Spon
    • Levermore, G. (1992). Building energy management systems: An application to heating and control. E & FN Spon.
    • (1992)
    • Levermore, G.1
  • 28
    • 0003473124 scopus 로고    scopus 로고
    • System identification: Theory for user
    • Prentice-Hall, Inc., Upper Saddle River, NJ, USA
    • Ljung, L. (1999). System identification: Theory for user. Prentice-Hall, Inc., Upper Saddle River, NJ, USA.
    • (1999)
    • Ljung, L.1
  • 29
    • 84861823595 scopus 로고    scopus 로고
    • Modelling the heat dynamics of a monitored test reference environment for building integrated photovoltaic systems using stochastic differential equations
    • Lodi C., Bacher P., Cipriano J., Madsen H. Modelling the heat dynamics of a monitored test reference environment for building integrated photovoltaic systems using stochastic differential equations. Energy and Buildings 2012, 50(0):273-281.
    • (2012) Energy and Buildings , vol.50 , Issue.0 , pp. 273-281
    • Lodi, C.1    Bacher, P.2    Cipriano, J.3    Madsen, H.4
  • 33
    • 0001739739 scopus 로고
    • Collinearity, power, and interpretation of multiple regression analysis
    • Mason C., Perreault W. Collinearity, power, and interpretation of multiple regression analysis. Journal of Marketing Research 1991, 268-280.
    • (1991) Journal of Marketing Research , pp. 268-280
    • Mason, C.1    Perreault, W.2
  • 34
    • 84884387204 scopus 로고    scopus 로고
    • Climate change 2007: Mitigation of climate change: Contribution of Working Group III to the Fourth Assessment Report of the Intergovernmental Panel on Climate Change
    • Cambridge University Press
    • Metz, B. (2007). Climate change 2007: Mitigation of climate change: Contribution of Working Group III to the Fourth Assessment Report of the Intergovernmental Panel on Climate Change. Cambridge University Press.
    • (2007)
    • Metz, B.1
  • 37
    • 37349028760 scopus 로고    scopus 로고
    • A review on buildings energy consumption information
    • Pérez-Lombard L., Ortiz J., Pout C. A review on buildings energy consumption information. Energy and Buildings 2008, 40(3):394-398.
    • (2008) Energy and Buildings , vol.40 , Issue.3 , pp. 394-398
    • Pérez-Lombard, L.1    Ortiz, J.2    Pout, C.3
  • 38
    • 21844522450 scopus 로고
    • Efficient line search algorithm for unconstrained optimization
    • Potra F., Shi Y. Efficient line search algorithm for unconstrained optimization. Journal of Optimization Theory and Applications 1995, 85(3):677-704.
    • (1995) Journal of Optimization Theory and Applications , vol.85 , Issue.3 , pp. 677-704
    • Potra, F.1    Shi, Y.2
  • 39
    • 78651445032 scopus 로고    scopus 로고
    • Model predictive control of a building heating system. The first experience
    • Prívara S., Široký J., Ferkl L., Cigler J. Model predictive control of a building heating system. The first experience. Energy and Buildings 2011, 43(2-3):564-572.
    • (2011) Energy and Buildings , vol.43 , Issue.2-3 , pp. 564-572
    • Prívara, S.1    Široký, J.2    Ferkl, L.3    Cigler, J.4
  • 40
    • 84870614687 scopus 로고    scopus 로고
    • Building Modeling: Selection of the Most Appropriate Model for Predictive Control, Energy and Buildings (2012)
    • Prívara, S., Váňa, Z., Žáčeková, E., Cigler, J. Building Modeling: Selection of the Most Appropriate Model for Predictive Control, Energy and Buildings (2012) http://dx.doi.org/10.1016/j.enbuild.2012.08.040.
    • Prívara, S.1    Váňa, Z.2    Žáčeková, E.3    Cigler, J.4
  • 42
    • 0026888799 scopus 로고
    • Controlrelevant prefiltering. A systematic design approach and case study
    • Rivera D., Pollard I., Garcia C. Controlrelevant prefiltering. A systematic design approach and case study. IEEE Transactions on Automatic Control 1992, 37(7):964-974.
