Computer Science Department, Technical University of Cluj-Napoca; Memorandumului 28, 400114 Cluj-Napoca, Romania.
R&D Department, Engineering and Ingegneria Informatica S.p.A., Via San Martino della Battaglia 56, 00185 Rome, Italy.
Sensors (Basel). 2019 Oct 28;19(21):4688. doi: 10.3390/s19214688.
Nowadays, centralized energy grid systems are transitioning towards more decentralized systems driven by the need for efficient local integration of new deployed small scale renewable energy sources. The high limits for accessing the energy markets and also for the delivery of ancillary services act as a barrier for small scale prosumers participation forcing the implementation of new cooperative business models at the local level. This paper is proposing a fog computing infrastructure for the local management of energy systems and the creation of coalitions of prosumers able to provide ancillary services to the grid. It features an edge devices layer for energy monitoring of individual prosumers, a fog layer providing Information and Communication Technologies (ICT) techniques for managing local energy systems by implementing cooperative models, and a cloud layer where the service specific technical requirements are defined. On top, a model has been defined allowing the dynamical construction of coalitions of prosumers as Virtual Power Plants at the fog layer for the provisioning of frequency restoration reserve services while considering both the prosumers' local constraints and the service ones as well as the constituents' profit maximization. Simulation results show our solution effectiveness in selecting the optimal coalition of prosumers to reliably deliver the service meeting the technical constraints while featuring a low time and computation overhead being feasible to be run closer to the edge.
如今,能源集中式电网系统正朝着更加分散的系统发展,这是由高效整合新部署的小规模可再生能源的本地集成需求所驱动的。进入能源市场的高门槛以及提供辅助服务的高要求,成为了小规模生产者参与的障碍,迫使在本地层面实施新的合作商业模式。本文提出了一种雾计算基础设施,用于本地管理能源系统,并创建能够向电网提供辅助服务的生产者联盟。它具有一个用于个体生产者能源监测的边缘设备层、一个雾层,通过实施合作模式提供信息和通信技术 (ICT) 技术来管理本地能源系统,以及一个云层,在该层中定义了特定于服务的技术要求。在此基础上,定义了一种模型,允许在雾层动态构建生产者联盟作为虚拟发电厂,以提供频率恢复储备服务,同时考虑到生产者的本地约束和服务约束以及组成部分的利润最大化。仿真结果表明,我们的解决方案在选择最佳的生产者联盟以可靠地提供满足技术约束的服务方面是有效的,同时具有低的时间和计算开销,并且更接近边缘运行,具有可行性。