Design of mineral deposit prediction expert system based on GIS and answer set programming

Zengyu Zhao, Huogen Chen, M. Pan, Zhihu Zhang
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Abstract

The past mineral deposit prediction expert systems cannot support nonmonotonic reasoning. This article introduces answer set programming, which is a well-known formalism in artificial intelligence, to design an expert system for mineral deposit prediction. The system includes GIS spatial database, fact generator, temporary fact library, fact management module, knowledge based management module, knowledge base, reasoning machine, and explanation module. The incomplete deposit knowledge and nonmonotonic reasoning is supported in the system. To demonstrate the feasibility of our approach, we illustrate how to represent deposit information in the form of logic programs and how to make reasoning according to the answer set semantics by an example of the prospecting model of porphyrite iron. The processing of ore deposit predicting is a typical example of nonmonotonic reasoning. As we got more information, we found that the original conclusion was wrong, then we revised our conclusion. Such behavior is supported in our system but is not supported in previous similar systems.
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基于GIS和答案集编程的矿床预测专家系统设计
以往的矿床预测专家系统不支持非单调推理。本文引入人工智能领域中著名的形式论——答案集规划,设计了一个矿床预测专家系统。该系统包括GIS空间数据库、事实生成器、临时事实库、事实管理模块、基于知识的管理模块、知识库、推理机和说明模块。系统支持不完全沉积知识和非单调推理。为说明该方法的可行性,以斑岩铁矿找矿模型为例,说明了如何将矿床信息以逻辑程序的形式表示,以及如何根据答案集语义进行推理。矿床预测处理是非单调推理的一个典型例子。当我们得到更多的信息,我们发现原来的结论是错误的,然后我们修改了我们的结论。我们的系统支持这种行为,但以前的类似系统不支持这种行为。
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