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Context- and Template-Based Compression for Efficient Management of Data Models in Resource-Constrained Systems

机译:基于上下文和模板的压缩,可在资源受限的系统中高效管理数据模型

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The Cyber Physical Systems (CPS) paradigm is based on the deployment of interconnected heterogeneous devices and systems, so interoperability is at the heart of any CPS architecture design. In this sense, the adoption of standard and generic data formats for data representation and communication, e.g., XML or JSON, effectively addresses the interoperability problem among heterogeneous systems. Nevertheless, the verbosity of those standard data formats usually demands system resources that might suppose an overload for the resource-constrained devices that are typically deployed in CPS. In this work we present Context- and Template-based Compression (CTC), a data compression approach targeted to resource-constrained devices, which allows reducing the resources needed to transmit, store and process data models. Additionally, we provide a benchmark evaluation and comparison with current implementations of the Efficient XML Interchange (EXI) processor, which is promoted by the World Wide Web Consortium (W3C), and it is the most prominent XML compression mechanism nowadays. Interestingly, the results from the evaluation show that CTC outperforms EXI implementations in terms of memory usage and speed, keeping similar compression rates. As a conclusion, CTC is shown to be a good candidate for managing standard data model representation formats in CPS composed of resource-constrained devices.
机译:网络物理系统(CPS)范例基于互连的异构设备和系统的部署,因此互操作性是任何CPS体系结构设计的核心。从这个意义上说,采用标准和通用数据格式进行数据表示和通信,例如XML或JSON,可以有效地解决异构系统之间的互操作性问题。但是,这些标准数据格式的冗长性通常需要系统资源,这些资源可能假设通常部署在CPS中的资源受限设备超载。在这项工作中,我们介绍了基于上下文和基于模板的压缩(CTC),这是一种针对资源受限设备的数据压缩方法,它可以减少传输,存储和处理数据模型所需的资源。此外,我们提供了基准评估,并与由万维网联盟(W3C)推动的有效XML交换(EXI)处理器的当前实现进行了比较,它是当今最著名的XML压缩机制。有趣的是,评估结果表明CTC在内存使用和速度方面均优于EXI实现,并保持相似的压缩率。结论是,CTC被证明是在由资源受限的设备组成的CPS中管理标准数据模型表示格式的理想人选。

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