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Erschienen in: Zeitschrift für Energiewirtschaft 3/2017

02.05.2017

Operating Strategies for Battery Storage Systems in Low-Voltage Grids to Limit the Feed-In Power of Solar Power Systems Using Fuzzy Control

verfasst von: Tobias Lühn, Jutta Geldermann

Erschienen in: Zeitschrift für Energiewirtschaft | Ausgabe 3/2017

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Abstract

Germany’s energy turnaround is leading to an increasing integration of photovoltaics (PVs) throughout its distribution grid. To ensure safe grid operation in times of high solar radiation, PV plants must either be throttled back to comply with the feed-in limitation or store a portion of their excess electricity in batteries. This paper presents a grid-optimized operating strategy for PV storage systems based on a Fuzzy Logic Controller that reduces peak feed-in and thus also PV curtailment losses. The Fuzzy Logic Controller uses data on PV power surplus and battery charge level as input variables. To obtain good results, the set of numerical parameters of the membership functions is enhanced by evolutionary programming.
The energetic assessment shows that even small electrical storage capacities (<<5 kWh) reduce curtailment losses considerably when using the grid-optimized operating strategy. The economic assessment shows that, in 2016, investments in PV storage systems with large PV plants and small batteries have small (positive) Internal Rates of Return. The system efficiency of the battery storage has a small impact on the profitability of PV storage systems, whereas the cycle stability and the electricity purchase price have a large impact. Moreover, there is an economic benefit for plant operators to switch from the simple to the grid-optimized operating strategy. Solar forecast inaccuracies and variations in load and generation profiles have a negligible impact on the performance of the control algorithm.

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Fußnoten
1
In the e‑home energy project 2020, the distribution system operator, Avacon AG, analysed in close collaboration with the Energy Research Centre of Lower Saxony (EFZN) central issues according to the future structure, design and operation of distribution grids (project duration: 07/2011 to 06/2016).
 
2
Private households in Germany can obtain a low-interest loan and a repayment bonus from the KfW bank when installing a PV storage system (KfW 2016).
 
Literatur
Zurück zum Zitat Ahmad S, Albatsh FM, Mekhilef S, Mokhlis H (2014) Fuzzy based controller for dynamic unified power flow controller to enhance power transfer capability. Energy Convers Manag 79:652–665CrossRef Ahmad S, Albatsh FM, Mekhilef S, Mokhlis H (2014) Fuzzy based controller for dynamic unified power flow controller to enhance power transfer capability. Energy Convers Manag 79:652–665CrossRef
Zurück zum Zitat Ahmels J, Horn M, Lietz F, Loges H, Lühn T, Schlömer G et al (2016) e‑home ehergy project 2020. Executive summary of the scientific project results. Cuvillier, Göttingen Ahmels J, Horn M, Lietz F, Loges H, Lühn T, Schlömer G et al (2016) e‑home ehergy project 2020. Executive summary of the scientific project results. Cuvillier, Göttingen
Zurück zum Zitat Andrews RW, Stein JS, Hansen C, Riley D (2014) Introduction to the open source PV LIB for python photovoltaic system. 40th IEEE Photovoltaic Specialist Conference (PVSC), Denver. Andrews RW, Stein JS, Hansen C, Riley D (2014) Introduction to the open source PV LIB for python photovoltaic system. 40th IEEE Photovoltaic Specialist Conference (PVSC), Denver.
