Hybrid model predictive control of residential heating, ventilation and air conditioning systems with on-site energy generation and storage

........................................................................................................................... 9 Table of contents ........................................................................................................... 12 List of figures ................................................................................................................. 18 List of tables ................................................................................................................... 26 Nomenclature ................................................................................................................ 28

[1]  P Moroşan,et al.  Distributed model predictive control for building temperature regulation , 2010, Proceedings of the 2010 American Control Conference.

[2]  Samuel Prívara,et al.  Building modeling: Selection of the most appropriate model for predictive control , 2012 .

[3]  Robert Dobson Thermal modelling of a night sky radiation cooling system , 2017 .

[4]  Kamaruzzaman Sopian,et al.  Recent advances in flat plate photovoltaic/thermal (PV/T) solar collectors , 2011 .

[5]  Jirí Cigler,et al.  Hybrid MPC approach to reconfiguration of building heating system , 2013, 2013 European Control Conference (ECC).

[6]  Henrik Madsen,et al.  Identifying suitable models for the heat dynamics of buildings , 2011 .

[7]  H. S. Bagiorgas,et al.  Experimental and theoretical investigation of a nocturnal radiator for space cooling , 2008 .

[8]  Manfred Morari,et al.  Recent developments in the control of constrained hybrid systems , 2006, Comput. Chem. Eng..

[9]  Per Heiselberg,et al.  Review of thermal energy storage technologies based on PCM application in buildings , 2013 .

[10]  J. J. Jurinak,et al.  Sizing phase-change energy storage units for air-based solar heating systems , 1979 .

[11]  Simeng Liu,et al.  Experimental analysis of simulated reinforcement learning control for active and passive building thermal storage inventory: Part 2: Results and analysis , 2006 .

[12]  Alberto Bemporad,et al.  Hybrid Model Predictive Control of a Solar Air Conditioning Plant , 2008, Eur. J. Control.

[13]  Frauke Oldewurtel,et al.  Experimental analysis of model predictive control for an energy efficient building heating system , 2011 .

[14]  Arild Gustavsen,et al.  Phase Change Materials for Building Applications: A State-of-the-Art Review , 2010 .

[15]  N. Abdel-Rahim Adjustable-speed Unsymmetrical Two-phase Induction Motor Drive for Photovoltaic Powered Air Conditioners , 2010 .

[16]  Zhenjun Ma,et al.  Supervisory and Optimal Control of Building HVAC Systems: A Review , 2008 .

[17]  Marc A. Rosen,et al.  A critical review of photovoltaic–thermal solar collectors for air heating , 2011 .

[18]  G. Mihalakakou,et al.  The cooling potential of a metallic nocturnal radiator , 1998 .

[19]  Darine Zambrano,et al.  Model development and validation of a solar cooling plant , 2008 .

[20]  Kimon A. Antonopoulos,et al.  Experimental results of a solar absorption cooling plant in Greece , 2016 .

[21]  Hani Hagras,et al.  An evolutionary algorithm for the off-line data driven generation of fuzzy controllers for intelligent buildings , 2004, 2004 IEEE International Conference on Systems, Man and Cybernetics (IEEE Cat. No.04CH37583).

[22]  Jan Van Impe,et al.  Study of the optimal control problem formulation for modulating air-to-water heat pumps connected to a residential floor heating system , 2012 .

[23]  A. Bemporad,et al.  Model Predictive Control Design: New Trends and Tools , 2006, Proceedings of the 45th IEEE Conference on Decision and Control.

[24]  Yuxiang Chen,et al.  Modeling, design and thermal performance of a BIPV/T system thermally coupled with a ventilated concrete slab in a low energy solar house: Part 1, BIPV/T system and house energy concept , 2010 .

[25]  Ursula Eicker,et al.  Photovoltaic–thermal collectors for night radiative cooling of buildings , 2011 .

[26]  Niccolò Aste,et al.  Design, development and performance monitoring of a photovoltaic-thermal (PVT) air collector , 2008 .

[27]  J. J. Jurinak,et al.  Properties optimization for phase-change energy storage in air-based solar heating systems , 1978 .

[28]  C. N. Jones,et al.  Use of Weather and Occupancy Forecasts for Optimal Building Climate Control (OptiControl) , 2009 .

