Equation-based languages - A new paradigm for building energy modeling, simulation and optimization

Energy and Buildings

Volumn 117, Issue , 2016, Pages 290-300

  Wetter, Michael ^a   Bonvini, Marco ^a   Nouidui, Thierry S ^a  

^a LAWRENCE BERKELEY NATIONAL LABORATORY   (United States)

Author keywords

Equation based modeling; Modelica; Multi physics simulation; Optimal control; Smart grid

Indexed keywords

ALGEBRA; CLIMATE CONTROL; COMPUTATIONAL LINGUISTICS; COMPUTER SIMULATION LANGUAGES; CONTROLLERS; ELECTRIC POWER TRANSMISSION NETWORKS; MODELING LANGUAGES; OPTIMAL CONTROL SYSTEMS;

EQUATION-BASED MODELING; MODELICA; MULTIPHYSICS SIMULATIONS; OPTIMAL CONTROLS; SMART GRID;

ELECTRIC POWER SYSTEM CONTROL;

EID: 84960901066     PISSN: 03787788     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.enbuild.2015.10.017     Document Type: Article

References (49)

1. T.S. Nouidui, and M. Wetter Linking simulation programs, advanced control and FDD algorithms with a building management system based on the Functional Mock-Up Interface and the building automation Java architecture standards ASHRAE/IBPSA-USA Building Simulation Conference IBPSA-USA, Atlanta, GA 2014 49 55 http://simulationresearch.lbl.gov/wetter/download/2014-IBPSA-USA-NouiduiWetter.pdf
2. X. Pang, M. Wetter, P. Bhattacharya, and P. Haves A framework for simulation-based real-time whole building performance assessment Build. Environ. 54 54 2011 100 108 10.1016/j.buildenv.2012.02.003
3. M. Bonvini, M.D. Sohn, J. Granderson, M. Wetter, and M.A. Piette Robust on-line fault detection diagnosis for HVAC components based on nonlinear state estimation techniques Appl. Energy 124 2014 156 166 10.1016/j.apenergy.2014.03.009
4. R. Baetens, R. De Coninck, J. Van Roy, B. Verbruggen, J. Driesen, L. Helsen, and D. Saelens Assessing electrical bottlenecks at feeder level for residential net zero-energy buildings by integrated system simulation Applied Energy 96 (Special issue on Smart Grids, Renewable Energy Integration, and Climate Change Mitigation - Future Electric Energy Systems) 2012 74 83 10.1016/j.apenergy.2011.12.098
5. M. Bonvini, M. Wetter, and T.S. Noudui A Modelica package for buildings-to-electrical grid integration Proc. of Fifth German-Austrian IBPSA Conference, Vol. 1, BauSIM Aachen, Germany 2014 6 13 http://www.ibpsa.org/proceedings/bausimPapers/2014/p1105-final.pdf
6. M. Wetter The future of building system modeling and simulation J.L.M. Hensen, R. Lamberts, Building Performance Simulation for Design and Automation 2011 Taylor & Francis Oxon, OX 481 504
7. J. Clarke A vision for building performance simulation: a position paper prepared on behalf of the IBPSA board J. Build. Perform. Simul. 8 2 2015 39 43 10.1080/19401493.2015.1007699
8. J. Široky, F. Oldewurtel, J. Cigler, and S. Prívara Experimental analysis of model predictive control for an energy efficient building heating system Appl. Energy 88 9 2011 3079 3087
9. M. Wetter Modelica-based modeling and simulation to support research and development in building energy and control systems J. Build. Perform. Simul. 2 2 2009 143 161 10.1080/19401490902818259
10. M. Wetter, W. Zuo, T.S. Nouidui, and X. Pang Modelica buildings library J. Build. Perform. Simul. 7 4 2014 253 270 10.1080/19401493.2013.765506
11. D.B. Crawley, L.K. Lawrie, F.C. Winkelmann, C. Pedersen, R. Liesen, and D. Fisher Next-generation building energy simulation tools - a vision of the future Proceedings of the ACEEE 1996 Summer Study on Energy Efficiency in Buildings, Vol. 4 of Commercial Buildings: Technologies, Design, and Performance Analysis 1996 ACEEE Asilomar, Pacific Grove, CA pp. 4. 69-4.75
12. M. Wetter, and J. Wright A comparison of deterministic and probabilistic optimization algorithms for nonsmooth simulation-based optimization Build. Environ. 39 8 2004 989 999 10.1016/j.buildenv.2004.01.022
13. E. Hairer, and G. Wanner Solving ordinary differential equations. II Springer Series in Computational Mathematics 2nd ed. 1996 Springer-Verlag Berlin
