Data-driven predictive direct load control of refrigeration systems

IET Control Theory and Applications

Volumn 9, Issue 7, 2015, Pages 1022-1033

  Shafiei, Seyed Ehsan ^a   Knudsen, Torben ^a   Wisniewski, Rafael ^a   Andersen, Palle ^a  

^a AALBORG UNIVERSITY   (Denmark)

Author keywords

[No Author keywords available]

Indexed keywords

ELECTRIC POWER UTILIZATION; ENERGY UTILIZATION; FLOWMETERS; REFRIGERATION;

COMPARATIVE SIMULATION; CONTROL IMPLEMENTATION; ELECTRICAL POWER CONSUMPTION; LOAD-FOLLOWING PERFORMANCE; NONLINEAR SIMULATIONS; POWER CONSUMPTION MANAGEMENT; RECEDING HORIZON OPTIMAL CONTROL; SUBSPACE IDENTIFICATION;

ELECTRIC LOAD MANAGEMENT;

EID: 84929493644     PISSN: 17518644     EISSN: 17518652     Source Type: Journal    
DOI: 10.1049/iet-cta.2014.0666     Document Type: Article

References (32)

1. Huang, K.Y., Huang, Y.C.: 'Integrating direct load control with interruptible load management to provide instantaneous reserves for ancillary services', IEEE Trans. Power Syst., 2004, 19, (3), pp. 1626-1634
2. Chu, C.M., Jong, T.L.: 'A novel direct air-conditioning load control method', IEEE Trans. Power Syst., 2008, 23, (3), pp. 1356-1363
3. Arteconi, A., Hewitt, N.J., Polonara, F.: 'Domestic demand-side management (DSM): role of heat pumps and thermal energy storage (TES) systems', Appl. Thermal Eng., 51, 2013, pp. 155-165
4. Chu, C.M., Jong, T.L., Huang, Y.W.: 'A direct load control of airconditioning loads with thermal comfort control'. Proc. IEEE PES General Meeting, San Francisco, CA, USA, June 2005
5. Callaway, D.S., Hiskens, I.A.: 'Achieving controllability of electric loads', Proc. IEEE, 2011, 99, (1), pp. 184-199
6. Stadler, I.: 'Power grid balancing of energy systems with high renewable energy penetration by demand response', Utilities Policy, 2008, 16, pp. 90-98
7. Mathieu, J.L., Callaway, D.S.: 'State estimation and control of heterogeneous thermostatically controlled loads for load following'. Proc. 45th Hawaii Int. Conf. on System Sciences, Maui, HI, USA, January 2012
8. Molina, A., Gabaldon, A., Fuentes, J.A., Canovas, F.J.: 'Approach to multivariable predictive control applications in residential HVAC direct load control'. Proc. IEEE Power Engineering Society Summer Meeting, Seattle, WA, USA, July 2000
9. Shafiei, S.E., Stoustrup, J., Rasmussen, H.: 'Model predictive control for flexible power consumption of large-scale refrigeration systems'. Proc. American Control Conf., Portland, OR, USA, June 2014, pp. 412-417
10. Kalsi, K., Chassin, F., Chassin, D.: 'Aggregated modeling of thermostatic loads in demand response: a systems and control perspective'. Proc. 50 IEEE Conf. on Decision and Control and European Control Conf. (CDC-ECC), Orlando, FL, USA, December 2011
11. Shafiei, S.E., Izadi-Zamanabadi, R., Rasmussen, H., Stoustrup, J.: 'A decentralized control method for direct smart grid control of refrigeration systems'. Proc. 52nd IEEE Conf. on Decision and Control, Firenze, Italy, December 2013
12. Favoreel, W., Moor, B.D., Overschee, P.V.: 'Subspace state space system identification for industrial processes', J. Process Control, 2000, 10, pp. 149-155
13. Overschee, P.V., Moor, B.D.: 'Subspace identification for linear systems: theory, implementation, applications' (Kluwer Academic Publishers, 1996)
