An efficient two-stage algorithm for decentralized scheduling of micro-CHP units

European Journal of Operational Research

Volumn 245, Issue 3, 2015, Pages 862-874

  Jochem, Patrick ^a   Schönfelder, Martin ^a   Fichtner, Wolf ^a  

^a KARLSRUHE INSTITUTE OF TECHNOLOGY   (Germany)

Author keywords

Algorithmic approach; Mixed integer programming; OR in energy; PEMFC micro combined heat and power; Predictive scheduling and optimization

Indexed keywords

ELECTRIC POWER GENERATION; FORECASTING; FUZZY INFERENCE; FUZZY NEURAL NETWORKS; HEATING; INFERENCE ENGINES; PROTON EXCHANGE MEMBRANE FUEL CELLS (PEMFC); SCHEDULING;

ALGORITHMIC APPROACH; MICRO-COMBINED HEAT AND POWER; MIXED INTEGER PROGRAMMING; OR IN ENERGY; PREDICTIVE SCHEDULING;

INTEGER PROGRAMMING;

EID: 84929513909     PISSN: 03772217     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.ejor.2015.04.016     Document Type: Article

References (65)

1. Babrowski S., Heffels T., Jochem P., Fichtner W. Reducing computing time of energy system models by a myopic approach - A case study based on the PERSEUS-NET model Energy Systems 5 1 2014 283 293 10.1007/s12667-013-0085-1
2. Ball M. Integration of a hydrogen economy into a national energy system using Germany as an example: Options for hydrogen supply as fuel for road vehicles until year 2030 (published in German language: Integration einer Wasserstoffwirtschaft in ein nationales Energiesystem am Beispiel Deutschlands: Optionen der Bereitstellung von Wasserstoff als Kraftstoff im Straßenverkehr bis zum Jahr 2030) 2006 VDI Publishing
3. Bassett M., Pekny J., Reklaitis G. Decomposition techniques for the solution of large-scale scheduling problems AIChE Journal 42 12 1996 3373 3387
4. el). German Federal Ministry for the Environment, Nature Conservation and Nuclear Safety (BMUB).
5. Boait P., Rylatt R., Stokes M. Optimisation of consumer benefits from micro combined heat and power Energy and Buildings 38 8 2006 981 987
6. Bosman M., Bakker V., Molderink A., Hurink J., Smit G. Planning the production of a fleet of domestic combined heat and power generators European Journal of Operational Research 216 1 2012 140 151
7. Caroe C., Schultz R. A two-stage stochastic program for unit commitment under uncertainty in a hydro-thermal power system 1998 Konrad-Zuse-Zentrum für Informationstechnik Berlin (ZIB) Berlin
8. Caroe C., Schultz R. Dual decomposition in stochastic integer programming Operations Research Letters 24 1 1999 37 45
9. Chand S., Hsu V., Sethi S. Forecast, solution, and rolling horizons in operations management problems: A classified bibliography Manufacturing & Service Operations Management 4 1 2002 25 43
10. Chang C., Fu W. Stochastic multiobjective generation dispatch of combined heat and power systems IEE Proceedings-Generation, Transmission and Distribution 145 5 1998 583 591
11. Cho H., Luck R., Eksioglu S., Chamra L. Cost-optimized real-time operation of CHP systems Energy and Buildings 41 4 2009 445 451
12. Chu S. A mathematical programming approach towards optimized master production scheduling International Journal of Production Economics 38 2 1995 269 279
13. Collazos A., Marechal F., Gähler C. Predictive optimal management method for the control of polygeneration systems Computers & Chemical Engineering 33 10 2009 1584 1592
14. Corporation, G. D. (2012). General algebraic modeling system (GAMS). URL http://gams.com/.
15. Federal Republic of Germany (2009). Energy saving directive for buildings (published in German language: Energieeinsparverordnung (EnEV) - Verordnung über energiesparenden Wärmeschutz und energiesparende Anlagentechnik bei Gebäuden).
16. Federal Republic of Germany (2012). CHP-Act (published in German language: Gesetz für die Erhaltung, die Modernisierung und den Ausbau der Kraft-Wärme-Kopplung-Kraft-Wärme-Kopplungsgesetz (neueste Fassung)).
17. Gerpott T., Paukert M. Gestaltung von Tarifen für kommunikationsfähige Messsysteme im Verbund mit zeitvariablen Stromtarifen) Zeitschrift für Energiewirtschaft 37 2 2013 83 105
18. Grässle S., Becker B., Knapp T., Allerding F., Schmeck H., Wagner A. Intelligent control system for CHP-equipment in smart-homes Proceedings of the 2nd international conference on microgeneration and related technologies, Glasgow, UK 2011
