Stochastic modeling and optimization in a microgrid: A survey

Energies

Volumn 7, Issue 4, 2014, Pages 2027-2050

  Liang, Hao ^a   Zhuang, Weihua ^a  

^a UNIVERSITY OF WATERLOO   (Canada)

Author keywords

Microgrid; Smart grid; Stochastic modeling; Stochastic optimization

Indexed keywords

COGENERATION PLANTS; ELECTRIC POWER TRANSMISSION NETWORKS; ENERGY STORAGE; OPTIMIZATION; PLUG-IN ELECTRIC VEHICLES; RENEWABLE ENERGY RESOURCES; STOCHASTIC CONTROL SYSTEMS; STOCHASTIC MODELS; STOCHASTIC SYSTEMS; SURVEYS;

FUTURE RESEARCH DIRECTIONS; INTERCONNECTED NETWORK; MICRO GRID; RENEWABLE ENERGY SOURCE; RENEWABLE POWER GENERATION; SMART GRID; STOCHASTIC OPTIMIZATIONS; TWO WAY COMMUNICATIONS;

SMART POWER GRIDS;

EID: 84899134345     PISSN: None     EISSN: 19961073     Source Type: Journal    
DOI: 10.3390/en7042027     Document Type: Article

References (65)

1. International Energy Agency. World Energy Outlook 2012; International Energy Agency: Paris, France, 2012.
2. United States Environmental Protection Agency-Combined Heat and Power Partnership. Available online: http://www.epa.gov/chp/ (accessed on 27 March 2014).
3. U.S. Department of Energy. Combined Heat and Power: A Decade of Progress, A Vision for the Future; U.S. Department of Energy: Washington, DC, USA, 2009.
4. IEEE 2030-Guide for Smart Grid Interoperability of Energy Technology and Information Technology Operation with the Electric Power System, and End-Use Applications and Loads; IEEE Standard, 2011. Available online: http://standards.ieee.org/findstds/standard/2030-2011.html (accessed on 27 March 2014).
5. Farhangi, H. The path of the smart grid. IEEE Power Energy Mag. 2010, 8, 18-28.
6. Fang, X.; Misra, S.; Xue, G.; Yang, D. Smart grid-The new and improved power grid: A survey. IEEE Commun. Surv. Tutor. 2012, 14, 944-980.
7. Wang, W.; Xu, Y.; Khanna, M. A survey on the communication architectures in smart grid. Comput. Netw. 2011, 55, 3604-3629.
8. Hossain, E.; Han, Z.; Poor, V. Smart Grid Communications and Networking; Cambridge University Press: Cambridge, UK, 2012.
9. Cao, J.; Xiao, Y.; Liu, J.; Liang, W.; Chen, C.L.P. A survey of communication/networking in smart grids. Future Gener. Comput. Syst. 2012, 28, 391-404.
10. Ye, Y.; Yi, Q.; Sharif, H.; Tipper, D. A survey on smart grid communication infrastructures: Motivations, requirements and challenges. IEEE Commun. Surv. Tutor. 2013, 15, 5-20.
11. Zhong, F.; Kulkarni, P.; Gormus, S.; Efthymiou, C.; Kalogridis, G.; Sooriyabandara, M.; Zhu, Z.; Lambotharan, S.; Chin, W.H. Smart grid communications: Overview of research challenges, solutions, and standardization activities. IEEE Commun. Surv. Tutor. 2013, 15, 21-38.
12. Cao, J.; Wan, Y.; Tu, G.; Zhang, S.; Xia, A.; Liu, X.; Chen, Z.; Lu, C. Information system architecture for smart grids. Chin. J. Comput. 2013, 36, 143-167.
13. Martinez, J.F.; Rodriguez-Molina, J.; Castillejo, P.; de Diego, R. Middleware architectures for the smart grid: survey and challenges in the foreseeable future. Energies 2013, 6, 3593-3621.
14. Liang, H.; Tamang, A.K.; Zhuang,W.; Shen, X. Stochastic information management in smart grid. IEEE Commun. Surv. Tutor. 2014, in press.
15. Chowdhury, S.; Chowdhury, S.P.; Crossley, P. Microgrids and Active Distribution Networks; Institution of Engineering and Technology: London, UK, 2009.