14. Yin, S., Li, X., Gao, H., Kaynak, O.: 'Data-based techniques focused on modern industry: an overview', IEEE Trans. Ind. Electron., 2014, 62, (1), pp. 657-667
15. Yin, S., Ding, S.X., Xie, X., Luo, H.: 'A review on basic datadriven approaches for industrial process monitoring', IEEE Trans. Ind. Electron., 2014, 61, (11), pp. 6418-6428
16. Favoreel, W., Moor, B.D., Gevers, M., Overschee, P.V.: 'Subspace predictive control'. Technical Report ESAT-SISTA/TR 1998-49, Katholieke Universiteit Leuven, Leuven, Belgium, 1998
17. Zhang, B., Baillieul, J.: 'A two-level feedback system design to provide regulation reserve'. Proc. 52nd IEEE Conf. on Decision and Control, Firenze, Italy, December 2013
18. Micchi, A., Pannocchia, G.: 'Comparison of input signals in subspace identification of multivariable ill-conditioned systems', J. Process Control, 2008, 18, pp. 582-593
19. Darby, M.L., Nikolaou, M.: 'Identification test design for multivariable model-based control: an industrial perspective', Control Eng. Pract., 2014, 22, 165-180
20. SRSim: 'A simulation benchmark for supermarket refrigeration systems using Matlab', February 2013. Available at http://www.es.aau.dk/projects/refrigeration/simulation-tools/, accessed March 2014
21. Petersen, L.N., Madsen, H., Heerup, C.: 'ESO2 optimization of supermarket refrigeration systems'. Technical Report, Department of Informatics and Mathematical Modeling, Technical University of Denmark, 2012
22. Ge, Y.T., Tassou, S.A.: 'Thermodynamic analysis of transcritical CO2 booster refrigeration systems in supermarket', Energy Convers. Manage., 2011, 52, pp. 1868-1875
23. Heffner, G., Goldman, C., Kirby, B., Kintner-Meyer, M.: 'Loads providing ancillary services: review of international experience'. Technical Report, US Department of Energy, Ernesto Orlando Lawrence Berkeley National Laboratory, May 2007
24. Trangbaek, K., Petersen, M., Bendtsen, J., Stoustrup, J.: 'Exact power constraints in smart grid control'. Proc. 50th IEEE Conf. on Decision and Control and European Control Conf., Orlando, FL, USA, 2011
25. Rahnama, S., Shafiei, S.E., Stoustrup, J., Rasmussen, H., Bendsten, J.D.: 'Evaluation of aggregators for integration of large-scale consumers in smart grid'. Proc. 19th IFAC Word Congress, Cape Town, South Africa, August 2014
26. Shafiei, S.E., Rasmussen, H., Stoustrup, J.: 'Modeling supermarket refrigeration systems for demand-side management', Energies, 2013, 6, (2), pp. 900-920
27. Kadali, R., Huang, B., Rossiter, A.: 'A data driven subspace approach to predictive controller design', Control Eng. Pract., 2003, 11, pp. 261-278
28. Knudsen, T.: 'Consistency analysis of subspace identification methods based on a linear regression approach', Automatica, 2001, 37, pp. 81-89
29. Soderstrom, T., Stoica, P.: 'System identification' (Systems and control engineering) (Prentice-Hall, 1989)
30. Conner, J.S., Seborg, D.E.: 'An evaluation of MIMO input designs for process identification', Ind. Eng. Chem. Res., 2004, 43, pp. 3847-3854
31. Ljung, L.: 'System identification: theory for the user' (Information and system sciences series) (Prentice-Hall, 1987)
32. Lovera, M., Gustafsson, T., Verhaegen, M.: 'Recursive subspace identification of linear and nonlinear wiener state-space models', Automatica, 2000, 36, pp. 1639-1650