19. Handschin E., Neise F., Neumann H., Schultz R. Optimal operation of dispersed generation under uncertainty using mathematical programming International Journal of Electrical Power & Energy Systems 28 9 2006 618 626
20. Hawkes A., Aguiar P., Hernandez-Aramburo C., Leach M., Brandon N., Green T., Adjiman C. Techno-economic modelling of a solid oxide fuel cell stack for micro combined heat and power Journal of Power Sources 156 2 2006 321 333
21. Hawkes A., Brett D., Brandon N. Fuel cell micro-CHP techno-economics: Part 2-model application to consider the economic and environmental impact of stack degradation International Journal of Hydrogen Energy 34 23 2009 9558 9569
22. Hawkes A., Leach M. Cost-effective operating strategy for residential micro-combined heat and power Energy 32 5 2007 711 723
23. Hippert H., Pedreira C., Souza R. Neural networks for short-term load forecasting: A review and evaluation IEEE Transactions on Power Systems 16 1 2001 44 55
24. Hirsch C., Hillemacher L., Block C., Schuller A., Möst D. Simulations in the smart grid field study meregio IT-Information Technology 52 2 2010 100 106
25. Hsu C., Chen C. Regional load forecasting in Taiwan - applications of artificial neural networks Energy Conversion and Management 44 12 2003 1941 1949
26. Hu M., Weir J., Wu T. Decentralized operation strategies for an integrated building energy system using a memetic algorithm European Journal of Operational Research 217 1 2010 185 197
27. IBM (2012). IBM ILOG CPLEX optimizer. URL http://www-01.ibm.com/software/integration/optimization/cplex-optimizer/.
28. IIP (2012). IIP energy data (internal). Institute for Industrial Production (IIP), Chair of Energy Economics, Karlsruhe Institute of Technology (KIT) (internal).
29. Infas, DLR & DIW (2010). Mobility in Germany (published in German language: Mobilität in Deutschland. URL http://www.mobilitaet-in-deutschland.de/.
30. Jang R. Adaptive-Network-Based Fuzzy Inference System IEEE Transactions on System, Man and Cybernetics Vol. 23 1993 665 685
31. Karp R. Reducibility among combinatorial problems R. Miller J. Thatcher J. Bohlinger Complexity of computer computations The IBM Research Symposia Series 1972 Springer US 85 103
32. Kay D., Hill N., Newman D. Powering ahead: The future of low-carbon cars and fuels (Technical report). UKPIA and RAC Foundation 2013
33. Kim J., Edgar T. Optimal scheduling of combined heat and power plants using mixed-integer nonlinear programming Energy 77 0 2014 675 690
34. KIT & TNS (2012). German mobility panel (published in German language: Deutsches Mobilitätspanel). URL http://mobilitaetspanel.ifv.uni-karlsruhe.de/.
35. Li Z., Ierapetritou M. Rolling horizon based planning and scheduling integration with production capacity consideration Chemical Engineering Science 65 22 2010 5887 5900
36. Nowak M., Römisch W. Stochastic Lagrangian relaxation applied to power scheduling in a hydro-thermal system under uncertainty Annals of Operations Research 100 1-4 2000 251 272
37. Oh S., Kim K., Oh S., Kwak H. Optimal operation of a 1-kW PEMFC-based CHP system for residential applications Applied Energy 95 1 2012 93 101
38. Ovacik I., Uzsoy R. Rolling horizon algorithms for a single-machine dynamic scheduling problem with sequence-dependent setup times The International Journal of Production Research 32 6 1994 1243 1263
39. Ozturk U., Mazumdar M., Norman B. A solution to the stochastic unit commitment problem using chance constrained programming IEEE Transactions on Power Systems 19 3 2004 1589 1598
40. Padhy N. Unit commitment - a bibliographical survey IEEE Transactions on Power Systems 19 2 2004 1196 1205
41. Pai P., Hong W. Forecasting regional electricity load based on recurrent support vector machines with genetic algorithms Electric Power Systems Research 74 3 2005 417 425
42. Pehnt M., Colijn M. Micro cogeneration: Towards decentralized energy systems 2006 Springer Publishing Berlin
43. Pehnt M., Mellwig P., Steinborn F., Lehr U., Lutz C., Pellinger C., Steck M. Ecological and economic analysis of fuel cell heaters 2012 (Technical report). IFEU, GWS and FfE. (published in German language: Ökologische und ökonomische Analyse von Brennstoffzellen-Heizgeräten).
44. Rieder A., Christidis A., Tsatsaronis G. Multi criteria dynamic design optimization of a small scale distributed energy system Energy 74 0 2014 230 239