Zurück zum Zitat v. Appen J, Stetz T, Idlbi B, Braun M (2014) Enabling high amounts of PV systems in low voltage grids using storage systems. 29th European Photovoltaic Solar Energy Conference and Exhibition, Amsterdam, pp 2380–2386 v. Appen J, Stetz T, Idlbi B, Braun M (2014) Enabling high amounts of PV systems in low voltage grids using storage systems. 29th European Photovoltaic Solar Energy Conference and Exhibition, Amsterdam, pp 2380–2386
Zurück zum Zitat Assem H, Bouchafa F, Bouzidi B, Hadj Arab A (2014) Searching for optimal energy charge of a battery in stand-alone photovoltaic systems: application of fuzzy logic controller. 29th European Photovoltaic Solar Energy Conference and Exhibition, Amsterdam, pp 3761–3764 Assem H, Bouchafa F, Bouzidi B, Hadj Arab A (2014) Searching for optimal energy charge of a battery in stand-alone photovoltaic systems: application of fuzzy logic controller. 29th European Photovoltaic Solar Energy Conference and Exhibition, Amsterdam, pp 3761–3764
Zurück zum Zitat Athari MH, Ardehali MM (2016) Operational performance of energy storage as function of electricity prices for on-grid hybrid renewable energy system by optimized fuzzy logic controller. Renew Energy 85:890–902CrossRef Athari MH, Ardehali MM (2016) Operational performance of energy storage as function of electricity prices for on-grid hybrid renewable energy system by optimized fuzzy logic controller. Renew Energy 85:890–902CrossRef
Zurück zum Zitat Bardt H, Chrischilles E, Growitsch C, Hagspiel S, Schaupp L (2014) Eigenerzeugung und Selbstverbrauch von Strom – Stand, Potentiale und Trends. Z Energiewirtsch 38(2):83–99CrossRef Bardt H, Chrischilles E, Growitsch C, Hagspiel S, Schaupp L (2014) Eigenerzeugung und Selbstverbrauch von Strom – Stand, Potentiale und Trends. Z Energiewirtsch 38(2):83–99CrossRef
Zurück zum Zitat Bergner J, Weniger J, Tjaden T, Quaschning V (2014) Feed-in power limitation of grid-connected PV battery systems with autonomous forecast-based operation strategies. 29th European Photovoltaic Solar Energy Conference and Exhibition, Amsterdam, pp 2363–2370 Bergner J, Weniger J, Tjaden T, Quaschning V (2014) Feed-in power limitation of grid-connected PV battery systems with autonomous forecast-based operation strategies. 29th European Photovoltaic Solar Energy Conference and Exhibition, Amsterdam, pp 2363–2370
Zurück zum Zitat Bilodeau A, Agbossou K (2006) Control analysis of renewable energy system with hydrogen storage for residential applications. J Power Sources 162(2):757–764CrossRef Bilodeau A, Agbossou K (2006) Control analysis of renewable energy system with hydrogen storage for residential applications. J Power Sources 162(2):757–764CrossRef
Zurück zum Zitat Bracke J, Tomaschek J, Brodecki L, Fahl U (2016) Techno-ökonomische Bewertung von Energie-Autarkie für die Energieversorgung von Einfamilienhäusern. Z Energiewirtsch 40(3):127–137CrossRef Bracke J, Tomaschek J, Brodecki L, Fahl U (2016) Techno-ökonomische Bewertung von Energie-Autarkie für die Energieversorgung von Einfamilienhäusern. Z Energiewirtsch 40(3):127–137CrossRef
Zurück zum Zitat Braun M, Büdenbender K, Magnor D, Jossen A (2009) Photovoltaic self-consumption in Germany – using lithium-ion storage to increase self-consumed photovoltaic energy. 24th PVSEC, Hamburg, pp 3121–3127 Braun M, Büdenbender K, Magnor D, Jossen A (2009) Photovoltaic self-consumption in Germany – using lithium-ion storage to increase self-consumed photovoltaic energy. 24th PVSEC, Hamburg, pp 3121–3127
Zurück zum Zitat Chiu C‑S (2010) T‑S fuzzy maximum power point tracking control of solar power generation systems. IEEE Trans Energy Convers 25(4):1123–1132CrossRef Chiu C‑S (2010) T‑S fuzzy maximum power point tracking control of solar power generation systems. IEEE Trans Energy Convers 25(4):1123–1132CrossRef
