Leon Mohring , Wilhelm Jaspers , Arno Schmetz , David Roth , Nils Christian Hamacher , Achim Kampker
{"title":"Digital Battery Cell Manufacturing Systems: Approaching a scalable and versatile IT Architecture Design","authors":"Leon Mohring , Wilhelm Jaspers , Arno Schmetz , David Roth , Nils Christian Hamacher , Achim Kampker","doi":"10.1016/j.procir.2024.10.119","DOIUrl":null,"url":null,"abstract":"<div><div>The transition from a fossil-fuel powered economy towards decentralized renewable energy sources and electric mobility creates a global demand for battery cells. As cell manufacturers ramp up production capacity, they are facing the challenge of scaling their IT systems in pace with the growing demand. Innovations such as new cell types and enhanced production technology as well as incorporating ever-evolving data-driven methods, e.g., Artificial intelligence, require a versatile IT architecture, capable of adapting. In the light of these challenges, this paper introduces a methodology aimed at building an IT architecture tailored to the requirements of a given battery cell manufacturing use case. It provides different approaches with respect to several dimensions, considering among others the requirements of shopfloor connectivity, data acquisition and storage strategies, as well as IT systems integration design. Further covered requirements deal with computational capacities close to the shopfloor, real-time aspects, data ingestion and integration, and dynamic resource allocation. This paper presents the application of the methodology to a multi-site high-scale production at Fraunhofer FFB, describing the resulting IT architecture. The factories combined will host four manufacturing lines producing a GWh-scale battery cell output per year. To sustain the workload on the FFB IT architecture incurred by this throughput, the design of the IT architecture pivots away from a strictly hierarchical structure, bringing critical systems and databases closer to the shopfloor. This and other design choices have been made based on the developed methodology. Overall, the presented methodology and the derived FFB IT architecture show a path towards building a battery cell production IT architecture capable of scaling and rapidly adapting to new technologies.</div></div>","PeriodicalId":20535,"journal":{"name":"Procedia CIRP","volume":"130 ","pages":"Pages 492-497"},"PeriodicalIF":0.0000,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Procedia CIRP","FirstCategoryId":"1085","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S2212827124012769","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
The transition from a fossil-fuel powered economy towards decentralized renewable energy sources and electric mobility creates a global demand for battery cells. As cell manufacturers ramp up production capacity, they are facing the challenge of scaling their IT systems in pace with the growing demand. Innovations such as new cell types and enhanced production technology as well as incorporating ever-evolving data-driven methods, e.g., Artificial intelligence, require a versatile IT architecture, capable of adapting. In the light of these challenges, this paper introduces a methodology aimed at building an IT architecture tailored to the requirements of a given battery cell manufacturing use case. It provides different approaches with respect to several dimensions, considering among others the requirements of shopfloor connectivity, data acquisition and storage strategies, as well as IT systems integration design. Further covered requirements deal with computational capacities close to the shopfloor, real-time aspects, data ingestion and integration, and dynamic resource allocation. This paper presents the application of the methodology to a multi-site high-scale production at Fraunhofer FFB, describing the resulting IT architecture. The factories combined will host four manufacturing lines producing a GWh-scale battery cell output per year. To sustain the workload on the FFB IT architecture incurred by this throughput, the design of the IT architecture pivots away from a strictly hierarchical structure, bringing critical systems and databases closer to the shopfloor. This and other design choices have been made based on the developed methodology. Overall, the presented methodology and the derived FFB IT architecture show a path towards building a battery cell production IT architecture capable of scaling and rapidly adapting to new technologies.
从化石燃料驱动的经济向分散式可再生能源和电动汽车的过渡,创造了对电池的全球需求。随着电池制造商提高产能,他们正面临着如何扩展其 IT 系统以满足日益增长的需求的挑战。新型电池和增强型生产技术等创新,以及不断发展的数据驱动方法(如人工智能),都需要一个能够适应的多功能 IT 架构。考虑到这些挑战,本文介绍了一种方法,旨在根据特定电池制造用例的要求建立一个 IT 架构。它从多个方面提供了不同的方法,主要考虑了车间连接、数据采集和存储策略以及 IT 系统集成设计等方面的要求。此外,该方法还涉及车间附近的计算能力、实时性、数据采集和集成以及动态资源分配等方面的要求。本文介绍了该方法在弗劳恩霍夫 FFB 公司多站点大规模生产中的应用,并描述了由此产生的 IT 架构。这些工厂将拥有四条生产线,每年生产 GWh 规模的电池片。为了承受这种产量给 FFB IT 架构带来的工作量,IT 架构的设计不再采用严格的分级结构,而是将关键系统和数据库更靠近车间。这一设计选择和其他设计选择都是根据所开发的方法做出的。总之,所介绍的方法和衍生的 FFB IT 架构为建立一个能够扩展和快速适应新技术的电池生产 IT 架构指明了道路。