16. Pogaku, N.; Prodanovic, M.; Green, T.C. Modeling, analysis and testing of autonomous operation of an inverter-based microgrid. IEEE Trans. Power Electron. 2007, 22, 613-625.
17. Mohamed, Y.; El-Saadany, E.F. Adaptive decentralized droop controller to preserve power sharing stability of paralleled inverters in distributed generation microgrids. IEEE Trans. Power Electron. 2008, 23, 2806-2816.
18. Liang, H.; Choi, B.J.; Abdrabou, A.; Zhuang, W.; Shen, X. Decentralized economic dispatch in microgrids via heterogeneous wireless networks. IEEE J. Sel. Areas Commun. 2012, 30, 1061-1074.
19. Liang, H.; Choi, B.J.; Zhuang,W.; Shen, X. Stability enhancement of decentralized inverter control through wireless communications in microgrids. IEEE Trans. Smart Grid 2013, 4, 321-331.
20. Liang, H.; Abdrabou, A.; Choi, B.J.; Zhuang, W.; Shen, X. Multiagent coordination in microgrids via wireless networks. IEEE Wirel. Commun. 2012, 19, 14-22.
21. Hawkes, A.D. Optimal Selection of Generators for a Microgrid under Uncertainty. In Proceedings of the IEEE Power and Energy Society General Meeting, Minneapolis, MN, USA, 25-29 July 2010; pp. 1-8.
22. Bahramirad, S.; Reder, W. Islanding Applications of Energy Storage System. In Proceedings of the IEEE Power and Energy Society General Meeting, San Diego, CA, USA, 22-26 July 2012; pp. 1-5.
23. Costa, L.M.; Kariniotakis, G. A Stochastic Dynamic Programming Model for Optimal Use of Local Energy Resources in a Market Environment. In Proceedings of the IEEE Lausanne Power Tech, Lausanne, Switzerland, 1-5 July 2007; pp. 449-454.
24. Diaz, G.; Abd-el-Motaleb, A.M.; Mier, V. On the capacity factor of distributed wind generation in droop-regulated microgrids. IEEE Trans. Power Syst. 2013, 28, 1738-1746.
25. Miller, R.H.; Malinowski, J.H. Power System Operation; Mcgraw-Hill Professional: New York, NY, USA, 1994.
26. Strelec, M.; Macek, K.; Abate, A. Modeling and Simulation of a Microgrid as a Stochastic Hybrid System. In Proceedings of the 3rd IEEE PES International Conference and Exhibition on Innovative Smart Grid Technologies (ISGT Europe), Berlin, Germany, 14-17 October 2012; pp. 1-9.
27. Monticelli, A.; Wu, F.F. Network observability: Identification of observable islands and measurement placement. IEEE Trans. Power App. Syst. 1985, 104, 1035-1041.
28. Wu, F.F.; Monticelli, A. Network observability: Theory. IEEE Trans. Power App. Syst. 1985, 104, 1042-1048.
29. Hu, Y.; Kuh, A.; Yang, T.; Kavcic, A. A belief propagation based power distribution system state estimator. IEEE Comput. Intell. Mag. 2011, 6, 36-46.
30. Liang, H.; Su, J.; Liu, S. Reliability Evaluation of Distribution System Containing Microgrid. In Proceedings of the IEEE China International Conference on Electricity Distribution, Nanjing, China, 13-16 September 2010; pp. 1-7.
31. Kennedy, S. Reliability Evaluation of Islanded Microgrids with Stochastic Distributed Generation. In Proceedings of the IEEE Power and Energy Society General Meeting, Calgary, AB, Canada, 26-30 July 2009; pp. 1-8.
32. Kennedy, S.; Marden, M.M. Reliability of Islanded Microgrids with Stochastic Generation and Prioritized Load. In Proceedings of the IEEE Power Tech, Bucharest, Romania, 28 June-2 July 2009; pp. 1-7.