Zurück zum Zitat Colmenar-Santos A, Campíñez-Romero S, Pérez-Molina C, Castro-Gil M (2012) Profitability analysis of grid-connected photovoltaic facilities for household electricity self-sufficiency. Energy Policy 51:749–764CrossRef Colmenar-Santos A, Campíñez-Romero S, Pérez-Molina C, Castro-Gil M (2012) Profitability analysis of grid-connected photovoltaic facilities for household electricity self-sufficiency. Energy Policy 51:749–764CrossRef
Zurück zum Zitat Cordón O, Herrera F, Hofmann F, Magdalena L (2001) Genetic fuzzy systems. Evolutionary tuning and learning of fuzzy knowledge bases. World Scientific, Singapore (Advances in fuzzy systems, 19)CrossRefMATH Cordón O, Herrera F, Hofmann F, Magdalena L (2001) Genetic fuzzy systems. Evolutionary tuning and learning of fuzzy knowledge bases. World Scientific, Singapore (Advances in fuzzy systems, 19)CrossRefMATH
Zurück zum Zitat Darvishi A, Alimardani A, Abdi B (2011) Optimized fuzzy control algorithm in integration of energy storage in distribution grids. Energy Proced 12:951–957CrossRef Darvishi A, Alimardani A, Abdi B (2011) Optimized fuzzy control algorithm in integration of energy storage in distribution grids. Energy Proced 12:951–957CrossRef
Zurück zum Zitat Eiben AE, Smith JE (2015) Introduction to evolutionary computing, 2nd edn. Springer, Berlin (Natural Computing Series)CrossRefMATH Eiben AE, Smith JE (2015) Introduction to evolutionary computing, 2nd edn. Springer, Berlin (Natural Computing Series)CrossRefMATH
Zurück zum Zitat El-Shatter TF, Eskander MN, El-Hagry MT (2006) Energy flow and management of a hybrid wind/PV/fuel cell generation system. Energy Convers Manag 47(9–10):1264–1280CrossRef El-Shatter TF, Eskander MN, El-Hagry MT (2006) Energy flow and management of a hybrid wind/PV/fuel cell generation system. Energy Convers Manag 47(9–10):1264–1280CrossRef
Zurück zum Zitat German Solar Energy Society (2012) Planning and installing photovoltaic systems. A guide for installers, architects and engineers, 3rd edn. Earthscan, London German Solar Energy Society (2012) Planning and installing photovoltaic systems. A guide for installers, architects and engineers, 3rd edn. Earthscan, London
Zurück zum Zitat Hoffmann F (2001) Evolutionary algorithms for fuzzy control system design. Proc IEEE 89(9):1318–1333CrossRef Hoffmann F (2001) Evolutionary algorithms for fuzzy control system design. Proc IEEE 89(9):1318–1333CrossRef
Zurück zum Zitat Hoffmann F, Pfister G (1996) Learning of a fuzzy control rule base using messy genetic algorithms. In: Herrera F, Verdegay JL (eds) Genetic algorithms and soft computing. Physica-Verlag, Heidelberg, pp 279–305 Hoffmann F, Pfister G (1996) Learning of a fuzzy control rule base using messy genetic algorithms. In: Herrera F, Verdegay JL (eds) Genetic algorithms and soft computing. Physica-Verlag, Heidelberg, pp 279–305
Zurück zum Zitat Jahedi G, Ardehali MM (2011) Genetic algorithm-based fuzzy-PID control methodologies for enhancement of energy efficiency of a dynamic energy system. Energy Convers Manag 52(1):725–732CrossRef Jahedi G, Ardehali MM (2011) Genetic algorithm-based fuzzy-PID control methodologies for enhancement of energy efficiency of a dynamic energy system. Energy Convers Manag 52(1):725–732CrossRef
Zurück zum Zitat Karr C (1991a) Applying genetics to fuzzy logic. AI Expert 6(3):38–43 Karr C (1991a) Applying genetics to fuzzy logic. AI Expert 6(3):38–43
Zurück zum Zitat Karr C (1991b) Design of an adaptive fuzzy logic controller using a genetic algorithm. Proc. Fourth International Conference on Genetic Algorithms (ICGA 91), San Diego, pp 450–456 Karr C (1991b) Design of an adaptive fuzzy logic controller using a genetic algorithm. Proc. Fourth International Conference on Genetic Algorithms (ICGA 91), San Diego, pp 450–456
Zurück zum Zitat Karr C (1991c) Genetic algorithms for fuzzy controllers. AI Expert 6(2):26–33MathSciNet Karr C (1991c) Genetic algorithms for fuzzy controllers. AI Expert 6(2):26–33MathSciNet
