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首页> 外文期刊>IEEE transactions on systems, man and cybernetics. Part C >Cooperating agents for 3-D scientific data interpretation
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Cooperating agents for 3-D scientific data interpretation

机译:3-D科学数据解释的合作代理

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摘要

Many organizations collect vast quantities of 3D scientific data in volumetric form for a range of purposes, including resource exploration, market forecasting and process modeling. Traditionally, these data have been interpreted by human experts with only minimal software assistance. However, such manual interpretation is a painstakingly slow and tedious process. Moreover, since interpretation involves subjective judgments and each interpreter has different scientific knowledge and experience, the formulation of an effective interpretation often requires the cooperation of numerous such experts. Hence there is a pressing need for a software system in which individual interpretations can be generated automatically and then refined through the use of cooperative reasoning and information sharing. To this end, a prototype system, SurfaceMapper, has been developed in which a community of cooperating software agents automatically locate and display interpretations in a volume of 3D scientific data. The challenges and experiences in designing and building such a system are discussed. Particular emphasis is given to the agents' interactions and an empirical evaluation of the effectiveness of different cooperation strategies is presented.
机译:许多组织出于各种目的(包括资源勘探,市场预测和过程建模)以体积形式收集了大量的3D科学数据。传统上,这些数据是由人类专家在很少的软件协助下进行解释的。但是,这种人工解释是一个艰苦而缓慢而乏味的过程。此外,由于口译涉及主观判断,并且每个口译员具有不同的科学知识和经验,因此,有效的口译表述往往需要众多此类专家的配合。因此,迫切需要一种软件系统,其中可以自动生成各个解释,然后通过使用协作推理和信息共享来完善这些解释。为此,已经开发了原型系统SurfaceMapper,在该系统中,一组协作的软件代理会自动定位并显示大量3D科学数据中的解释。讨论了设计和构建这种系统的挑战和经验。特别强调了代理商的互动,并提出了对不同合作策略有效性的实证评估。

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