33. Abur, A.; Exposito A.G. Power System State Estimation: Theory and Implementation;Marcel Dekker: New York, NY, USA, 2004; pp. 9-36.
34. Asano, H.; Ariki, W.; Bando, S. Value of Investment in a Microgrid under Uncertainty in the Fuel Price. In Proceedings of the IEEE Power and Energy Society General Meeting, Minneapolis, MN, USA, 25-29 July 2010; pp. 1-5.
35. He, J.; Deng, C.; Huang, W. Optimal Sizing of Distributed Generation in Micro-Grid Considering Energy Price Equilibrium Point Analysis Model. In Proceedings of the 8th IEEE Conference on Industrial Electronics and Applications, Melbourne, Australia, 19-21 June 2013; pp. 79-84.
36. Yang, Y.; Pei, W.; Qi, Z. Optimal Sizing of Renewable Energy and CHP Hybrid Energy Microgrid System. In Proceedings of the Innovative Smart Grid Technologies (Asia), Tianjin, China, 21-24 May 2012; pp. 1-5.
37. Khodayar, M.E.; Barati, M.; Shahidehpour, M. Integration of high reliability distribution system in microgrid operation. IEEE Trans. Smart Grid 2012, 3, 1997-2006.
38. Wu, Z.; Gu, W.; Wang, R.; Yuan, X.; Liu, W. Economic Optimal Schedule of CHP Microgrid System Using Chance Constrained Programming and Particle Swarm Optimization. In Proceedings of the IEEE Power and Energy Society General Meeting, San Diego, CA, USA, 24-29 July 2011; pp. 1-11.
39. Huang, Y.; Mao, S.; Nelms, R.M. Adaptive Electricity Scheduling in Microgrids. In Proceedings of the 32nd Annual IEEE International Conference on Computer Communications (INFOCOM'13), Turin, Italy, 14-19 April 2013; pp. 1142-1150.
40. Sobu, A.; Wu G. Optimal Operation Planning Method for Isolated Micro Grid Considering Uncertainties of Renewable Power Generations and Load Demand. In Proceedings of the IEEE Innovative Smart Grid Technologies (Asia), Tianjin, China, 21-24 May 2012; pp. 1-6.
41. Xu, Z.; Guan, X.; Jia, Q.; Wu, J.; Wang, D.; Chen, S. Performance analysis and comparison on energy storage devices for smart building energy management. IEEE Trans. Smart Grid 2012, 3, 2136-2147.
42. Chukwu, U.C.; Mahajan, S.M. V2G Electric Power Capacity Estimation and Ancillary Service Market Evaluation. In Proceedings of the IEEE Power and Energy Society General Meeting, San Diego, CA, USA, 24-29 July 2011; pp. 1-8.
43. Su, W.; Wang, J.; Roh, J. Stochastic energy scheduling in microgrids with intermittent renewable energy resources. IEEE Trans. Smart Grid 2013, PP, 1-9.
44. Chiu, W.Y.; Sun, H.; Poor, H.V. Energy imbalance management using a robust pricing scheme. IEEE Trans. Smart Grid 2013, 4, 896-904.
45. Razali, N.M.M.; Hashim, A.H. Microgrid Operational Decisions Based on CFaR withWind Power and Pool Prices Uncertainties. In Proceedings of the 44th IEEE International Universities Power Engineering Conference, Glasgow, UK, 1-4 September 2009; pp. 1-5.
46. Fathi, M.; Bevrani, H. Statistical cooperative power dispatching in interconnected microgrids. IEEE Trans. Sustain. Energy 2013, 4, 586-593.
47. Fathi, M.; Bevrani, H. Adaptive energy consumption scheduling for connected microgrids under demand uncertainty. IEEE Trans. Power Deliv. 2013, 28, 1576-1583.
48. Tan, S.; Xu, J.; Panda, S.K. Optimization of distribution network incorporating distributed generators: an integrated approach. IEEE Trans. Power Syst. 2013, 28, 2421-2432.