Zurück zum Zitat Kondziella H, Brod K, Bruckner T, Olbert S, Mes F (2013) Stromspeicher für die “Energiewende” – eine akteursbasierte Analyse der zusätzlichen Speicherkosten. Z Energiewirtsch 37(4):249–260CrossRef Kondziella H, Brod K, Bruckner T, Olbert S, Mes F (2013) Stromspeicher für die “Energiewende” – eine akteursbasierte Analyse der zusätzlichen Speicherkosten. Z Energiewirtsch 37(4):249–260CrossRef
Zurück zum Zitat Kottas TL, Boutalis YS, Karlis AD (2006) New maximum power point tracker for PV arrays using fuzzy controller in close cooperation with fuzzy cognitive networks. IEEE Trans Energy Convers 21(3):793–803CrossRef Kottas TL, Boutalis YS, Karlis AD (2006) New maximum power point tracker for PV arrays using fuzzy controller in close cooperation with fuzzy cognitive networks. IEEE Trans Energy Convers 21(3):793–803CrossRef
Zurück zum Zitat Kumar A, Vempati AS, Behera L (2013) T‑S fuzzy model based maximum power point tracking control of photovoltaic system. IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), Hyderabad, pp 1–8 Kumar A, Vempati AS, Behera L (2013) T‑S fuzzy model based maximum power point tracking control of photovoltaic system. IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), Hyderabad, pp 1–8
Zurück zum Zitat Lalouni S, Rekioua D, Rekioua T, Matagne E (2009) Fuzzy logic control of stand-alone photovoltaic system with battery storage. J Power Sources 193(2):899–907CrossRef Lalouni S, Rekioua D, Rekioua T, Matagne E (2009) Fuzzy logic control of stand-alone photovoltaic system with battery storage. J Power Sources 193(2):899–907CrossRef
Zurück zum Zitat Lee, M. A. (1994): Automatic design and adaptation of fuzzy systems and genetic algorithms using soft computing techniques. Dissertation. University of California at Davis, Davis. Lee, M. A. (1994): Automatic design and adaptation of fuzzy systems and genetic algorithms using soft computing techniques. Dissertation. University of California at Davis, Davis.
Zurück zum Zitat Letting LK, Munda JL, Hamam Y (2012) Optimization of a fuzzy logic controller for PV grid inverter control using S‑function based PSO. Sol Energy 86(6):1689–1700CrossRef Letting LK, Munda JL, Hamam Y (2012) Optimization of a fuzzy logic controller for PV grid inverter control using S‑function based PSO. Sol Energy 86(6):1689–1700CrossRef
Zurück zum Zitat Li X, Li Y, Han X, Hui D (2011) Application of fuzzy wavelet transform to smooth wind/PV hybrid power system output with battery energy storage system. Energy Proced 12:994–1001CrossRef Li X, Li Y, Han X, Hui D (2011) Application of fuzzy wavelet transform to smooth wind/PV hybrid power system output with battery energy storage system. Energy Proced 12:994–1001CrossRef
Zurück zum Zitat Lödl M, Witzmann R, Metzger M (2011) Operation strategies of energy storages with forecast methods in low-voltage grids with a high degree of decentralized generation. IEEE Electrcial Power and Energy Conference, Winnipeg, pp 52–56 Lödl M, Witzmann R, Metzger M (2011) Operation strategies of energy storages with forecast methods in low-voltage grids with a high degree of decentralized generation. IEEE Electrcial Power and Energy Conference, Winnipeg, pp 52–56
Zurück zum Zitat Lühn T, Schlömer G, Schmidtmann G, Lehde B, Schmiesing J, Hofmann L, Geldermann J (2014) Multi-criteria analysis of grid expansion concepts on the low voltage level. Z Energiewirtsch 38(3):183–200CrossRef Lühn T, Schlömer G, Schmidtmann G, Lehde B, Schmiesing J, Hofmann L, Geldermann J (2014) Multi-criteria analysis of grid expansion concepts on the low voltage level. Z Energiewirtsch 38(3):183–200CrossRef
Zurück zum Zitat Magdalena L, Monasterio-Huelin F (1997) A fuzzy logic controller with learning through the evolution of its knowledge base. Int J Approx Reason 16(3–4):335–358CrossRefMATH Magdalena L, Monasterio-Huelin F (1997) A fuzzy logic controller with learning through the evolution of its knowledge base. Int J Approx Reason 16(3–4):335–358CrossRefMATH