45. Rong A., Hakonen H., Lahdelma R. A variant of the dynamic programming algorithm for unit commitment of combined heat and power systems European Journal of Operational Research 190 3 2008 741 755
46. Rong A., Lahdelma R. An efficient envelope-based branch and bound algorithm for non-convex combined heat and power production planning European Journal of Operational Research 183 1 2007 412 431
47. Rong A., Lahdelma R., Luh P. Lagrangian relaxation based algorithm for trigeneration planning with storages European Journal of Operational Research 188 1 2008 240 257
48. Ruszczynski A., Shapiro A. Stochastic programming. In Handbooks in operations research and management science vol. 10 2003 pp. 1 64
49. Sahinidis N. Optimization under uncertainty: State-of-the-art and opportunities Computers & Chemical Engineering 28 6 2004 971 983
50. Salgado F., Pedrero P. Short-term operation planning on cogeneration systems: A survey Electric Power Systems Research 78 5 2008 835 848
51. Schönfelder M. Optimized application of fuel cell-based micro-CHP units with consideration of controlled charging for electric vehicles (published in German language: Optimierung des Einsatzes brennstoffzellenbasierter Mikro-KWK-Anlagen unter Berücksichtigung des gesteuerten Ladens von Elektrofahrzeugen) (Ph.D. thesis) 2013 Karlsruhe Institute of Technology
52. Schönfelder M., Jochem P., Fichtner W. Using an ANFIS based short-term load forecasting model for the optimization of micro-CHP operating strategies in domestic households 2nd stochastic modeling techniques and data analysis international conference - SMTDA. Chania, Crete 2012
53. Sheble G., Fahd G. Unit commitment literature synopsis Power Systems, IEEE Transactions on 9 1 1994 128 135
54. Thoma M. Optimized operation of low-voltage electricity grids with a large share of decentral generation (published in German language: Optimierte Betriebsführung von Niederspannungsnetzen mit einem hohen Anteil an dezentraler Erzeugung) (Ph.D. thesis) 2007 ETH Zurich
55. Thomas B. Micro-CHP units: Basics, technical characteristics, operating data 2011 (published in German language: Mini-Blockheizkraftwerke: Grundlagen,Gerätetechnik, Betriebsdaten) Würzburg: Vogel Business Media
56. Tseng C. On power system generation unit commitment problems (Ph.D. thesis) 1996 University of California Berkeley
57. VDI Guideline 4655: Reference load profiles of single- and multiple family houses for the application of CHP-units (published in German language: Richtlinie 4655: Referenzlastprofile von Ein- und Mehrfamilienhäuser für den Einsatz von KWK-Anlagen) (Technical Association of German Engineers (VDI)) 2008
58. Wakui T., Yokoyama R. Impact analysis of sampling time interval and battery installation on optimal operational planning of residential cogeneration systems without electric power export Energy 81 0 2015 120 136
59. Wang L., Singh C. Stochastic combined heat and power dispatch based on multi-objective particle swarm optimization International Journal of Electrical Power & Energy Systems 30 3 2008 226 234
60. Westner G., Madlener R. Development of cogeneration in Germany: A mean-variance portfolio analysis of individual technology's prospects in view of the new regulatory framework Energy 36 8 2011 5301 5313
61. Wille-Haussmann B., Erge T., Wittwer C. Decentralised optimisation of cogeneration in virtual power plants Solar Energy 84 4 2010 604 611
62. Ying L., Pan M. Using adaptive network based fuzzy inference system to forecast regional electricity loads Energy Conversion and Management 49 2 2008 205 211
63. Yun K., Cho H., Luck R., Mago P. Real-time combined heat and power operational strategy using a hierarchical optimization algorithm Proceedings of the Institution of Mechanical Engineers, Part A: Journal of Power and Energy 225 4 2011 403 412
64. Yun Z., Quan S., Caixin S., Shaolan L., Yumin L., Yang S. RBF neural network and ANFIS-based short-term load forecasting approach in real-time price environment IEEE Transactions on Power Systems 23 3 2008 853 858
65. Zhang H., Xi Y., Gu H. A rolling window optimization method for large-scale WCDMA base stations planning problem European Journal of Operational Research 183 1 2007 370 383