14. F. Jorissen, M. Wetter, and L. Helsen Simulation speed analysis and improvements of Modelica models for building energy simulation P. Fritzson, H. Elmqvist, 11-th International Modelica Conference 2015 Modelica Association Paris, France 59 69 10.3384/ecp1511859
15. B. Zeigler, and J.S. Lee Theory of quantized systems: formal basis for DEVS/HLA distributed simulation environment SPIE Conference on Enabling Technology for Simulation Science, Vol. SPIE Vol. 3369, Orlando 1998 49 58 10.1117/12.319354
16. E. Kofman, and S. Junco Quantized-state systems: a DEVS approach for continuous system simulation Trans. Soc. Model. Simul. Int. 18 1 2001 2 8
17. F.E. Cellier, and E. Kofman Continuous System Simulation 2006 Springer
18. E. Kofman Quantization-based simulation of differential algebraic equation systems Simulation 79 7 2003 363 376 10.1177/0037549703038881 arXiv: http://sim.sagepub.com/content/79/7/363.full.pdf+html, http://sim.sagepub.com/content/79/7/363.abstract
19. G. Migoni, M. Bortolotto, E. Kofman, and F.E. Cellier Linearly implicit quantization-based integration methods for stiff ordinary differential equations Simul. Model. Pract. Theory 35 2013 118 136 10.1016/j.simpat.2013.03.004
20. D. Picard, and L. Helsen A new hybrid model for borefield heat exchangers performance evaluation ASHRAE Annual Conference, Vol. 120 2014 ASHRAE Seattle, WA 1 8
21. F. Casella Simulation of large-scale models in modelica: state of the art and future perspectives P. Fritzson, H. Elmqvist, 11th International Modelica Conference 2015 Modelica Association Paris, France 459 468 10.3384/ecp15118459
22. J. Schuchart, V. Waurich, M. Flehmig, M. Walther, W.E. Nagel, and I. Gubsch Exploiting repeated structures and vectorization in modelica P. Fritzson, H. Elmqvist, 11th International Modelica Conference 2015 Modelica Association Paris, France 265 272 10.3384/ecp15118265
23. F. Bergero, M. Botta, E. Campostrini, and E. Kofman Efficient compilation of large scale dynamical systems P. Fritzson, H. Elmqvist, 11th International Modelica Conference 2015 Modelica Association Paris, France 449 458 10.3384/ecp15118449
24. D. Low, and E. Sowell ENET, a PC-based building energy simulation system Energy Programs Conference, IBM Real Estate and Construction Division Austin, Texas 1982 2 7
25. E. Sowell, K. Taghavi, H. Levy, and D. Low Generation of building energy system models ASHRAE Trans. 90 1B 1984 573 586
26. E.F. Sowell, W.F. Buhl, A.E. Erdem, and F.C. Winkelmann A prototype object-based system for HVAC simulation, Tech. Rep. LBL-22106 1986, September Lawrence Berkeley National Laboratory
27. E.F. Sowell, W.F. Buhl, and J.-M. Nataf Object-oriented programming, equation-based submodels, and system reduction in SPANK Proceedings of the Second International IBPSA Conference Vancouver, BC, Canada 1989 141 146 http://www.ibpsa.org/conferences.htm
28. W. Buhl, A. Erdem, F. Winkelmann, and E. Sowell Recent improvements in SPARK: strong component decomposition, multivalued objects, and graphical interface Proceedings of the 3rd IBPSA Conference Adelaide, Australia 1993 283 291
29. P. Sahlin, and E.F. Sowell A neutral format for building simulation models Proceedings of the Second International IBPSA Conference Vancouver, BC, Canada 1989 147 154 http://www.ibpsa.org/conferences.htm
30. N. Björsell, A. Bring, L. Eriksson, P. Grozman, M. Lindgren, P. Sahlin, A. Shapovalov, and M. Vuolle IDA indoor climate and energy N. Nakahara, H. Yoshida, M. Udagawa, J. Hensen, Proceedings of the 6th IBPSA Conference Kyoto, Japan 1999 1035 1042 http://www.ibpsa.org/conferences.htm
31. S.A. Klein Development and integration of an equation-solving program for engineering thermodynamics courses Comput. Appl. Eng. Educ. 1 3 1993 265 275 10.1002/cae.6180010310