Zurück zum Zitat Malla SG, Bhende CN (2014) Enhanced operation of stand-alone “Photovoltaic-Diesel Generator-Battery” system. Electr Power Syst Res 107:250–257CrossRef Malla SG, Bhende CN (2014) Enhanced operation of stand-alone “Photovoltaic-Diesel Generator-Battery” system. Electr Power Syst Res 107:250–257CrossRef
Zurück zum Zitat Na MG (1998) Design of a genetic fuzzy controller for the nuclear steam generator water level control. IEEE Trans Nucl Sci 45(4):2261–2271MathSciNetCrossRef Na MG (1998) Design of a genetic fuzzy controller for the nuclear steam generator water level control. IEEE Trans Nucl Sci 45(4):2261–2271MathSciNetCrossRef
Zurück zum Zitat Manjili YS, Rajaee A, Mohammed J, Kelly BT (2012) Fuzzy control of electricity storage unit for energy management of micro-grids. IEEE World Automation Congress, Puerto Vallarta, pp 1–6 Manjili YS, Rajaee A, Mohammed J, Kelly BT (2012) Fuzzy control of electricity storage unit for energy management of micro-grids. IEEE World Automation Congress, Puerto Vallarta, pp 1–6
Zurück zum Zitat Matthiss B, Stellbogen D, Eberspächer M, Binder J (2015) Curtailed energy of PV systems – dependency on grid loading limit, orientation and local energy demand. 31st European Photovoltaic Solar Energy Conference and Exhibition, Hamburg, pp 2303–2306 Matthiss B, Stellbogen D, Eberspächer M, Binder J (2015) Curtailed energy of PV systems – dependency on grid loading limit, orientation and local energy demand. 31st European Photovoltaic Solar Energy Conference and Exhibition, Hamburg, pp 2303–2306
Zurück zum Zitat Messai A, Mellit A, Guessoum A, Kalogirou SA (2011) Maximum power point tracking using a GA optimized fuzzy logic controller and its FPGA implementation. Sol Energy 85(2):265–277CrossRef Messai A, Mellit A, Guessoum A, Kalogirou SA (2011) Maximum power point tracking using a GA optimized fuzzy logic controller and its FPGA implementation. Sol Energy 85(2):265–277CrossRef
Zurück zum Zitat de Mey G, Simoens H (1981) Coupling between a photovoltaic panel and the power grid with battery storage. Electr Power Syst Res 4(4):283–288CrossRef de Mey G, Simoens H (1981) Coupling between a photovoltaic panel and the power grid with battery storage. Electr Power Syst Res 4(4):283–288CrossRef
Zurück zum Zitat Moshövel J, Kairies K‑P, Magnor D, Leuthold M, Bost M, Gährs S et al (2015) Analysis of the maximal possible grid relief from PV-peak-power impacts by using storage systems for increased self-consumption. Appl Energy 137:567–575CrossRef Moshövel J, Kairies K‑P, Magnor D, Leuthold M, Bost M, Gährs S et al (2015) Analysis of the maximal possible grid relief from PV-peak-power impacts by using storage systems for increased self-consumption. Appl Energy 137:567–575CrossRef
Zurück zum Zitat Mulder G, Six D, Claessens B, Broes T, Omar N, van Mierlo J (2013) The dimensioning of PV-battery systems depending on the incentive and selling price conditions. Appl Energy 111:1126–1135CrossRef Mulder G, Six D, Claessens B, Broes T, Omar N, van Mierlo J (2013) The dimensioning of PV-battery systems depending on the incentive and selling price conditions. Appl Energy 111:1126–1135CrossRef
Zurück zum Zitat Park D, Kandel A, Langholz G (1994) Genetic-based new fuzzy reasoning models with application to fuzzy control. IEEE Trans Syst Man Cybern 24(1):39–47CrossRefMATH Park D, Kandel A, Langholz G (1994) Genetic-based new fuzzy reasoning models with application to fuzzy control. IEEE Trans Syst Man Cybern 24(1):39–47CrossRefMATH
Zurück zum Zitat Ranaweera I, Midtgård O‑M (2016) Optimization of operational cost for a grid-supporting PV system with battery storage. Renew Energy 88:262–272CrossRef Ranaweera I, Midtgård O‑M (2016) Optimization of operational cost for a grid-supporting PV system with battery storage. Renew Energy 88:262–272CrossRef
