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Integrated perception, planning and control for autonomous soil analysis

机译:自主土壤分析的综合感知,规划和控制

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The authors describe an autonomous system that performs closed loop control of a differential thermal analyzer (DTA) and a gas chromatograph (GC) to identify minerals and organics in soil samples. The system is presented as an instantiation of an integrated agent architecture designed to autonomously control scientific equipment in remote locations. The motivational context and general requirements of the application are described, followed by a description of the DTA-GC problem in terms of specific requirements for integrated perception, analysis, planning and control. The AI techniques applied to each of the specified requirements are considered. The system implementation status is discussed. The original contributions include a general architecture that integrates perception, analysis, planning and control for scientific experiments. The new analysis instrument integrates two previously distinct methods. Issues at the integration level as well as those relating to the individual components are examined.
机译:作者描述了一种自治系统,其执行差分热分析仪(DTA)和气相色谱仪(GC)的闭环控制,以鉴定土壤样品中的矿物质和有机物。该系统被呈现为集成代理架构的实例化,旨在自动控制远程位置的科学设备。描述了申请的动机背景和一般要求,然后描述了DTA-GC问题的描述,以对综合感知,分析,规划和控制的特定要求。考虑应用于每个指定要求的AI技术。讨论系统实现状态。原始贡献包括一般架构,可集成科学实验的感知,分析,规划和控制。新分析仪器集成了两个以前不同的方法。检查了集成级别的问题以及与各个组件相关的问题。

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