[29]  K. Sopian,et al.  Review of solar air collectors with thermal storage units , 2011 .

[30]  Alberto Bemporad,et al.  HYSDEL-a tool for generating computational hybrid models for analysis and synthesis problems , 2004, IEEE Transactions on Control Systems Technology.

[31]  Glenn Platt,et al.  Optimal supervisory HVAC control: Experiences in Australia , 2011 .

[32]  Shuli Liu,et al.  A work procedure of utilising PCMs as thermal storage systems based on air-TES systems , 2014 .

[33]  A. Kanarachos,et al.  Multivariable control of single zone hydronic heating systems with neural networks , 1998 .

[34]  Etsuo Sakoguchi,et al.  Residential solar‐powered air conditioners , 1994 .

[35]  Rajesh Kumar,et al.  Energy analysis of a building using artificial neural network: A review , 2013 .

[36]  Adel A. Hegazy,et al.  Optimum channel geometry for solar air heaters of conventional design and constant flow operation , 1999 .

[37]  Francesco Borrelli,et al.  Implementation of model predictive control for an HVAC system in a mid-size commercial building , 2014 .

[38]  J. J. Jurinak,et al.  On the performance of air-based solar heating systems utilizing phase-change energy storage , 1979 .

[39]  Francesco Borrelli,et al.  Model Predictive Control of thermal energy storage in building cooling systems , 2009, Proceedings of the 48h IEEE Conference on Decision and Control (CDC) held jointly with 2009 28th Chinese Control Conference.

[40]  Paul Berdahl,et al.  The thermal radiance of clear skies , 1982 .

[41]  Xingxing Zhang,et al.  Review of R&D progress and practical application of the solar photovoltaic/thermal (PV/T) technologies. , 2012 .

[42]  A. Shaltout,et al.  Analysis and Design of Photovoltaic Powered Air Conditioners Using Slip-frequency Control Scheme , 2007 .

[43]  Luisa F. Cabeza,et al.  Materials used as PCM in thermal energy storage in buildings: A review , 2011 .

[44]  Marko Bacic,et al.  Model predictive control , 2003 .

[45]  Varun,et al.  A thermodynamic review of solar air heaters , 2015 .

[46]  Cristian Perfumo,et al.  Environmentally active buildings: the controls challenge , 2012 .

[47]  Bart De Schutter,et al.  Equivalence of hybrid dynamical models , 2001, Autom..

[48]  Darine Zambrano,et al.  Hierarchical Control of a Hybrid Solar Air Conditioning Plant , 2008, Eur. J. Control.

[49]  Gregor P. Henze,et al.  Evaluation of optimal control for active and passive building thermal storage , 2004 .

[50]  Rafael Alcalá,et al.  Fuzzy Control of HVAC Systems Optimized by Genetic Algorithms , 2003, Applied Intelligence.

[51]  Hans-Martin Henning,et al.  Solar assisted air conditioning of buildings – an overview , 2004 .

[52]  Mohammad. Rasul,et al.  Experimental assessment of a solar desiccant cooling system for an institutional building in subtropical Queensland, Australia , 2013 .

[53]  Daniel E. Fisher,et al.  EnergyPlus: creating a new-generation building energy simulation program , 2001 .

[54]  Refrigerating 2013 ASHRAE handbook : fundamentals , 2013 .

[55]  Ruxu Du,et al.  Thermal comfort control based on neural network for HVAC application , 2005, Proceedings of 2005 IEEE Conference on Control Applications, 2005. CCA 2005..

[56]  S. K. Tyagi,et al.  Comparative study based on exergy analysis of solar air heater collector using thermal energy storage , 2012 .

[57]  Tobias Geyer,et al.  HYBRID MODEL PREDICTIVE CONTROL IN SUPERMARKET REFRIGERATION SYSTEMS , 2005 .

[58]  Manfred Morari,et al.  Use of model predictive control and weather forecasts for energy efficient building climate control , 2012 .

[59]  Simeng Liu,et al.  Experimental analysis of simulated reinforcement learning control for active and passive building thermal storage inventory: Part 1. Theoretical foundation , 2006 .

[60]  D. Kolokotsa,et al.  Comparison of the performance of fuzzy controllers for the management of the indoor environment , 2003 .

