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Design and Simulation of Material-Integrated Distributed Sensor Processing with a Code-Based Agent Platform and Mobile Multi-Agent Systems

机译:基于代码的代理平台和移动多代理系统的材料集成分布式传感器处理的设计和仿真

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摘要

Multi-agent systems (MAS) can be used for decentralized and self-organizing data processing in a distributed system, like a resource-constrained sensor network, enabling distributed information extraction, for example, based on pattern recognition and self-organization, by decomposing complex tasks in simpler cooperative agents. Reliable MAS-based data processing approaches can aid the material-integration of structural-monitoring applications, with agent processing platforms scaled to the microchip level. The agent behavior, based on a dynamic activity-transition graph (ATG) model, is implemented with program code storing the control and the data state of an agent, which is novel. The program code can be modified by the agent itself using code morphing techniques and is capable of migrating in the network between nodes. The program code is a self-contained unit (a container) and embeds the agent data, the initialization instructions and the ATG behavior implementation. The microchip agent processing platform used for the execution of the agent code is a standalone multi-core stack machine with a zero-operand instruction format, leading to a small-sized agent program code, low system complexity and high system performance. The agent processing is token-queue-based, similar to Petri-nets. The agent platform can be implemented in software, too, offering compatibility at the operational and code level, supporting agent processing in strong heterogeneous networks. In this work, the agent platform embedded in a large-scale distributed sensor network is simulated at the architectural level by using agent-based simulation techniques.
机译:多代理系统(MAS)可用于分布式系统(例如资源受限的传感器网络)中的分散和自组织数据处理,例如,通过分解,可以基于模式识别和自组织进行分布式信息提取较简单的合作代理中的复杂任务。可靠的基于MAS的数据处理方法可将代理处理平台扩展到微芯片级别,从而有助于结构监视应用程序的材料集成。基于动态活动过渡图(ATG)模型的代理行为是通过存储代理的控制和数据状态的程序代码实现的,这是新颖的。程序代码可以由代理本身使用代码变形技术进行修改,并且能够在节点之间的网络中迁移。程序代码是一个独立的单元(容器),并且嵌入了代理数据,初始化指令和ATG行为实现。用于执行代理代码的微芯片代理处理平台是具有零操作数指令格式的独立多核堆栈计算机,从而导致代理程序代码小,系统复杂度低且系统性能高。代理处理是基于令牌队列的,类似于Petri网。代理平台也可以用软件实现,在操作和代码级别提供兼容性,支持强大的异构网络中的代理处理。在这项工作中,使用基于代理的仿真技术在体系结构级别上仿真了嵌入在大规模分布式传感器网络中的代理平台。

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