    • (1992) IEEE Transactions on Automatic Control , vol.37 , Issue.7 , pp. 964-974
    • Rivera, D.1    Pollard, I.2    Garcia, C.3
  • 44
    • 0000818474 scopus 로고
    • Continuum regression: Cross-validated sequentially constructed prediction embracing ordinary least squares, partial least squares and principal components regression
    • Series B (Methodological)
    • Stone, M., & Brooks, R., 1990. Continuum regression: Cross-validated sequentially constructed prediction embracing ordinary least squares, partial least squares and principal components regression. Journal of the Royal Statistical Society. Series B (Methodological), 237-269.
    • (1990) Journal of the Royal Statistical Society , pp. 237-269
    • Stone, M.1    Brooks, R.2
  • 45
    • 12444308228 scopus 로고    scopus 로고
    • Dynamic model of an HVAC system for control analysis
    • Tashtoush B., Molhim M., Al-Rousan M. Dynamic model of an HVAC system for control analysis. Energy 2005, 30(10):1729-1745.
    • (2005) Energy , vol.30 , Issue.10 , pp. 1729-1745
    • Tashtoush, B.1    Molhim, M.2    Al-Rousan, M.3
  • 46
    • 0003426684 scopus 로고    scopus 로고
    • Subspace identification for linear systems
    • Kluwer Academic Publishers, 101 Philip Drive, Assinippi Pard, Nowell, Massachusetts
    • Van Overschee, P., & De Moor, B. (1999). Subspace identification for linear systems. Kluwer Academic Publishers, 101 Philip Drive, Assinippi Pard, Nowell, Massachusetts.
    • (1999)
    • Van Overschee, P.1    De Moor, B.2
  • 47
    • 84866428793 scopus 로고    scopus 로고
    • System identification in frequency domain using wavelets. Conceptual remarks
    • Váňa Z., Preisig H.A. System identification in frequency domain using wavelets. Conceptual remarks. Systems Control Letters 2012, 61(10):1041-1051.
    • (2012) Systems Control Letters , vol.61 , Issue.10 , pp. 1041-1051
    • Váňa, Z.1    Preisig, H.A.2
  • 48
    • 79955483400 scopus 로고    scopus 로고
    • Experimental analysis of model predictive control for an energy efficient building heating system
    • Široký J., Oldewurtel F., Cigler J., Prívara S. Experimental analysis of model predictive control for an energy efficient building heating system. Applied Energy 2011, 88(9):3079-3087.
    • (2011) Applied Energy , vol.88 , Issue.9 , pp. 3079-3087
    • Široký, J.1    Oldewurtel, F.2    Cigler, J.3    Prívara, S.4
  • 49
    • 31444445721 scopus 로고    scopus 로고
    • Simplified building model for transient thermal performance estimation using GA-based parameter identification
    • Wang S., Xu X. Simplified building model for transient thermal performance estimation using GA-based parameter identification. International Journal of Thermal Sciences 2006, 45(4):419-432.
    • (2006) International Journal of Thermal Sciences , vol.45 , Issue.4 , pp. 419-432
    • Wang, S.1    Xu, X.2
  • 50
    • 0030810012 scopus 로고    scopus 로고
    • Evaluation of principal component selection methods to form a global prediction model by principal component regression
    • Xie Y., Kalivas J. Evaluation of principal component selection methods to form a global prediction model by principal component regression. Analytica Chimica Acta 1997, 348(1-3):19-27.
    • (1997) Analytica Chimica Acta , vol.348 , Issue.1-3 , pp. 19-27
    • Xie, Y.1    Kalivas, J.2
  • 51
    • 84856107197 scopus 로고    scopus 로고
    • Model predictive control relevant identification using partial least squares for building modeling
    • In Australian Control Conference (AUCC), 2011. IEEE
    • Žáčeková, E., Prívara, S., & Váňa, Z. (2011). Model predictive control relevant identification using partial least squares for building modeling. In Australian Control Conference (AUCC), 2011. IEEE (pp. 422-427).
    • (2011) , pp. 422-427
    • Žáčeková, E.1    Prívara, S.2    Váňa, Z.3


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