Zurück zum Zitat Safari S, Ardehali MM, Sirizi MJ (2013) Particle swarm optimization based fuzzy logic controller for autonomous green power energy system with hydrogen storage. Energy Convers Manag 65:41–49CrossRef Safari S, Ardehali MM, Sirizi MJ (2013) Particle swarm optimization based fuzzy logic controller for autonomous green power energy system with hydrogen storage. Energy Convers Manag 65:41–49CrossRef
Zurück zum Zitat Schneider M, Boras P, Schaede H, Quurck L, Rinderknecht S (2014) Effects of operational strategies on performance and costs of electric energy storage systems. Energy Proced 46:271–280CrossRef Schneider M, Boras P, Schaede H, Quurck L, Rinderknecht S (2014) Effects of operational strategies on performance and costs of electric energy storage systems. Energy Proced 46:271–280CrossRef
Zurück zum Zitat Shaw IS (1998) Fuzzy control of industrial systems. Theory and applications. Springer, Boston (The Springer International Series in Engineering and Computer Science, 457)MATH Shaw IS (1998) Fuzzy control of industrial systems. Theory and applications. Springer, Boston (The Springer International Series in Engineering and Computer Science, 457)MATH
Zurück zum Zitat Vigneysh T, Kumarappan N (2016) Autonomous operation and control of photovoltaic/solid oxide fuel cell/battery energy storage based microgrid using fuzzy logic controller. Int J Hydrogen Energy 41(3):1877–1891CrossRef Vigneysh T, Kumarappan N (2016) Autonomous operation and control of photovoltaic/solid oxide fuel cell/battery energy storage based microgrid using fuzzy logic controller. Int J Hydrogen Energy 41(3):1877–1891CrossRef
Zurück zum Zitat Weniger J, Bergner J, Tjaden T, Quaschning V (2014b) Importance of forecast-based operating strategies for the grid integration of photovoltaic storage systems. 29. Symposium Photovoltaische Solarenergie, Bad Staffelstein. pp 1–17 Weniger J, Bergner J, Tjaden T, Quaschning V (2014b) Importance of forecast-based operating strategies for the grid integration of photovoltaic storage systems. 29. Symposium Photovoltaische Solarenergie, Bad Staffelstein. pp 1–17
Zurück zum Zitat Weniger J, Tjaden T, Quaschning V (2014c) Sizing of residential PV battery systems. Energy Proced 46:78–87CrossRef Weniger J, Tjaden T, Quaschning V (2014c) Sizing of residential PV battery systems. Energy Proced 46:78–87CrossRef
Zurück zum Zitat Williams C, Binder J, Danzer M, Sehnke F, Felder M (2013) Battery charge control schemes for increased grid compatibility of decentralized PV systems. 28th European Photovoltaic Solar Energy Conference and Exhibition, Paris, pp 3751–3756 Williams C, Binder J, Danzer M, Sehnke F, Felder M (2013) Battery charge control schemes for increased grid compatibility of decentralized PV systems. 28th European Photovoltaic Solar Energy Conference and Exhibition, Paris, pp 3751–3756
Zurück zum Zitat Zeh A, Witzmann R (2014) Operational strategies for battery storage systems in low-voltage distribution grids to limit the feed-in power of roof-mounted solar power systems. Energy Proced 46:114–123CrossRef Zeh A, Witzmann R (2014) Operational strategies for battery storage systems in low-voltage distribution grids to limit the feed-in power of roof-mounted solar power systems. Energy Proced 46:114–123CrossRef
Zurück zum Zitat Zimmermann H‑J (2001) Fuzzy set theory – and its applications, 4th edn. Kluwer, BostonCrossRef Zimmermann H‑J (2001) Fuzzy set theory – and its applications, 4th edn. Kluwer, BostonCrossRef
Metadaten
Titel
Operating Strategies for Battery Storage Systems in Low-Voltage Grids to Limit the Feed-In Power of Solar Power Systems Using Fuzzy Control
verfasst von
Tobias Lühn
Jutta Geldermann
Publikationsdatum
02.05.2017
Verlag
Springer Fachmedien Wiesbaden
Erschienen in
Zeitschrift für Energiewirtschaft / Ausgabe 3/2017
Print ISSN: 0343-5377
Elektronische ISSN: 1866-2765
DOI
https://doi.org/10.1007/s12398-017-0198-7

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