49. Zhang, Y.; Gatsis, N.; Giannakis, G.B. Robust energy management for microgrids with high-penetration renewables. IEEE Trans. Sustain. Energy 2013, 4, 944-953.
50. Zhang, Y.; Gatsis, N.; Giannakis, G.B. Robust Distributed Energy Management for Microgrids with Renewables. In Proceedings of the IEEE Third International Conference on Smart Grid Communications, Tainan, Taiwan, 5-8 November 2012; pp. 510-515.
51. Wu, T.; Yang, Q.; Bao, Z.; Yan, W. Coordinated energy dispatching in microgrid with wind power generation and plug-in electric vehicles. IEEE Trans. Smart Grid 2013, 4, 1453-1463.
52. Sortomme, E.; El-Sharkawi, M.A. Optimal charging strategies for unidirectional vehicle-to-grid. IEEE Trans. Smart Grid 2011, 2, 131-138.
53. Xu, X.; Lin, T.; Zha, X. Probabilistic Analysis of Small Signal Stability of Microgrid Using Point Estimate Method. In Proceedings of the IEEE International Conference on Sustainable Power Generation and Supply, Nanjing, China, 6-7 April 2009; pp. 1-6.
54. Hooshmand, A.; Poursaeidi, M.H.; Mohammadpour, J.; Malki, H.A.; Grigoriads, K. Stochastic Model Predictive Control Method for Microgrid Management. In Proceedings of the IEEE PES Innovative Smart Grid Technologies, Washington, DC, USA, 16-20 January 2012; pp. 1-7.
55. Tomohiko, S.; Shen, T.; Sun, Y.; Xu, J. Modeling and Control of a Benchmark Micro Grid with Vehicle-to-Grid Smart Connection. In Proceedings of the 30th IEEE Chinese Control Conference, Yantai, China, 22-24 July 2011; pp. 6121-6126.
56. Paschalidis, I.C.; Li, B.; Caramanis, M.C. Demand-side management for regulation service provisioning through internal pricing. IEEE Trans. Power Syst. 2012, 27, 1531-1539.
57. Paschalidis, I.C.; Li, B.; Caramanis, M.C. A Market-Based Mechanism for Providing Demand-Side Regulation Service Reserves. In Proceedings of the 50th IEEE Conference on Decision and Control and European Control Conference, Orlando, FL, USA, 12-15 December 2011; pp. 21-26.
58. Kundur P. Power System Stability and Control; McGraw-Hill: New York, NY, USA, 1994.
59. Li, H.; Lai, L.; Qiu, R. A Denial-of-Service Jamming Game for Remote State Monitoring in Smart Grid. In Proceedings of the 45th IEEE Annual Conference on Information Sciences and Systems, Baltimore, MD, USA, 23-25 March 2011; pp. 1-6.
60. Liang, H.; Choi, B.J.; Zhuang,W.; Shen, X. Optimizing the energy delivery via V2G systems based on stochastic inventory theory. IEEE Trans. Smart Grid 2013, 4, 2230-2243.
61. Liang, H.; Zhuang, W. Stochastic Information Management for Voltage Regulation in Smart Distribution Systems. In Proceedings of the 31st Annual IEEE International Conference on Computer Communications, Toronto, ON, Canada, 27 April-2 May 2014; in press.
62. Leduc, G. Road Traffic Data: Collection Methods and Applications; Technical Note JRC 47967; The Institute for Prospective Technological Studies: Seville, Spain, 2008; pp. 1-53.
63. Cao, X.R. Stochastic Learning and Optimization-A Sensitivity-Based Approach; Springer: New York, NY, USA, 2007.
64. Kuznetsova, E.; Li, Y.F.; Ruiz, C.; Zio, E.; Ault, G.; Bell, K. Reinforcement learning for microgrid energy management. Energy 2013, 59, 133-146.
65. Midcontinent Independent System Operator. Available online: https://www.misoenergy.org (accessed on 27 March 2014).