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Hybrid Simulation of Intelligent Energy Systems

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    • ACOOWEE – Activity Oriented Programming of Wireless Sensor Networks
    • ALF: Autonomous Localization Framework
    • Analysis Methods for Non-Markovian Models
    • A⁵: Development Method for Driver Assistance Systems based on a Domain-Specific Language
    • BioNeting – Bio-inspired Networking
    • CoCar – Cooperative Cars
    • Concurrency in timed usage models for system testing in the automotive domain
    • Data Quality and the Control of Automotive Manufacturing
    • Decentralized organization of future energy systems based on the combination of blockchains and the cellular concept
    • Dienstgütegarantien für Ethernet in der industriellen Kommunikation
    • e-NUE: Co-Simulation of Electrified and Connected Vehicles
    • Energy System Analysis
    • Formal verification and validation of test methods for complex vehicle safety systems in virtual environments
    • GeTTeMo – Systematische Generierung von Testszenarien aus benutzungsorientierten Testmodellen
    • HISTORY – HIgh Speed neTwork mOnitoRing and analYsis
    • Hybrid Simulation of Intelligent Energy Systems
    • Integrated Modeling Platforms for Computer Infrastructures
    • MaTeLo (Markov Test Logic)
    • Mo.S.I.S. (Modular Software Engineering for Interoperative Systems)
    • Model support in design, test, and monitoring of image system architectures
    • Modeling of External and Internal Impact Factors on the Performance of Wireless Local Area Networks
    • monk-it – Efficient distributed monitoring, attack detection, and event correlation
    • p2p4wsn – Efficient Data Management in Mobile Sensor Networks using Peer-to-Peer Technologies
    • Pal-Grid: A Comprehensive Simulation Framework for the Palestinian Power Grid
    • Privacy in Vehicular Networks
    • ProHTA: Prospective Assessment of Healthcare Technologies
    • Q.E.D. (QoS Enhanced Development Using UML2.0 and TTCN-3)
    • Quality of Service of Networked Embedded Systems
    • Requirements oriented testing with Markov chain usage models in the automotive domain
    • ROSES – Robot Assisted Sensor Networks
    • Secure intelligent Mobility – Testarea Germany
    • Security and Quality of Service and Aspects in ZigBee-based Wireless Communication
    • Self-organization of SN-MRS systems
    • Sensitivity Analysis of Queueing Networks
    • SkyNet – Communicating Paragliders
    • Smart Grid Services
    • Smart Grid Solar
    • Software-in-the-Loop Simulation and Testing of Highly Dependable Distributed Automotive Applications
    • Support for inter-domain routing and data replication in virtual coordinate based networks
    • SWARM (Storage With Amply Redundant Megawatt)
    • Telematics Services in Hybrid Networks
    • Transmission of Safety-Relevant Sensor Data in Intra-Car Communication Systems
    • Veins 1.0 – Vehicles in Network Simulation
    • Web Cluster Laboratory
    • WinPEPSY-QNS – Performance Evaluation and Prediction System for Queueing Networks

Hybrid Simulation of Intelligent Energy Systems

Project Description

Development of the simulation framework i7-AnyEnergy for networked smart energy systems. For this framework methods such as discrete event simulation (e.g. for demand, weather and control models) and System Dynamics models (e.g. for energy and cost flows) are combined in one simulation model. It provides pre-built components from which more complex energy system models can be constructed in a flexible way. From the basic components for the energy demand (electrical and thermal), for energy conversion (e.g. gas heating, combined heat and power with fuel cells), for renewable energy (photovoltaics), for energy storage (batteries, chemical storages), as well as for the control, house models can be constructed and coupled to larger systems with a common weather model and communication Network.

