Optimal energy management of greenhouses in smart grids

IEEE Transactions on Smart Grid

Volumn 6, Issue 2, 2015, Pages 827-835

  Bozchalui, Mohammad Chehreghani ^a   Cañizares, Claudio A ^a   Bhattacharya, Kankar ^a  

^a UNIVERSITY OF WATERLOO   (Canada)

Author keywords

Energy hubs; energy management systems (EMS); greenhouses; mathematical modeling; optimization; smart grids

Indexed keywords

CARBON DIOXIDE; CLIMATE MODELS; CONTROL SYSTEMS; COSTS; ENERGY MANAGEMENT; GREENHOUSES; HIERARCHICAL SYSTEMS; INTELLIGENT SYSTEMS; LIGHTING; MATHEMATICAL MODELS; MONTE CARLO METHODS; OPTIMIZATION; SMART POWER GRIDS; WEATHER FORECASTING;

ARTIFICIAL LIGHTING; ENERGY HUBS; GREENHOUSE CONTROLS; HIERARCHICAL CONTROL; MATHEMATICAL OPTIMIZATION MODEL; OPERATIONAL CONSTRAINTS; SMART GRID; SUPERVISORY CONTROL;

ENERGY MANAGEMENT SYSTEMS;

EID: 85027919811     PISSN: 19493053     EISSN: None     Source Type: Journal    
DOI: 10.1109/TSG.2014.2372812     Document Type: Article

References (27)

1. A. Ipakchi and F. Albuyeh, "Grid of the future," IEEE Power Energy Mag., vol. 7, no. 2, pp. 52-62, Mar./Apr. 2009.
2. F. Rahimi and A. Ipakchi, "Demand response as a market resource under the smart grid paradigm," IEEE Trans. Smart Grid, vol. 1, no. 1, pp. 82-88, Jun. 2010.
3. D. G. Hart, "Using AMI to realize the smart grid," in Proc. IEEE PES Gen. Meeting - Convers. Del. Elect. Energy 21st Cent., Pittsburgh, PA, USA, 2008, pp. 1-2.
4. M. Chehreghani Bozchalui, S. Hashmi, H. Hassen, C. Canizares, and K. Bhattacharya, "Optimal operation of residential energy hubs in smart grids," IEEE Trans. Smart Grid, vol. 3, no. 4, pp. 1755-1766, Dec. 2012.
5. E. Brown and R. N. Elliott, "On-farm energy use characterizations," Amer. Counc. Energy-Efficient Econ., Washington, DC, USA, Tech. Rep. IE052, Mar. 2005.
6. M. Meul, F. Nevens, D. Reheul, and G. Hofman, "Energy use efficiency of specialised dairy, arable and pig farms in flanders," Agric. Ecosyst. Environ., vol. 119, nos. 1-2, pp. 135-144, Feb. 2007.
7. J. A. Bailey, R. Gordon, D. Burton, and E. K. Yiridoe, "Energy conservation on Nova Scotia farms: Baseline energy data," Energy, vol. 33, no. 7, pp. 1144-1154, Jul. 2008.
8. E. Brown, R. N. Elliott, and S. Nadel, "Energy efficiency programs in agriculture: Design, success, and lessons learned," Amer. Counc. Energy-Efficient Econ., Washington, DC, USA, Tech. Rep. IE051, Jan. 2005.
9. G. van Straten, E. van Henten, L. van Willigenburg, and R. van Ooteghem, Optimal Control of Greenhouse Cultivation. Boca Raton, FL, USA: CRC Press, 2010.
10. G. D. Pasgianos, K. G. Arvanitis, P. Polycarpou, and N. Sigrimis, "A nonlinear feedback technique for greenhouse environmental control," Comput. Electron. Agric., vol. 40, nos. 1-3, pp. 153-177, Oct. 2003.
11. C. J. Taylor, P. C. Young, A. Chotai, A. R. McLeod, and A. R. Glasock, "Modelling and proportional-integral-plus control design for free air carbon dioxide enrichment systems," J. Agric. Eng. Res., vol. 75, no. 4, pp. 365-374, Apr. 2000.
12. E. V. Henten and J. Bontsema, "Time-scale decomposition of an optimal control problem in greenhouse climate management," Control Eng. Pract., vol. 17, no. 1, pp. 88-96, 2009.
13. X. Luan, P. Shi, and F. Liu, "Robust adaptive control for greenhouse climate using neural networks," Int. J. Robust Nonlin. Control, vol. 21, no. 7, pp. 815-826, 2011.
14. R. Linker, I. Seginer, and P. Gutman, "Optimal CO2 control in a greenhouse modeled with neural networks," Comput. Electron. Agric., vol. 19, no. 3, pp. 289-310, 1998.
15. D. Kolokotsa, G. Saridakis, K. Dalamagkidis, S. Dolianitis, and I. Kaliakatsos, "Development of an intelligent indoor environment and energy management system for greenhouses," Energy Convers. Manage., vol. 51, no. 1, pp. 155-168, Jan. 2010.
16. P. Salgado and J. B. Cunha, "Greenhouse climate hierarchical fuzzy modelling," Control Eng. Pract., vol. 13, no. 5, pp. 613-628, May 2005.
17. M. E. Ghoumari, H. J. Tantau, and J. Serrano, "Non-linear constrained MPC: Real-time implementation of greenhouse air temperature control," Comput. Electron. Agric., vol. 49, no. 3, pp. 345-356, 2005.
18. J. P. Coelho, P. B. de Moura Oliveira, and J. B. Cunha, "Greenhouse air temperature predictive control using the particle swarm optimisation algorithm," Comput. Electron. Agric., vol. 49, no. 3, pp. 330-344, Dec. 2005.
19. Q. Zou, J. Ji, S. Zhang, M. Shi, and Y. Luo, "Model predictive control based on particle swarm optimization of greenhouse climate for saving energy consumption," in Proc. IEEE World Autom. Congr., Kobe, Japan, 2010, pp. 123-128.
20. N. Sigrimis, K. Arvanitis, and G. Pasgianos, "Synergism of high and low level systems for the efficient management of greenhouses," Comput. Electron. Agric., vol. 29, nos. 1-2, pp. 21-39, 2000.
21. C. Stanghellini and W. T. M. van Meurs, "Environmental control of greenhouse crop transpiration," J. Agric. Eng. Res., vol. 51, pp. 297-311, Apr. 1992.
22. J. M. Aaslyng, J. B. Lund, N. Ehler, and E. Rosenqvist, "IntelliGrow: A greenhouse component-based climate control system," Environ. Model. Softw., vol. 18, no. 7, pp. 657-666, Sep. 2003.
23. G. Soto-Zaraza et al., "Trends in automated systems development for greenhouse horticulture," Int. J. Agric. Res., vol. 6, no. 1, pp. 1-9, 2011.
24. T. G. Doeswijk, "Reducing prediction uncertainty of weather controlled systems," Ph.D. dissertation, Dept. Syst. Control, Wageningen Univ. Res. Centre, Wageningen, The Netherlands, 2007.
25. M. Chehreghani Bozchalui, "Optimal operation of energy hubs in the context of smart grids," Ph.D. dissertation, Dept. Elect. Comput. Eng., Univ. Waterloo, Waterloo, ON, Canada, 2011.
26. R. Fourer, D. M. Gay, and B. W. Kernighan, AMPL: A Modeling Language for Mathematical Programming. Pacific Grove, CA, USA: Thomson/Brooks/Cole, 2003.
27. ILOG CPLEX 11.0 Users Manual, ILOG SA, Gentilly, France, 2008.