32. S.E. Mattsson, and H. Elmqvist Modelica - an international effort to design the next generation modeling language L. Boullart, M. Loccufier, S.E. Mattsson, 7th IFAC Symposium on Computer Aided Control Systems Design Gent, Belgium 1997 1 5 http://www.modelica.org/publications/papers/CACSD97Modelica.pdf
33. H. Elmqvist, and M. Otter Methods for tearing systems of equations in object-oriented modelling European Simulation Multiconference Barcelona, Spain 1994 326 332 http://www.robotic.de/fileadmin/control/shared/publications/1994/elmqvist-esm.ps.gz
34. J. Fernández, and E. Kofman A stand-alone quantized state system solver for continuous system simulation Simulation 90 7 2014 782 799 10.1177/0037549714536255 arXiv: http://sim.sagepub.com/content/90/7/782.full.pdf+html, http://sim.sagepub.com/content/90/7/782.abstract
35. H. Elmqvist, S.E. Mattsson, and H. Olsson Parallel model execution on many cores 10th International Modelica Conference 2014 Modelica Association Lund, Sweden 363 370
36. H. Elmqvist A structured model language for large continuous systems 1978 Lund Institute of Technology Lund, Sweden (Ph.D. thesis)
37. H. Elmqvist, M. Otter, and F. Cellier Inline integration: a new mixed symbolic/numeric approach for solving differential-algebraic equation systems Keynote Address, Proc. ESM'95 1995 European Simulation Multiconference Prague, Czech Republic pp. xxiii-xxxiv, http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.127.3787
38. D. Zimmer Using artificial states in modeling dynamic systems: turning malpractice into good practice Proceedings of the 5th International Workshop on Equation-Based Object-Oriented Modeling Languages and Tools 2013 77 85 http://www.ep.liu.se/ecp/084/009/ecp13084009.pdf
39. M. Wetter, and C. van Treeck New Generation Computational Tools for Building and Community Energy Systems 2012 http://www.iea-annex60.org
40. J. Åkesson, K.-E. Årzén, M. Gäfvert, T. Bergdahl, and H. Tummescheit Modeling and optimization with Optimica and JModelica.org - languages and tools for solving large-scale dynamic optimization problem Comput. Chem. Eng. 34 11 2010 1737 1749 10.1016/j.compchemeng.2009.11.011
41. M. Wetter BuildOpt - a new building energy simulation program that is built on smooth models Build. Environ. 40 8 2005 1085 1092 10.1016/j.buildenv.2004.10.003
42. E. Polak Optimization, Algorithms and Consistent Approximations, Vol. 124 of Applied Mathematical Sciences 1997 Springer Verlag
43. L.T. Biegler Nonlinear Programming: Concepts, Algorithms, and Applications to Chemical Processes vol. 10 2010 SIAM
44. A. Wächter, and L.T. Biegler On the implementation of an interior-point filter line-search algorithm for large-scale nonlinear programming Math. Program. 106 1 2006 25 57 10.1007/s10107-004-0559-y
45. J. Åkesson, M. Gäfvert, and H. Tummescheit JModelica - an open source platform for optimization of modelica models Proceedings of MATHMOD 2009 - 6th Vienna International Conference on Mathematical Modelling TU Wien, Vienna, Austria 2009
46. J. Andersson A general-purpose software framework for dynamic optimization, Ph.D. thesis, Arenberg Doctoral School, KU Leuven, Department of Electrical Engineering (ESAT/SCD) and Optimization in Engineering Center, Kasteelpark Arenberg 10, 3001-Heverlee, Belgium 2013
47. F. Magnusson, and J. Åkesson Collocation methods for optimization in a modelica environment Proceedings of the 9th International Modelica Conference 2012 649 658 10.3384/ecp12076649 http://www.ep.liu.se/ecp/076/066/ecp12076066.pdf
48. D. Michael, F. Kristin, S. Daniel, B. Kyle, G. Brent, T. Paul, L. Bing, H. Mark, W. Dave, R. Michael, Y. Mehry, H. Joe, and C. Drury U.S. Department of Energy commercial reference building models of the national building stock 2011 Tech. Rep. NREL/TP-5500-46861, National Renewables Energy Laboratory, 1617 Cole Boulevard, Golden, Colorado 80401 (February 2011)
49. K. Turitsyn, P. Sulc, S. Backhaus, and M. Chertkov Options for control of reactive power by distributed photovoltaic generators Proc. IEEE 99 6 2011 1063 1073 10.1109/JPROC.2011.2116750