Project Period

    2011-10-01 – 2016-12-31

Project Leader

    Reinhard German

Project Members

    Peter Bazan

Sponsored by

    Bayerische Staatsministerien

Related Publications

  • Bazan P.:
    Hybrid Simulation of Smart Energy Systems (Dissertation, 2017)
    BibTeX: Download
  • Bazan P., Steber D., German R.:
    Hybrid simulation and energy market based optimization of cement plants
    In: Computer Science - Research and Development (2016), p. 1-13
    ISSN: 1865-2034
    DOI: 10.1007/s00450-016-0305-8
    BibTeX: Download
  • Bazan P., Pruckner M., Steber D., German R.:
    Hierarchical Simulation of the German Energy System and Houses with PV and Storage Systems
    4th D-A-CH Energieinformatik Conference (Karlsruhe, 2015-11-12 - 2015-11-13)
    In: Sebastian Gottwalt, Lukas König, Hartmut Schmeck (ed.): Energy Informatics - 4th D-A-CH Conference, EI 2015, Karlsruhe, Germany, November 12-13, 2015, Proceedings, Switzerland: 2015
    DOI: 10.1007/978-3-319-25876-8_2
    BibTeX: Download
  • Bazan P., German R.:
    Hybrid Simulation Framework for Renewable Energy Generation and Storage Grids
    FGENET 2014 : International Workshop on Demand Modeling and Quantitative Analysis of Future Generation Energy Networks and Energy Efficient Systems (Bamberg, 2014-03-19 - 2014-03-19)
    In: Kai Fischbach, Marcel Großmann, Udo R. Krieger, Thorsten Staake (ed.): MMB & DFT 2014 : Proceedings of the International Workshops ; Modeling, Analysis and Management of Social Networks and their Applications (SOCNET 2014) & Demand Modeling and Quantitative Analysis of Future Generation Energy Networks and Energy-Efficient Systems (FGENET 2014), Bamberg: 2014
    Open Access: https://opus4.kobv.de/opus4-bamberg/frontdoor/index/index/docId/6486
    BibTeX: Download
  • Bazan P., German R.:
    Hybrid Simulation of Renewable Energy Generation and Storage Grids
    WSC 2012 - Winter Simulation Conference (Berlin, 2012-12-09 - 2012-12-12)
    In: C. Laroque, J. Himmelspach, R. Pasupathy, O. Rose, and A.M. Uhrmacher (ed.): Proceedings of the 2012 Winter Simulation Conference, Piscataway, NJ, USA: 2012
    DOI: 10.1109/WSC.2012.6465134
    BibTeX: Download
  • Bazan P., Luchscheider P., German R.:
    Rapid Modeling and Simulation of Hybrid Energy Networks
    In: Proceedings of the 2015 SmartER Europe Conference, Essen, Germany: 2015
    BibTeX: Download
  • Bazan P., German R.:
    Hybride Simulation eines Hauses mit Photovoltaikanlage und Batteriespeicher
    28. Symposium Photovoltaische Solarenergie (PVSE 2013) (Bad Staffelstein, 2013-03-06 - 2013-03-08)
    In: 28. Symposium Photovoltaische Solarenergie (PVSE 2013) 2013
    BibTeX: Download
  • Djanatliev A., Bazan P., German R.:
    Partial Paradigm Hiding and Reusability in Hybrid Simulation Modeling Using the Frameworks HealthDS and i7-AnyEnergy
    WSC 2014 - Winter Simulation Conference (Savannah, GA, 2014-12-07 - 2014-12-10)
    In: A. Tolk, S. Y. Diallo, I. O. Ryzhov, L. Yilmaz, S. Buckley, and J. A. Miller (ed.): Proceedings of the 2014 Winter Simulation Conference, Piscataway, NJ, USA: 2014
    DOI: 10.1109/WSC.2014.7020022
    URL: http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=7020022&tag=1
    BibTeX: Download
  • Steber D., Bazan P., German R.:
    SWARM - Increasing Households’ Internal PV Consumption and Offering Primary Control Power with Distributed Batteries
    4th D-A-CH Conference, Energieinformatik 2015 (Karlsruhe, 2015-11-12 - 2015-11-13)
    In: Sebastian Gottwalt, Lukas König, Hartmut Schmeck (ed.): Energy Informatics - 4th D-A-CH Conference, EI 2015, Karlsruhe, Germany, November 12-13, 2015, Proceedings, Karlsruhe, Germany: 2015
    DOI: 10.1007/978-3-319-25876-8_1
    BibTeX: Download
  • Pruckner M., Bazan P., German R.:
    Towards a simulation model of the Bavarian electrical energy system
    INFORMATIK 2012 (Braunschweig)
    In: INFORMATIK 2012, Smart Grid Wshp. 2012
    URL: http://www.informatik2012.de/599.html
    BibTeX: Download
  • Steber D., Bazan P., German R.:
    SWARM – Primärregelleistungserbringung mit verteilten Batteriespeichern in Haushalten
    14. Symposium Energieinnovation 2016 (Graz, 2016-02-10 - 2016-02-12)
    BibTeX: Download
