Author:
Holly Stefanie,Nieße Astrid,Tröschel Martin,Hammer Lasse,Franzius Christoph,Dmitriyev Viktor,Dorfner Johannes,Veith Eric MSP,Harnischmacher Christine,Greve Maike,Masuch Kristin,Kolbe Lutz,Wulff Boris,Kretz Julian
Abstract
Abstract
Unlocking and managing flexibility is an important contribution to the integration of renewable energy and an efficient and resilient operation of the power system. In this paper, we discuss how the potential of a fleet of battery-electric transportation vehicles can be used to provide frequency containment reserve. To this end, we first examine the use case in detail and then present the system designed to meet this challenge. We give an overview of the tasks and individual sub-components, consisting of (a) an artificial neural network to predict the availability of Automated Guided Vehicles (AGVs) day-ahead, (b) a heuristic approach to compute marketable flexibility, (c) a simulation to check the plausibility of flexibility schedules, (d) a multi-agent system to continuously monitor and control the AGVs and (e) the integration of fleet flexibility into a virtual power plant. We also present our approach to the economic analysis of this provision of a system-critical service in a logistical context characterised by high uncertainty and variability.
Publisher
Springer Science and Business Media LLC
Reference30 articles.
1. Abiodun, OI, Jantan A, Omolara AE, Dada KV, Mohamed NAE, Arshad H (2018) State-of-the-art in artificial neural network applications: A survey. Heliyon 4(11):e00938.
2. Barré, A, Deguilhem B, Grolleau S, Gérard M, Suard F, Riu D (2013) A review on lithium-ion battery ageing mechanisms and estimations for automotive applications. J Power Sources 241:680–689.
3. Bishop, JDK, Axon CJ, Bonilla D, Tran M, Banister D, McCulloch MD (2013) Evaluating the impact of V2G services on the degradation of batteries in PHEV and EV. Appl Energy 111:206–218.
4. Bundesverband der Energie- und Wasserwirtschaft (BDEW) (2013) BDEW-Roadmap - Realistische Schritte zur Umsetzung von Smart Grids in Deutschland (German only), Technical report.
https://www.bdew.de/media/documents/Pub_20130211_Roadmap-Smart-Grids.pdf
. Accessed 14 Aug 2020.
5. de Heer, H (2015) Universal Smart Energy Framework (USEF) position paper: The Independent Aggregator. USEF Foundation.
https://www.usef.energy/app/uploads/2016/12/USEF_IndependentAggregator.pdf
. Accessed 14 Aug 2020.
Cited by
13 articles.
订阅此论文施引文献
订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献