[61]  Elias B. Kosmatopoulos,et al.  A roadmap towards intelligent net zero- and positive-energy buildings , 2011 .

[62]  L. H. Hansen,et al.  Modelling the heat dynamics of a building using stochastic differential equations , 2000 .

[63]  Manfred Morari,et al.  Importance of Long-Term Occupancy Information - A Validation with Real Occupancy Data , 2013 .

[64]  Giancarlo Ferrari-Trecate,et al.  Modeling and control of co-generation power plants: a hybrid system approach , 2002, IEEE Transactions on Control Systems Technology.

[65]  Jonathan A. Wright,et al.  Adaptive Diurnal Prediction of Ambient Dry-Bulb Temperature and Solar Radiation , 2002 .

[66]  Sebastian Engell,et al.  Supervisory Control of a Solar Air Conditioning Plant with Hybrid Dynamics , 2008, Eur. J. Control.

[67]  E. Mills Building commissioning: a golden opportunity for reducing energy costs and greenhouse gas emissions in the United States , 2010 .

[68]  Frauke Oldewurtel,et al.  Building modeling as a crucial part for building predictive control , 2013 .

[69]  David E. Culler,et al.  Energy-Efficient Building HVAC Control Using Hybrid System LBMPC , 2012, ArXiv.

[70]  Philip Haves,et al.  Model predictive control for the operation of building cooling systems , 2010, Proceedings of the 2010 American Control Conference.

[71]  Alberto Bemporad,et al.  A Hybrid Approach to Traction Control , 2001, HSCC.

[72]  Angelika Bayer,et al.  Solar Engineering Of Thermal Processes , 2016 .

[73]  Francesco Borrelli,et al.  Fast stochastic predictive control for building temperature regulation , 2012, 2012 American Control Conference (ACC).

[74]  Alessandro Beghi,et al.  Load forecasting for the efficient energy management of HVAC systems , 2010, 2010 IEEE International Conference on Sustainable Energy Technologies (ICSET).

[75]  Torsten Bohlin,et al.  Issues in nonlinear stochastic grey box identification , 1995 .

[76]  Lukas Ferkl,et al.  Model predictive control of a building heating system: The first experience , 2011 .

[77]  Alberto Bemporad,et al.  Dynamic programming for constrained optimal control of discrete-time linear hybrid systems , 2005, Autom..

[78]  Khaled Galal,et al.  Modeling, design and thermal performance of a BIPV/T system thermally coupled with a ventilated concrete slab in a low energy solar house: Part 2, ventilated concrete slab , 2010 .

[79]  Manfred Morari,et al.  Model Predictive Climate Control of a Swiss Office Building: Implementation, Results, and Cost–Benefit Analysis , 2016, IEEE Transactions on Control Systems Technology.

[80]  Alberto Bemporad,et al.  Model predictive control of magnetically actuated mass spring dampers for automotive applications , 2007, Int. J. Control.

[81]  Torsten Bohlin,et al.  Issues in Nonlinear Stochastic Grey-Box Identification , 1994 .

[82]  Yudong Ma Model Predictive Control for Energy Efficient Buildings , 2012 .

[83]  Hani Hagras,et al.  An intelligent agent based approach for energy management in commercial buildings , 2008, 2008 IEEE International Conference on Fuzzy Systems (IEEE World Congress on Computational Intelligence).

[84]  Alberto Bemporad,et al.  Logic-based solution methods for optimal control of hybrid systems , 2006, IEEE Transactions on Automatic Control.

[85]  Paul Cooper,et al.  Development and optimization of an innovative HVAC system with integrated PVT and PCM thermal storage for a net-zero energy retrofitted house , 2015 .

[86]  Darine Zambrano,et al.  Sliding mode predictive control of a solar air conditioning plant , 2009 .

[87]  Alberto Bemporad,et al.  Control of systems integrating logic, dynamics, and constraints , 1999, Autom..

[88]  Andreas K. Athienitis,et al.  Modeling of energy performance of a house with three configurations of building-integrated photovoltaic/thermal systems , 2010 .

[89]  Etienne Wurtz,et al.  Experimental investigation of a solar desiccant cooling installation , 2009 .