  • Luchscheider P., Bazan P., German R.:
    Zeitlich hochaufgelöste Simulation von Solarstrahlung zur Bewertung von Smart Grids
    29. Symposium Photovoltaische Solarenergie (PVSE 2014) (Bad Staffelstein, 2014-03-12 - 2014-03-14)
    In: 29. Symposium Photovoltaische Solarenergie (PVSE 2014), Bad Staffelstein, Germany: 2014
    BibTeX: Download
  • Awad A., Bazan P., German R.:
    Optimized Operation of PV/T and Micro-CHP Hybrid Power Systems
    In: Technology and Economics of Smart Grids and Sustainable Energy (2016), p. 1-14
    ISSN: 2199-4706
    DOI: 10.1007/s40866-016-0004-3
    BibTeX: Download
  • Awad A., Bazan P., German R.:
    A Short Tutorial On Using SGsim Framework For Smart Grid Applications
    10th EAI International Conference on Performance Evaluation Methodologies and Tools (ValueTools 2016) (Taormina, 2016-10-25 - 2016-10-28)
    In: 10th EAI International Conference on Performance Evaluation Methodologies and Tools (ValueTools 2016), Taormina, Italy: 2016
    DOI: 10.4108/eai.25-10-2016.2267055
    BibTeX: Download
  • Awad A., Bazan P., Kassem R., German R.:
    Co-Simulation-Based Evaluation of Volt-VAR Control
    2016 IEEE PES Innovative Smart Grid Technologies Conference Europe (ISGT-Europe) (Ljubljana, 2016-10-09 - 2016-10-12)
    In: 2016 IEEE PES Innovative Smart Grid Technologies Conference Europe (ISGT-Europe) 2016
    DOI: 10.1109/ISGTEurope.2016.7856271
    BibTeX: Download
  • Awad A., Bazan P., German R.:
    SGsim: Co-Simulation Framework for ICT-Enabled Power Distribution Grids
    18th International GI/ITG Conference on Measurment, Modelling and Evaluation of Computing Systems and Dependability and Fault-Tolerance (MMB & DFT 2016) (Münster, 2016-04-04 - 2016-04-06)
    In: Remke A., Haverkort B.R. (ed.): Measurement, Modelling and Evaluation of Dependable Computer and Communication Systems. MMB&DFT 2016. Lecture Notes in Computer Science, vol 9629., Cham: 2016
    DOI: 10.1007/978-3-319-31559-1_2
    BibTeX: Download
  • Awad A., Bazan P., German R.:
    Privacy Aware Demand Response and Smart Metering
    In: Proceedings of the IEEE 81st Vehicular Technology Conference: VTC2015-Spring, First International Workshop on Integrating Communications, Control, Computing Technologies for Smart Grid (ICT4SG), Glasgow, Scotland: 2015
    DOI: 10.1109/VTCSpring.2015.7146032
    BibTeX: Download
  • Awad A., Pruckner M., Bazan P., German R.:
    On the Profit Enhancement and State Estimation Services in the Smart Grid
    ISGT 2014 (Washington DC/USA, 2014-02-19 - 2014-02-22)
    In: Proceedings of the IEEE PES Innovative Smart Grid Technologies Conference 2014
    DOI: 10.1109/ISGT.2014.6816442
    BibTeX: Download
  • Awad A., Bazan P., German R.:
    SGsim: a Simulation Framework for Smart Grid Applications
    ENERGYCON 2014 (Dubrovnik, 2014-05-13 - 2014-05-16)
    In: ENERGYCON 2014: IEEE International Energy Conference 2014
    DOI: 10.1109/ENERGYCON.2014.6850507
    BibTeX: Download
  • Awad A., Bazan P., German R.:
    Profit Enhancement Through Optimized Operation of Photovoltaic Systems with Elastic Demand
    IEEE PES Asia-Pacific Power and Energy Engineering Conference 2013 (Kowloon, 2013-12-08 - 2013-12-11)
    In: IEEE PES Asia-Pacific Power and Energy Engineering Conference 2013 2013
    DOI: 10.1109/APPEEC.2013.6837147
    BibTeX: Download
  • Awad A., Bazan P., German R.:
    Exploiting Day-Ahead Electricity Price for Maximized Profit of Photovoltaic Systems
    IEEE International Conference on Smart Grid Technology, Economics and Policies (SG-TEP 2012) (Nürnberg, 2012-12-03 - 2012-12-04)
    In: 2012 International Conference on Smart Grid Technology, Economics and Policies (SG-TEP), Piscataway, NJ, USA: 2012
    DOI: 10.1109/SG-TEP.2012.6642376
    BibTeX: Download
  • Awad A., Bazan P., German R.:
    Abstract-Based Methodology for Modeling and Simulation of Smart Grid Components
    EMS 2012 - UKSim/AMSS 6th European Modelling Symposium (Valetta, 2012-11-14 - 2012-11-16)
    In: EMS 2012 - UKSim/AMSS 6th European Symposium on Computer Modeling and Simulation 2012
    DOI: 10.1109/EMS.2012.21
    BibTeX: Download
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